From d3ca2008b6a1834b4de9d9b6962661b27d3e3b22 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Stefan=20Str=C3=B6mer?= Date: Sat, 1 Jun 2024 20:16:27 +0200 Subject: [PATCH] feat: add non-clean version of some examples --- .../02_advanced_single_node.iesopt.yaml | 91 + src/examples/03_basic_two_nodes.iesopt.yaml | 89 + src/examples/04_constraint_safety.iesopt.yaml | 105 + .../05_basic_two_nodes_1y.iesopt.yaml | 105 + src/examples/06_recursion_h2.iesopt.yaml | 91 + src/examples/07_csv_filestorage.iesopt.yaml | 107 + src/examples/08_basic_investment.iesopt.yaml | 102 + src/examples/09_csv_only.iesopt.yaml | 50 + .../10_basic_load_shedding.iesopt.yaml | 93 + .../11_basic_unit_commitment.iesopt.yaml | 82 + .../12_incremental_efficiency.iesopt.yaml | 65 + .../15_varying_efficiency.iesopt.yaml | 59 + .../16_noncore_components.iesopt.yaml | 31 + ...17_varying_connection_capacity.iesopt.yaml | 58 + src/examples/18_addons.iesopt.yaml | 53 + src/examples/20_chp.iesopt.yaml | 78 + src/examples/22_snapshot_weights.iesopt.yaml | 42 + .../23_snapshots_from_csv.iesopt.yaml | 42 + src/examples/25_global_parameters.iesopt.yaml | 63 + src/examples/26_initial_states.iesopt.yaml | 58 + .../27_piecewise_linear_costs.iesopt.yaml | 50 + .../29_advanced_unit_commitment.iesopt.yaml | 67 + .../30_representative_snapshots.iesopt.yaml | 43 + .../31_exclusive_operation.iesopt.yaml | 47 + src/examples/32_sos.iesopt.yaml | 64 + .../33_benders_investment.iesopt.yaml | 108 + .../34_piecewise_linear_costs.iesopt.yaml | 104 + src/examples/35_fixed_costs.iesopt.yaml | 119 + .../36_stochastic_investment.iesopt.yaml | 123 + src/examples/37_certificates.iesopt.yaml | 126 + .../41_multiobjective_epsilon.iesopt.yaml | 82 + ...2_multiobjective_lexicographic.iesopt.yaml | 86 + ...43_multiobjective_hierarchical.iesopt.yaml | 82 + src/examples/44_lossy_connections.iesopt.yaml | 104 + src/examples/45_result_extraction.iesopt.yaml | 55 + .../46_constants_in_objective.iesopt.yaml | 86 + .../47_disable_components.iesopt.yaml | 155 + src/examples/files/09/connections.csv | 2 + src/examples/files/09/nodes.csv | 6 + src/examples/files/09/profiles.csv | 5 + src/examples/files/09/snapshots.csv | 8761 ++++ src/examples/files/09/units.csv | 3 + .../16/sample_group.iesopt.template.yaml | 102 + src/examples/files/18/addon.jl | 58 + src/examples/files/18/etdf_dynamic.csv | 3 + src/examples/files/18/etdf_static.csv | 2 + src/examples/files/22/snapshots.csv | 7 + src/examples/files/23/snapshots.csv | 7 + src/examples/files/25/components.csv | 2 + .../files/25/global.iesopt.param.yaml | 1 + src/examples/files/28/data.csv | 3 + src/examples/files/30/data.csv | 25 + src/examples/files/31/XOR.jl | 61 + src/examples/files/31/data.csv | 5 + src/examples/files/33/data.csv | 35041 ++++++++++++++++ src/examples/files/36/data.csv | 8761 ++++ src/examples/files/36/demand_high.csv | 8761 ++++ src/examples/files/36/demand_low.csv | 8761 ++++ src/examples/files/36/demand_medium.csv | 8761 ++++ src/examples/files/36/res_A.csv | 8761 ++++ src/examples/files/36/res_B.csv | 8761 ++++ src/examples/files/36/res_C.csv | 8761 ++++ src/examples/files/36/res_D.csv | 8761 ++++ src/examples/files/36/res_E.csv | 8761 ++++ src/examples/files/38/data.csv | 209 + src/examples/files/40/data.csv | 35041 ++++++++++++++++ src/examples/files/_default.csv | 8761 ++++ src/examples/files/example_data.csv | 8761 ++++ 68 files changed, 178680 insertions(+) create mode 100644 src/examples/02_advanced_single_node.iesopt.yaml create mode 100644 src/examples/03_basic_two_nodes.iesopt.yaml create mode 100644 src/examples/04_constraint_safety.iesopt.yaml create mode 100644 src/examples/05_basic_two_nodes_1y.iesopt.yaml create mode 100644 src/examples/06_recursion_h2.iesopt.yaml create mode 100644 src/examples/07_csv_filestorage.iesopt.yaml create mode 100644 src/examples/08_basic_investment.iesopt.yaml create mode 100644 src/examples/09_csv_only.iesopt.yaml create mode 100644 src/examples/10_basic_load_shedding.iesopt.yaml create mode 100644 src/examples/11_basic_unit_commitment.iesopt.yaml create mode 100644 src/examples/12_incremental_efficiency.iesopt.yaml create mode 100644 src/examples/15_varying_efficiency.iesopt.yaml create mode 100644 src/examples/16_noncore_components.iesopt.yaml create mode 100644 src/examples/17_varying_connection_capacity.iesopt.yaml create mode 100644 src/examples/18_addons.iesopt.yaml create mode 100644 src/examples/20_chp.iesopt.yaml create mode 100644 src/examples/22_snapshot_weights.iesopt.yaml create mode 100644 src/examples/23_snapshots_from_csv.iesopt.yaml create mode 100644 src/examples/25_global_parameters.iesopt.yaml create mode 100644 src/examples/26_initial_states.iesopt.yaml create mode 100644 src/examples/27_piecewise_linear_costs.iesopt.yaml create mode 100644 src/examples/29_advanced_unit_commitment.iesopt.yaml create mode 100644 src/examples/30_representative_snapshots.iesopt.yaml create mode 100644 src/examples/31_exclusive_operation.iesopt.yaml create mode 100644 src/examples/32_sos.iesopt.yaml create mode 100644 src/examples/33_benders_investment.iesopt.yaml create mode 100644 src/examples/34_piecewise_linear_costs.iesopt.yaml create mode 100644 src/examples/35_fixed_costs.iesopt.yaml create mode 100644 src/examples/36_stochastic_investment.iesopt.yaml create mode 100644 src/examples/37_certificates.iesopt.yaml create mode 100644 src/examples/41_multiobjective_epsilon.iesopt.yaml create mode 100644 src/examples/42_multiobjective_lexicographic.iesopt.yaml create mode 100644 src/examples/43_multiobjective_hierarchical.iesopt.yaml create mode 100644 src/examples/44_lossy_connections.iesopt.yaml create mode 100644 src/examples/45_result_extraction.iesopt.yaml create mode 100644 src/examples/46_constants_in_objective.iesopt.yaml create mode 100644 src/examples/47_disable_components.iesopt.yaml create mode 100644 src/examples/files/09/connections.csv create mode 100644 src/examples/files/09/nodes.csv create mode 100644 src/examples/files/09/profiles.csv create mode 100644 src/examples/files/09/snapshots.csv create mode 100644 src/examples/files/09/units.csv create mode 100644 src/examples/files/16/sample_group.iesopt.template.yaml create mode 100644 src/examples/files/18/addon.jl create mode 100644 src/examples/files/18/etdf_dynamic.csv create mode 100644 src/examples/files/18/etdf_static.csv create mode 100644 src/examples/files/22/snapshots.csv create mode 100644 src/examples/files/23/snapshots.csv create mode 100644 src/examples/files/25/components.csv create mode 100644 src/examples/files/25/global.iesopt.param.yaml create mode 100644 src/examples/files/28/data.csv create mode 100644 src/examples/files/30/data.csv create mode 100644 src/examples/files/31/XOR.jl create mode 100644 src/examples/files/31/data.csv create mode 100644 src/examples/files/33/data.csv create mode 100644 src/examples/files/36/data.csv create mode 100644 src/examples/files/36/demand_high.csv create mode 100644 src/examples/files/36/demand_low.csv create mode 100644 src/examples/files/36/demand_medium.csv create mode 100644 src/examples/files/36/res_A.csv create mode 100644 src/examples/files/36/res_B.csv create mode 100644 src/examples/files/36/res_C.csv create mode 100644 src/examples/files/36/res_D.csv create mode 100644 src/examples/files/36/res_E.csv create mode 100644 src/examples/files/38/data.csv create mode 100644 src/examples/files/40/data.csv create mode 100644 src/examples/files/_default.csv create mode 100644 src/examples/files/example_data.csv diff --git a/src/examples/02_advanced_single_node.iesopt.yaml b/src/examples/02_advanced_single_node.iesopt.yaml new file mode 100644 index 0000000..1771edd --- /dev/null +++ b/src/examples/02_advanced_single_node.iesopt.yaml @@ -0,0 +1,91 @@ +# Comments indicate points of this model file that changed compared to the previous examples. All other elements are not +# explained/described anymore. See also: 01_basic_single_node.yaml + +config: + optimization: + problem_type: LP + snapshots: + count: 4 + solver: + name: highs + +carriers: + electricity: {} + gas: {} + co2: {} + +components: + # This is the single node power grid that connects everything. It now does **not** include any storage itself. + node: + type: Node + carrier: electricity + + # This models the storage of a simple battery energy storage system, extending the previous example without losses. + # It features bounds that indicate, that the battery can only be used inside a 10%-90% SoC, and will be charged and + # discharged by separate units. + bess: + type: Node + carrier: electricity + has_state: true + state_lb: 1 + state_ub: 9 + + # This is the direction of the inverter that is used to charge the BESS with an efficiency of 90% and a limit of 3. + inverter_charge: + type: Unit + inputs: {electricity: node} + outputs: {electricity: bess} + capacity: 3 in:electricity + conversion: 1 electricity -> 0.9 electricity + + # This is the direction of the inverter that is used to discharge the BESS with an efficiency of 90% and a limit of 3. + inverter_discharge: + type: Unit + inputs: {electricity: bess} + outputs: {electricity: node} + capacity: 3 out:electricity + conversion: 1 electricity -> 0.9 electricity + + # The wind power plant now features a (low) marginal cost of generation. + plant_wind: + type: Unit + outputs: {electricity: node} + conversion: ~ -> 1 electricity + capacity: 10 out:electricity + availability_factor: [0.9, 0.1, 0.1, 0.1] + marginal_cost: 1.0 per out:electricity + + plant_gas: + type: Unit + inputs: {gas: gas_grid} + outputs: {electricity: node, co2: total_co2} + conversion: 1 gas -> 0.4 electricity + 0.2 co2 + capacity: 10 out:electricity + + demand: + type: Profile + carrier: electricity + node_from: node + value: [1, 4, 5, 5] + + gas_grid: + type: Node + carrier: gas + + total_co2: + type: Node + carrier: co2 + + create_gas: + type: Profile + carrier: gas + node_to: gas_grid + mode: create + cost: 50.0 + + co2_emissions: + type: Profile + carrier: co2 + node_from: total_co2 + mode: destroy + cost: 100.0 diff --git a/src/examples/03_basic_two_nodes.iesopt.yaml b/src/examples/03_basic_two_nodes.iesopt.yaml new file mode 100644 index 0000000..d9b32a4 --- /dev/null +++ b/src/examples/03_basic_two_nodes.iesopt.yaml @@ -0,0 +1,89 @@ +# Comments indicate points of this model file that changed compared to the previous examples. All other elements are not +# explained/described anymore. See also: 02_advanced_single_node.yaml + +config: + optimization: + problem_type: LP + snapshots: + count: 4 + solver: + name: highs + +carriers: + electricity: {} + gas: {} + co2: {} + +components: + # There are now two nodes in the power grid, that will be connected by a line; node2 includes a lossless storage. + node1: + type: Node + carrier: electricity + + node2: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: 10 + + # This new type of core component is used to connect two nodes (that use the same energy carrier). It can model + # directional flows, losses, delays, flow limits, and so on. Specifying "capacity" as we do it here, constructs a + # connection that allows flows with -5 <= flow <= 5. The Nodes that are set as "from" and "to" indicate the direction + # of the flow; here positive values relate to a flow "from node1 to node2". + conn: + type: Connection + capacity: 5 + node_from: node1 + node_to: node2 + + # The wind power plant now feeds into node2 with a modified availability factor. + plant_wind: + type: Unit + outputs: {electricity: node2} + conversion: ~ -> 1 electricity + capacity: 10 out:electricity + availability_factor: [0.9, 0.0, 0.9, 0.0] + + # The gas power plant now feeds into node1. + plant_gas: + type: Unit + inputs: {gas: gas_grid} + outputs: {electricity: node1, co2: total_co2} + conversion: 1 gas -> 0.4 electricity + 0.2 co2 + capacity: 10 out:electricity + + # Both nodes feature a unique demand time series, represented by two different Profiles. + demand1: + type: Profile + carrier: electricity + node_from: node1 + value: [3, 3, 3, 3] + + demand2: + type: Profile + carrier: electricity + node_from: node2 + value: [4, 3, 1, 5] + + gas_grid: + type: Node + carrier: gas + + total_co2: + type: Node + carrier: co2 + + create_gas: + type: Profile + carrier: gas + node_to: gas_grid + mode: create + cost: 50.0 + + co2_emissions: + type: Profile + carrier: co2 + node_from: total_co2 + mode: destroy + cost: 100.0 diff --git a/src/examples/04_constraint_safety.iesopt.yaml b/src/examples/04_constraint_safety.iesopt.yaml new file mode 100644 index 0000000..f893244 --- /dev/null +++ b/src/examples/04_constraint_safety.iesopt.yaml @@ -0,0 +1,105 @@ +# This example demonstrates the effect and use of the inbuilt "constraint safety" feature. This artifically alters +# constraints inside the core components, in order to (hopefully) catch infeasibilities during the optimization run, +# returning a (partially) valid solution as well as an indication where the infeasibility occurs. +# Comments indicate points of this model file that changed compared to the previous examples. All other elements are not +# explained/described anymore. See also: 03_basic_two_nodes.yaml +# +# What does the safety feature do? +# Looking at the result of this optimization (e.g. using `JuMP.solution_summary(model, verbose=true)`), we can see that +# one of the "aux" (auxiliary) variables is not at 0 anymore (here: `connection_flow_aux[conn]`). This indicates that +# an additional 0.25 capacity are needed on the Connection "conn" to make the model feasible. This is also indicated by +# the large increase in the objective value (now being > 2.5e14), which comes from the constraint safety cost. +# +# Important: After optimizing the model, we can extract the "real" objective value from the solution using: +# `JuMP.value(model.ext[:objective])`. Keep in mind though, that this is the optimum that is achieved using the "fix" +# that the safety feature applies. + +config: + optimization: + problem_type: LP + snapshots: + count: 4 + solver: + name: highs + # This tells IESopt to enable the constraint safety feature (which is currently on by default). + constraint_safety: true + # This parameterizes the cost of utilizing the safety feature. This should be much higher than other costs in the + # objective function and defaults to 1e15. This, while being a rather safe number - meaning it most likely will not + # interfer in any wrong way with your model - comes at the cost of numerical instability. This can be handled + # "properly" by some solvers (like Gurobi) but will negatively impact others (like GLPK). To counter this we can + # specify a lower cost coefficient here. Consider setting a lower tolerance for these solvers, for example call + # `JuMP.set_optimizer_attribute(model, "tol_dj", 1e-12)` for GLPK. + constraint_safety_cost: 1.0e9 + +carriers: + electricity: {} + gas: {} + co2: {} + +components: + node1: + type: Node + carrier: electricity + + node2: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: 10 + + # The capacity of the connection is reduced (from 5 to 1). + conn: + type: Connection + capacity: 1 + node_from: node1 + node_to: node2 + + # Furthermore, the wind availability factor is reduced to introduce an infeasibility. + plant_wind: + type: Unit + outputs: {electricity: node2} + conversion: ~ -> 1 electricity + capacity: 10 out:electricity + availability_factor: [0.4, 0.0, 0.4, 0.0] + + plant_gas: + type: Unit + inputs: {gas: gas_grid} + outputs: {electricity: node1, co2: total_co2} + conversion: 1 gas -> 0.4 electricity + 0.2 co2 + capacity: 10 out:electricity + + demand1: + type: Profile + carrier: electricity + node_from: node1 + value: [3, 3, 3, 3] + + demand2: + type: Profile + carrier: electricity + node_from: node2 + value: [4, 3, 1, 5] + + gas_grid: + type: Node + carrier: gas + + total_co2: + type: Node + carrier: co2 + + create_gas: + type: Profile + carrier: gas + node_to: gas_grid + mode: create + cost: 50.0 + + co2_emissions: + type: Profile + carrier: co2 + node_from: total_co2 + mode: destroy + cost: 100.0 diff --git a/src/examples/05_basic_two_nodes_1y.iesopt.yaml b/src/examples/05_basic_two_nodes_1y.iesopt.yaml new file mode 100644 index 0000000..08aa495 --- /dev/null +++ b/src/examples/05_basic_two_nodes_1y.iesopt.yaml @@ -0,0 +1,105 @@ +# Comments indicate points of this model file that changed compared to the previous examples. All other elements are not +# explained/described anymore. See also: 03_basic_two_nodes.yaml + +config: + optimization: + problem_type: LP + snapshots: + count: 8760 + solver: + name: highs + results: + enabled: true + memory_only: true + +# We consider a full-year planning horizon, so 8760 snapshots. This time we want IESopt to name them, since we do +# not have specific names and want an easy initialization. This will result int "t1" ... "t8760". + +# A new carrier is used to track wind usage. If needed one could of course distinct "gas" and "electricity" using +# "MWh_primary" or "MWh_el" for example. +carriers: + electricity: {unit: MWh} + gas: {unit: MWh} + co2: {unit: t} + wind: {unit: MWh} + +components: + node1: + type: Node + carrier: electricity + + node2: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: 10 + + conn: + type: Connection + capacity: 5 + node_from: node1 + node_to: node2 + + # To better track the results, model wind usage using a Profile. + availability: + type: Profile + mode: create + carrier: wind + node_to: wind + + wind: + type: Node + carrier: wind + + plant_wind: + type: Unit + inputs: {wind: wind} + outputs: {electricity: node2} + conversion: 1 wind -> 1 electricity + capacity: 10 out:electricity + # This model runs on 8760 snapshots (a whole year in hourly resolution). + availability_factor: [0.88, 0.07, 0.87, 0.31, 0.62, 0.9, 0.44, 0.96, 0.78, 0.41, 0.74, 0.07, 0.15, 0.37, 0.36, 0.79, 0.4, 0.32, 0.64, 0.8, 0.06, 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100644 index 0000000..354d674 --- /dev/null +++ b/src/examples/06_recursion_h2.iesopt.yaml @@ -0,0 +1,91 @@ +# Comments indicate points of this model file that changed compared to the previous examples. All other elements are not +# explained/described anymore. +# This example constructs a simple model that produces hydrogen from excess solar energy and tries to only import +# as little energy as possible (this is here done by only assigning a cost to H2 import). + +config: + optimization: + problem_type: LP + snapshots: + count: 168 + solver: + name: highs + results: + enabled: true + memory_only: true + +# We not only define units but also colors, that can be later picked up by the standardized visualization tools. Observe +# the fact, that the hexcode is in "", since a `#` counts as starting an in-line comment. Also we use the "block" format +# that YAML supports instead of the in-line format that we used up until now. These are exactly the same. +carriers: + electricity: + unit: MWh + color: "rgba(50, 94, 23, 0.7)" + h2: + unit: MWh + color: "rgba(3, 36, 252, 0.7)" + solar: + unit: MWh + color: "rgba(255, 196, 0, 0.7)" + +components: + elec_grid: + type: Node + carrier: electricity + + h2_storage: + type: Node + carrier: h2 + has_state: true + state_cyclic: geq + state_lb: 0 + state_ub: 50 + + # While core components need a unique name, it is allowed to use a name for a core component that is used by a + # carrier. While this is obviously NOT recommended, it is possible and can sometimes + solar: + type: Node + carrier: solar + + plant_gas: + type: Unit + inputs: {h2: h2_storage} + outputs: {electricity: elec_grid} + conversion: 1 h2 -> 0.8 electricity + capacity: 10 out:electricity + + plant_pv: + type: Unit + inputs: {solar: solar} + outputs: {electricity: elec_grid} + conversion: 1 solar -> 1 electricity + capacity: 5 out:electricity + availability_factor: [0.0, 0.0, 0.02, 0.07, 0.16, 0.26, 0.45, 0.66, 0.76, 0.88, 1.0, 1.0, 1.0, 0.95, 0.81, 0.66, 0.44, 0.26, 0.16, 0.06, 0.02, 0.01, 0.0, 0.0, 0.0, 0.01, 0.02, 0.06, 0.14, 0.26, 0.47, 0.63, 0.75, 0.88, 1.0, 1.0, 1.0, 1.0, 0.75, 0.61, 0.45, 0.25, 0.14, 0.07, 0.02, 0.0, 0.0, 0.0, 0.0, 0.01, 0.02, 0.07, 0.15, 0.26, 0.44, 0.61, 0.75, 1.0, 1.0, 1.0, 1.0, 0.88, 0.77, 0.65, 0.45, 0.27, 0.16, 0.07, 0.03, 0.01, 0.0, 0.0, 0.0, 0.01, 0.02, 0.07, 0.16, 0.3, 0.42, 0.59, 0.83, 0.88, 1.0, 1.0, 1.0, 0.9, 0.78, 0.57, 0.43, 0.28, 0.16, 0.06, 0.02, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02, 0.06, 0.14, 0.26, 0.44, 0.57, 0.85, 0.96, 0.97, 1.0, 1.0, 1.0, 0.79, 0.64, 0.41, 0.26, 0.14, 0.07, 0.02, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02, 0.07, 0.16, 0.3, 0.43, 0.63, 0.78, 0.9, 1.0, 1.0, 1.0, 0.91, 0.74, 0.58, 0.44, 0.28, 0.14, 0.07, 0.03, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02, 0.07, 0.16, 0.28, 0.46, 0.66, 0.84, 0.9, 1.0, 1.0, 1.0, 0.97, 0.86, 0.63, 0.45, 0.27, 0.15, 0.06, 0.02, 0.0, 0.0, 0.0] + + # Up until now we only ever restricted the output capacity. This time we cap the input capacity. + electrolyser: + type: Unit + inputs: {electricity: elec_grid} + outputs: {h2: h2_storage} + conversion: 1 electricity -> 0.7 h2 + capacity: 10 in:electricity + + # These profiles define a full "model boundary", allowing us to analyze the model easily afterwards. + create_solar: + type: Profile + mode: create + carrier: solar + node_to: solar + + buy_h2: + type: Profile + mode: create + carrier: h2 + node_to: h2_storage + cost: 100 + + demand: + type: Profile + carrier: electricity + node_from: elec_grid + value: [3.96, 4.24, 0.06, 3.36, 2.34, 0.22, 0.57, 4.41, 4.91, 3.01, 3.78, 4.36, 4.26, 2.2, 3.71, 4.35, 4.88, 2.25, 2.63, 2.15, 0.92, 4.18, 4.88, 2.85, 0.17, 2.48, 4.23, 4.72, 4.86, 1.46, 4.81, 1.94, 4.52, 4.77, 1.84, 1.27, 2.13, 4.15, 4.09, 1.16, 1.87, 2.18, 3.42, 3.7, 0.89, 0.93, 1.15, 2.62, 1.08, 1.72, 1.2, 0.06, 2.46, 4.73, 1.08, 0.41, 1.2, 0.53, 1.51, 2.59, 2.7, 4.83, 2.69, 0.51, 2.43, 3.2, 4.01, 0.21, 2.72, 1.5, 2.92, 2.51, 1.54, 2.63, 3.59, 4.86, 4.64, 4.88, 3.69, 3.64, 0.16, 3.4, 2.1, 3.87, 1.85, 3.6, 3.24, 3.61, 2.12, 0.43, 3.6, 3.94, 2.8, 0.78, 3.18, 3.05, 3.02, 4.14, 1.25, 3.05, 0.12, 3.54, 1.45, 1.53, 2.06, 0.23, 0.01, 3.47, 0.23, 3.21, 0.73, 3.33, 4.84, 0.89, 3.6, 4.87, 1.47, 3.48, 0.64, 2.77, 1.66, 2.79, 2.64, 4.73, 2.75, 0.44, 4.5, 2.7, 2.87, 1.76, 2.21, 2.48, 3.83, 3.81, 1.13, 2.53, 1.54, 1.32, 0.6, 4.25, 4.04, 2.23, 1.58, 4.9, 4.78, 2.85, 2.1, 0.2, 2.97, 2.26, 3.91, 0.68, 1.02, 1.61, 0.98, 4.5, 1.82, 2.41, 3.06, 3.05, 1.64, 0.03, 4.39, 3.03, 1.8, 0.37, 1.56, 2.17] diff --git a/src/examples/07_csv_filestorage.iesopt.yaml b/src/examples/07_csv_filestorage.iesopt.yaml new file mode 100644 index 0000000..c6733d4 --- /dev/null +++ b/src/examples/07_csv_filestorage.iesopt.yaml @@ -0,0 +1,107 @@ +# Comments indicate points of this model file that changed compared to the previous examples. All other elements are not +# explained/described anymore. See also: 05_basic_two_nodes_1y.iesopt.yaml + +config: + optimization: + problem_type: LP + snapshots: + count: 8760 + solver: + name: highs + # We can define input files that are later referenced on here. + # This tells IESopt that we want to read in "example_data.csv" (this is relative to the location of the *.iesopt.yaml) + # and internally preload it under the name of "data" (so we can later reference it). + files: + data: example_data.csv + results: + enabled: true + memory_only: true + paths: + files: files + +carriers: + electricity: {unit: MWh} + gas: {unit: MWh} + co2: {unit: t} + wind: {unit: MWh} + +components: + node1: + type: Node + carrier: electricity + + node2: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: 10 + + conn: + type: Connection + capacity: 5 + node_from: node1 + node_to: node2 + + availability: + type: Profile + mode: create + carrier: wind + node_to: wind + + wind: + type: Node + carrier: wind + + plant_wind: + type: Unit + inputs: {wind: wind} + outputs: {electricity: node2} + conversion: 1 wind -> 1 electricity + capacity: 10 out:electricity + # Instead of cluttering our YAML with 8760 entries, we now just load it from a CSV. This is done by supplying the + # correct column (07_plant_wind_availability_factor) that can be found in the CSV (data) like so: + availability_factor: 07_plant_wind_availability_factor@data + + plant_gas: + type: Unit + inputs: {gas: gas_grid} + outputs: {electricity: node1, co2: total_co2} + conversion: 1 gas -> 0.4 electricity + 0.2 co2 + capacity: 10 out:electricity + + demand1: + type: Profile + carrier: electricity + node_from: node1 + # Again, now loading from CSV. + value: 07_demand1_value@data + + demand2: + type: Profile + carrier: electricity + node_from: node2 + # Again, now loading from CSV. + value: 07_demand2_value@data + + gas_grid: + type: Node + carrier: gas + + total_co2: + type: Node + carrier: co2 + + create_gas: + type: Profile + carrier: gas + node_to: gas_grid + mode: create + cost: 50.0 + + co2_emissions: + type: Profile + carrier: co2 + node_from: total_co2 + mode: destroy + cost: 100.0 diff --git a/src/examples/08_basic_investment.iesopt.yaml b/src/examples/08_basic_investment.iesopt.yaml new file mode 100644 index 0000000..bb006ba --- /dev/null +++ b/src/examples/08_basic_investment.iesopt.yaml @@ -0,0 +1,102 @@ +# This introduces a completely new model/problem to showcase basic investment decisions. + +config: + optimization: + problem_type: LP + snapshots: + count: 24 + solver: + name: highs + files: + data: example_data.csv + results: + enabled: true + memory_only: true + paths: + files: files + +carriers: + electricity: {} + h2: {} + +components: + # The power grid in the north. + elec: + type: Node + carrier: electricity + + # The hydrogen grid in the south. + h2_south: + type: Node + carrier: h2 + + # This is a new type of core component: a Decision. It represents a decision to be made that determines a single, + # scalar value resulting from choosing a "count" (how many of X we want) and a "size" (how big should each X be). By + # default it is not associated with any costs, and can only build a single "unit" (count == 1). The only setting that + # is not pre-initialized with a default value is the maximum size. If we do not specify it, the size will be + # undbounded. + build_pipeline: + type: Decision + # We now associate a cost with increasing the size of this decision. 0.75 units of pipeline capacity will be built, + # since that is exactly what the model needs to cover peak demand in the south. + cost: 1000 + + pipeline: + type: Connection + node_from: h2_north + node_to: h2_south + lb: 0 + # Now we do not use a fixed capacity for the first time, but instead use the result of "build_pipeline". The final + # (total) value of the decision can be used as upper bound utilizing the `decision:value_name` syntax. + ub: build_pipeline:value + + build_storage: + type: Decision + # We now also associate a cost with increasing the size of this decision. + cost: 100 + + # A simple hydrogen node from where the H2 is transported south, with some storage that can be built by the model. + h2_north: + type: Node + carrier: h2 + has_state: true + state_lb: 0 + state_ub: build_storage:value + + # We can also choose to decide the necessary size of our gas power plant. + build_gas: + type: Decision + cost: 500 + + plant_gas: + type: Unit + outputs: {electricity: elec} + conversion: ~ -> 1 electricity + # As earlier, we can also determine the capacity of a unit based on a decision. This shows, that with the other + # configured parameters, a maximum capacity of only ~0.6 is necessary instead of the maximum of 1.0 without costs. + # Further increasing the cost (`cost` of `build_gas`) will further reduce the built capacity while increasing + # the storage size. + capacity: build_gas:value out:electricity + marginal_cost: 100 per out:electricity + + plant_solar: + type: Unit + outputs: {electricity: elec} + conversion: ~ -> 1 electricity + capacity: 1 out:electricity + availability_factor: 08_pv@data + + electrolysis: + type: Unit + inputs: {electricity: elec} + outputs: {h2: h2_north} + conversion: 1 electricity -> 0.5 h2 + capacity: 10 out:h2 + + demand: + type: Profile + carrier: h2 + node_from: h2_south + value: 08_demand@data + + diff --git a/src/examples/09_csv_only.iesopt.yaml b/src/examples/09_csv_only.iesopt.yaml new file mode 100644 index 0000000..e743ead --- /dev/null +++ b/src/examples/09_csv_only.iesopt.yaml @@ -0,0 +1,50 @@ +# Comments indicate points of this model file that changed compared to the previous examples. All other elements are not +# explained/described anymore. See also: 07_csv_filestorage.iesopt.yaml + +# This examples showcases loading components from supplied CSV files instead of specifying them inside this YAML. + +config: + optimization: + problem_type: LP + snapshots: + count: 8760 + solver: + name: highs + files: + data: example_data.csv + paths: + files: files + components: files # files/09 + +carriers: + electricity: {} + gas: {} + wind: {} + co2: {} + +# List all files that IESopt should parse to load components. These can be arbitrarily mixed. +load_components: + # You could either do the following: + # - connections.csv + # - nodes.csv + # - profiles.csv + # - units.csv + # If you do that, change `components: files` to `components: files/09` in the `paths` section, to correctly include + # the "09/" folder into the filepath. + + # Or "better", load all CSV files in "09/" except "snapshots.csv": + - ^09[/\\]((?!snapshots\.csv$).)*\.csv$ + # NOTE: It is recommended to use `[/\\]` as path separators, like in the Regex above, + # so the model can work on both UNIX and Windows systems. + + # You can also use `- .csv` to load all CSV files in the folder. + +# Even when loading components from external CSV files, you can specify addtional ones like normal. IESopt takes +# care about merging them correctly. +components: + co2_emissions: + type: Profile + carrier: co2 + mode: destroy + node_from: total_co2 + cost: 100 diff --git a/src/examples/10_basic_load_shedding.iesopt.yaml b/src/examples/10_basic_load_shedding.iesopt.yaml new file mode 100644 index 0000000..9057381 --- /dev/null +++ b/src/examples/10_basic_load_shedding.iesopt.yaml @@ -0,0 +1,93 @@ +# This shows a basic way to implement load shedding by adjusting profiles. +# See: 08_basic_investment.iesopt.yaml + +config: + optimization: + problem_type: LP + snapshots: + count: 24 + solver: + name: highs + files: + data: example_data.csv + results: + enabled: true + memory_only: true + paths: + files: files + +carriers: + electricity: {} + h2: {} + +components: + elec: + type: Node + carrier: electricity + + h2_south: + type: Node + carrier: h2 + + build_pipeline: + type: Decision + cost: 1000 + # We now limit the maximum size of the pipeline below what is needed to cover demand. + ub: 0.5 + + pipeline: + type: Connection + node_from: h2_north + node_to: h2_south + lb: 0 + ub: build_pipeline:value + + build_storage: + type: Decision + cost: 100 + + h2_north: + type: Node + carrier: h2 + has_state: true + state_lb: 0 + state_ub: build_storage:value + + build_gas: + type: Decision + cost: 500 + + plant_gas: + type: Unit + outputs: {electricity: elec} + conversion: ~ -> 1 electricity + capacity: build_gas:value out:electricity + marginal_cost: 100 per out:electricity + + plant_solar: + type: Unit + outputs: {electricity: elec} + conversion: ~ -> 1 electricity + capacity: 1 out:electricity + availability_factor: 08_pv@data + + electrolysis: + type: Unit + inputs: {electricity: elec} + outputs: {h2: h2_north} + conversion: 1 electricity -> 0.5 h2 + capacity: 10 out:h2 + + demand: + type: Profile + carrier: h2 + node_from: h2_south + value: 08_demand@data + + # This allows the "reducing demand" (load shedding) by introducing a Profile that covers the missing energy. + shedding: + type: Profile + carrier: h2 + node_to: h2_south + mode: create + cost: 10000 diff --git a/src/examples/11_basic_unit_commitment.iesopt.yaml b/src/examples/11_basic_unit_commitment.iesopt.yaml new file mode 100644 index 0000000..39165c8 --- /dev/null +++ b/src/examples/11_basic_unit_commitment.iesopt.yaml @@ -0,0 +1,82 @@ +# This example showcases basic unit commitment. + +config: + optimization: + problem_type: LP + snapshots: + count: 6 + solver: + name: highs + results: + enabled: true + memory_only: true + +carriers: + electricity: {} + +components: + # The "power grid". + grid: + type: Node + carrier: electricity + + # We can import electricity for a low cost up to 10 MW. + import: + # The "disabled" flag allows easy disabling a component, without the need to comment out all relevant lines. This + # will influence how the Unit behaves, since it is forced to fully be online to cover the max demand of 20. + # disabled: true + type: Profile + carrier: electricity + node_to: grid + cost: 5 + mode: ranged + lb: 0 + ub: 10 + + # We produce electricity here. + plant: + type: Unit + outputs: {electricity: grid} + conversion: ~ -> 1 electricity + capacity: 20 out:electricity + marginal_cost: 50 per out:electricity + # These are the new settings: + enable_ramp_up: true # Enabling ramps for the increase of production. + ramp_up_limit: 0.3 # It can increase by 30% of maximum capacity per time step. + ramp_up_cost: 1 # Ramping up induces some (small) costs + enable_ramp_down: true # Enabling ramps for the decrease of production. + ramp_down_limit: 0.3 # It can decrease by 30% of maximum capacity per time step. + ramp_down_cost: 1 # Ramping down induces some (small) costs + unit_commitment: linear # Enable unit commitment with a linear formulation (allowing partial startup, ...). + min_conversion: 0.35 # If the unit is on, it needs to run at a minimum of 35%. + startup_cost: 1000 # Each startup of the unit costs 1000. + is_on_before: 0 # This specifies that the unit is off at the begin. + # Note#1: If there are no costs assigned to ramping, then the values of the ramps can have rather arbitrary values. + # Note#2: Try changing the unit_commitment to "binary", which will heavily influence whether the unit is ON/OFF. + # Note#3: Be careful with `linear` unit commitment when `is_on_before` is `1` (default), because then the solution + # will change (the startup is not necessary anymore). + + # And this is the demand that is not coverable by import alone. + demand: + type: Profile + carrier: electricity + node_from: grid + value: [5, 5, 10, 20, 0, 0] + + # It could be that the unit produces too much energy. This would normally be handled by various internal safety + # mechanisms that ensure feasibility. But: These (a) complicate the problem for the solver, and (b) possibly distort + # our results. It is therefore best to always account for possible (foreseeable) cases. We therefore include an + # external "market" that just takes all left-over energy (at a "negative price" of 5). Make sure that, if you are + # interested in negative prices for the generation of (i.e.) electricity that you do not account for something like + # this, and carefully consider Profile's deviation settings. + market: + # Try disabling the market. Since the problem will no longer be feasible (the unit can't cover the peak demand while + # ramping down in time for Snapshot 5/6), the Profile deviation of `demand` will step in and make the problem + # feasible again using (automatic) load shedding, which can lead to unwanted results (because it just uses default + # values and will possibly not reflect the wanted situation). Observe the resulting warning! + # disabled: true + type: Profile + carrier: electricity + mode: destroy + node_from: grid + cost: 5 diff --git a/src/examples/12_incremental_efficiency.iesopt.yaml b/src/examples/12_incremental_efficiency.iesopt.yaml new file mode 100644 index 0000000..959d942 --- /dev/null +++ b/src/examples/12_incremental_efficiency.iesopt.yaml @@ -0,0 +1,65 @@ +# This example extends the unit commitment example to utilize varying efficiencies. This can be used to model +# units running at `min_conversion` to have a low efficiency. + +config: + optimization: + problem_type: LP + snapshots: + count: 6 + solver: + name: highs + +carriers: + electricity: {} + +components: + grid: + type: Node + carrier: electricity + + import: + type: Profile + carrier: electricity + node_to: grid + cost: 5 + mode: ranged + lb: 0 + ub: 10 + + plant: + type: Unit + outputs: {electricity: grid} + conversion: ~ -> 0.6 electricity # Running at full power, the unit has an efficiency of 60% + conversion_at_min: ~ -> 0.4 electricity # Running at min_conversion, the unit has an efficiency of 40% + capacity: 20 out:electricity + marginal_cost: 50 per out:electricity + enable_ramp_up: true + ramp_up_limit: 0.3 + ramp_up_cost: 1 + enable_ramp_down: true + ramp_down_limit: 0.3 + ramp_down_cost: 1 + unit_commitment: linear + # Important: Without setting the `min_conversion` parameter, `conversion_at_min` can not be used. Furthermore, while + # `min_conversion` seems to be rather straight forward, it is actually complicated as soon as changing efficencies + # are involved. This entails that IESopt will automatically recalculate the correct min_conversion based on + # the setting of `conversion_at_min`, and will inform you about that with an info log. + min_conversion: 0.35 + # Important: These efficiencies heavily depend on the unit commitment. If we are running "linear", startup costs are + # crucial (otherwise the efficiency will not work as intended!). You can try with much lower startup + # costs using a binary unit commitment. + startup_cost: 5000 + is_on_before: 0.0 + + demand: + type: Profile + carrier: electricity + node_from: grid + value: [5, 5, 10, 20, 0, 0] + + market: + type: Profile + carrier: electricity + mode: destroy + node_from: grid + cost: 5 diff --git a/src/examples/15_varying_efficiency.iesopt.yaml b/src/examples/15_varying_efficiency.iesopt.yaml new file mode 100644 index 0000000..6b2a749 --- /dev/null +++ b/src/examples/15_varying_efficiency.iesopt.yaml @@ -0,0 +1,59 @@ +config: + optimization: + problem_type: MILP + snapshots: + count: 8760 + solver: + name: highs + files: + data: example_data.csv + results: + enabled: true + memory_only: true + paths: + files: files + components: files/09 + +carriers: + electricity: {} + heat: {} + +components: + heatpump: + type: Unit + capacity: 100 out:heat + conversion: 1 electricity -> 15_cop@data heat + conversion_at_min: 1 electricity -> 1 heat + min_conversion: 0.2 + unit_commitment: binary + inputs: { electricity : power_grid } + outputs: { heat : heat_grid } + + power_grid: + type: Node + carrier: electricity + + heat_grid: + type: Node + carrier: heat + + buy_electricity: + type: Profile + carrier: electricity + cost: 10 + mode: create + node_to: power_grid + + heat_demand: + type: Profile + carrier: heat + mode: fixed + node_from: heat_grid + value: 15_heatdemand@data + + # We allow "throwing away heat" (essentially allowing the heat_demand to extend beyond the set value) + heat_demand_deviation: + type: Profile + carrier: heat + mode: destroy + node_from: heat_grid diff --git a/src/examples/16_noncore_components.iesopt.yaml b/src/examples/16_noncore_components.iesopt.yaml new file mode 100644 index 0000000..79d136a --- /dev/null +++ b/src/examples/16_noncore_components.iesopt.yaml @@ -0,0 +1,31 @@ +# This example showcases the usage of non-core components and component containers. + +config: + optimization: + problem_type: LP + snapshots: + count: 168 + solver: + name: highs + files: + data: example_data.csv + default_data: _default.csv + results: + enabled: true + memory_only: true + paths: + files: files + # Add paths to additional components here (the CORE "./components" directory is being used automatically). + templates: files/16 + +carriers: + electricity: {} + heat: {} + +components: + group: + # Specify a non-core type here - this depends on a file "16_sample_group.iesopt.template.yaml" to exist. + type: sample_group + # Set "user defined" parameters in the same way you would set core parameters. + bess_power: 2 + bess_size: 10 diff --git a/src/examples/17_varying_connection_capacity.iesopt.yaml b/src/examples/17_varying_connection_capacity.iesopt.yaml new file mode 100644 index 0000000..792f8cf --- /dev/null +++ b/src/examples/17_varying_connection_capacity.iesopt.yaml @@ -0,0 +1,58 @@ +# Comments indicate points of this model file that changed compared to the previous examples. All other elements are not +# explained/described anymore. See also: 02_advanced_single_node.yaml + +config: + optimization: + problem_type: MILP + snapshots: + count: 4 + solver: + name: highs + files: + data: example_data.csv + results: + enabled: true + memory_only: true + paths: + files: files + +carriers: + electricity: {} + gas: {} + co2: {} + +components: + node1: + type: Node + carrier: electricity + + node2: + type: Node + carrier: electricity + + conn: + type: Connection + capacity: 17_capacity@data + node_from: node1 + node_to: node2 + + plant_wind: + type: Unit + outputs: {electricity: node1} + conversion: ~ -> 1 electricity + capacity: 10 out:electricity + availability_factor: 1 + + demand1: + type: Profile + carrier: electricity + node_from: node2 + value: 5 + + buy_elec: + type: Profile + carrier: electricity + node_to: node2 + mode: create + cost: 50.0 + \ No newline at end of file diff --git a/src/examples/18_addons.iesopt.yaml b/src/examples/18_addons.iesopt.yaml new file mode 100644 index 0000000..742d2f9 --- /dev/null +++ b/src/examples/18_addons.iesopt.yaml @@ -0,0 +1,53 @@ +config: + optimization: + problem_type: LP + snapshots: + count: 6 + solver: + name: highs + files: + new_addon: addon.jl + paths: + addons: files/18/ + +carriers: + electricity: {} + +components: + node: + type: Node + carrier: electricity + + plant_gas1: + type: Unit + # This can be used to store arbitrary configurations + config: + # This is a parameter that will be used by the addon (the name is arbitrary). + max_sum_energy: 4 + # This is where we specify an addon file (a .jl file with a specific structure) to be added. + addon: new_addon + outputs: {electricity: node} + conversion: ~ -> 1 electricity + capacity: 1/(1.0/36)/9 out:electricity + + plant_gas2: + type: Unit + config: + max_sum_energy: 4 + addon: new_addon + outputs: {electricity: node} + conversion: ~ -> 1 electricity + capacity: 6 out:electricity + + demand: + type: Profile + carrier: electricity + node_from: node + value: [5, 5, 3, 5, 10, 10] + + import: + type: Profile + carrier: electricity + node_to: node + mode: create + cost: [10, 9, 8, 7, 6, 5] diff --git a/src/examples/20_chp.iesopt.yaml b/src/examples/20_chp.iesopt.yaml new file mode 100644 index 0000000..7894a7f --- /dev/null +++ b/src/examples/20_chp.iesopt.yaml @@ -0,0 +1,78 @@ +config: + optimization: + problem_type: MILP + snapshots: + count: 9 + solver: + name: highs + +carriers: + electricity: {} + gas: {} + heat: {} + co2: {} + +components: + grid_electricity: + type: Node + carrier: electricity + + grid_gas: + type: Node + carrier: gas + + grid_heat: + type: Node + carrier: heat + + grid_co2: + type: Node + carrier: co2 + + # ======================================= + + demand_elec: + type: Profile + carrier: electricity + node_from: grid_electricity + value: [2.75, 5.50, 7.00, 8.00, 9.00, 10.00, 5.00, 5.00, 15.00] + + demand_elec_shedding: + type: Profile + carrier: electricity + node_to: grid_electricity + mode: create + cost: 1000 + + demand_heat: + type: Profile + carrier: heat + node_from: grid_heat + value: [5.00, 10.00, 10.00, 10.00, 5.00, 0.00, 0.00, 5.00, 5.00] + + # ======================================= + + create_gas: + type: Profile + carrier: gas + node_to: grid_gas + mode: create + cost: 50.0 + + co2_emissions: + type: Profile + carrier: co2 + node_from: grid_co2 + mode: destroy + cost: 50.0 + + # ======================================= + + chp: + type: CHP + p_max: 10 + h_max: 10 + fuel_in: grid_gas + power_out: grid_electricity + heat_out: grid_heat + co2_out: grid_co2 diff --git a/src/examples/22_snapshot_weights.iesopt.yaml b/src/examples/22_snapshot_weights.iesopt.yaml new file mode 100644 index 0000000..e4190a8 --- /dev/null +++ b/src/examples/22_snapshot_weights.iesopt.yaml @@ -0,0 +1,42 @@ +config: + optimization: + problem_type: LP + snapshots: + count: 6 + names: name@snapshots + weights: weight@snapshots + solver: + name: highs + files: + snapshots: snapshots.csv + results: + enabled: true + memory_only: true + paths: + files: files/22 + +carriers: + electricity: {} + +components: + buy: + type: Profile + carrier: electricity + node_to: grid + mode: ranged + lb: 0 + ub: 10 + cost: [1, 2, 3, 9, 9, 4] + + grid: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: 3 + + demand: + type: Profile + carrier: electricity + node_from: grid + value: [3, 1, 6, 0, 8, 4] diff --git a/src/examples/23_snapshots_from_csv.iesopt.yaml b/src/examples/23_snapshots_from_csv.iesopt.yaml new file mode 100644 index 0000000..dc9494b --- /dev/null +++ b/src/examples/23_snapshots_from_csv.iesopt.yaml @@ -0,0 +1,42 @@ +config: + optimization: + problem_type: MILP + snapshots: + count: 6 + names: name@snapshots + weights: weight@snapshots + solver: + name: highs + files: + snapshots: snapshots.csv + results: + enabled: true + memory_only: true + paths: + files: files/23 + +carriers: + electricity: {} + +components: + buy: + type: Profile + carrier: electricity + node_to: grid + mode: ranged + lb: 0 + ub: 10 + cost: [1, 2, 3, 9, 9, 4] + + grid: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: 3 + + demand: + type: Profile + carrier: electricity + node_from: grid + value: [3, 1, 6, 0, 8, 4] diff --git a/src/examples/25_global_parameters.iesopt.yaml b/src/examples/25_global_parameters.iesopt.yaml new file mode 100644 index 0000000..3ccc0f8 --- /dev/null +++ b/src/examples/25_global_parameters.iesopt.yaml @@ -0,0 +1,63 @@ +# todo: document this example + +# Parameters can either be loaded from an `*.iesopt.param.yaml` file, or directly given here: +# ``` +# parameters: +# demand: 5 +# ``` +parameters: files/25/global.iesopt.param.yaml + +config: + optimization: + problem_type: LP + solver: + name: highs + snapshots: + count: 1 + results: + enabled: true + memory_only: true + paths: + components: files/25 + +carriers: + electricity: {} + +# This replaces the following component code that could be used below: +# ``` +# demand: +# type: Profile +# carrier: electricity +# node_from: node2 +# value: +# ``` +load_components: + - components.csv + +# Expert tip: +# You can remove the `` from the CSV file, leaving the cell empty. If you do this, IESopt will automatically try to +# match the property based on the name of the column (in this case `value`). If you then supply `value: 10` in the +# parameter YAML, it will default to this. This is especially useful when loading user defined components from a CSV +# file. E.g. a component COMP that has a parameter `total_invest_cost`. If left empty, IESopt will take the value of the +# global parameter `total_invest_cost` to substitute. + +components: + node1: + type: Node + carrier: electricity + + node2: + type: Node + carrier: electricity + + supply: + type: Profile + carrier: electricity + node_to: node1 + mode: create + cost: 10 + + conn: + type: Connection + node_from: node1 + node_to: node2 diff --git a/src/examples/26_initial_states.iesopt.yaml b/src/examples/26_initial_states.iesopt.yaml new file mode 100644 index 0000000..6d62478 --- /dev/null +++ b/src/examples/26_initial_states.iesopt.yaml @@ -0,0 +1,58 @@ +# todo: document this example +# todo: add "initials" for Units, ... to this example +parameters: + store_initial_state: null + +config: + optimization: + problem_type: LP + solver: + name: highs + snapshots: + count: 3 + results: + enabled: true + memory_only: true + +carriers: + electricity: {} + +components: + node1: + type: Node + carrier: electricity + + node2: + type: Node + carrier: electricity + + store: + type: Node + carrier: electricity + has_state: true + state_initial: + state_lb: 0 + state_cyclic: disabled + + discharge: + type: Connection + node_from: store + node_to: node1 + + demand: + type: Profile + carrier: electricity + node_from: node2 + value: [10, 10, 10] + + supply: + type: Profile + carrier: electricity + node_to: node1 + mode: create + cost: 10 + + conn: + type: Connection + node_from: node1 + node_to: node2 diff --git a/src/examples/27_piecewise_linear_costs.iesopt.yaml b/src/examples/27_piecewise_linear_costs.iesopt.yaml new file mode 100644 index 0000000..c11a44b --- /dev/null +++ b/src/examples/27_piecewise_linear_costs.iesopt.yaml @@ -0,0 +1,50 @@ +config: + optimization: + problem_type: LP + solver: + name: highs + snapshots: + count: 1 + results: + enabled: true + memory_only: true + +carriers: + electricity: {} + +components: + node: + type: Node + carrier: electricity + + # The following decision variables are all limited to "10" (the last one is not constrained), with increasing costs. + # Adding those constructs a piecewise linear convex function. + build_gas_1: + type: Decision + ub: 10 + cost: 10 + + build_gas_2: + type: Decision + ub: 10 + cost: 20 + + build_gas_3: + type: Decision + cost: 30 + + plant_gas: + type: Unit + outputs: {electricity: node} + conversion: ~ -> 1 electricity + # The following constructs the piecewise linear function, including a constant offset of 5 (given as calculation!). + # We expect the first 5 to be "free", the next 10 to cost "10 each", then "20 each", and the remaining 5 (so that + # the demand of 30 can be covered) "30 each". That makes total sytem cost of 100 + 200 + 150 = 450. + capacity: 10.0/2 + build_gas_1:value + build_gas_2:value + build_gas_3:value out:electricity + + demand: + type: Profile + carrier: electricity + node_from: node + value: 30 + \ No newline at end of file diff --git a/src/examples/29_advanced_unit_commitment.iesopt.yaml b/src/examples/29_advanced_unit_commitment.iesopt.yaml new file mode 100644 index 0000000..7e45bc2 --- /dev/null +++ b/src/examples/29_advanced_unit_commitment.iesopt.yaml @@ -0,0 +1,67 @@ +# This example showcases advanced unit commitment. + +config: + optimization: + problem_type: MILP + solver: + name: highs + snapshots: + count: 8 + results: + enabled: true + memory_only: true + +carriers: + electricity: {} + +components: + grid: + type: Node + carrier: electricity + + res_energy: + type: Profile + carrier: electricity + node_to: grid + mode: ranged + lb: 0 + ub: 10 + + # This just allows getting expensive energy to cover the demand if the plant CAN NOT produce. + market_energy: + type: Profile + carrier: electricity + node_to: grid + mode: create + cost: 500 + + # We produce electricity here. + plant: + type: Unit + outputs: {electricity: grid} + conversion: ~ -> 1 electricity + capacity: 20 out:electricity + marginal_cost: 100 per out:electricity + unit_commitment: binary # you can change to `linear` and observe that this... does not really "work" as one would expect + min_conversion: 0.5 + startup_cost: 1000 + + # This specifies how min up/down times are handled. + min_on_time: 4 + min_off_time: 3 # try out 4 here and look at the `ison` state of `plant`! + on_time_before: 4 + is_on_before: 1 + + # You can use the following lines instead to test having the plant OFF before. + # min_on_time: 4 + # min_off_time: 4 + # off_time_before: 2 + # is_on_before: 0 + + demand: + type: Profile + carrier: electricity + node_from: grid + value: [10, 20, 10, 10, 10, 20, 30, 10] + # If you use the second block above, use this value: + # value: [10, 20, 20, 10, 10, 10, 10, 13.9] # try out `14.1` for the last index => the plant will be cheaper to keep on instead of buying electricity diff --git a/src/examples/30_representative_snapshots.iesopt.yaml b/src/examples/30_representative_snapshots.iesopt.yaml new file mode 100644 index 0000000..e90e6af --- /dev/null +++ b/src/examples/30_representative_snapshots.iesopt.yaml @@ -0,0 +1,43 @@ +config: + optimization: + problem_type: LP + solver: + name: highs + snapshots: + count: 24 + names: name@data + weights: weight@data + representatives: representative@data + files: + data: data.csv + results: + enabled: true + memory_only: true + paths: + files: files/30 + +carriers: + electricity: {} + +components: + buy: + type: Profile + carrier: electricity + node_to: grid + mode: ranged + lb: 0 + ub: 200 + cost: cost@data + + grid: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: 100 + + demand: + type: Profile + carrier: electricity + node_from: grid + value: demand@data diff --git a/src/examples/31_exclusive_operation.iesopt.yaml b/src/examples/31_exclusive_operation.iesopt.yaml new file mode 100644 index 0000000..90004d2 --- /dev/null +++ b/src/examples/31_exclusive_operation.iesopt.yaml @@ -0,0 +1,47 @@ +config: + optimization: + problem_type: LP + solver: + name: highs + snapshots: + count: 4 + files: + data: data.csv + paths: + files: ./files/31 + addons: files/31 + +addons: + XOR: + bigM: 1 + +carriers: + electricity: {} + +components: + grid_and_storage: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: 1 + state_initial: 0 + state_cyclic: disabled + + buy_id: + type: Profile + carrier: electricity + node_to: grid_and_storage + mode: create + cost: price_buy@data + + sell_id: + type: Profile + carrier: electricity + node_from: grid_and_storage + mode: destroy + # `-price_sell@data` won't work because this looks for a column named "-price_sell@data". It is therefore important + # to specify the multiplicative factor fully, even if it is "just making values negative". + cost: -1.0 * price_sell@data + + diff --git a/src/examples/32_sos.iesopt.yaml b/src/examples/32_sos.iesopt.yaml new file mode 100644 index 0000000..f8fe25d --- /dev/null +++ b/src/examples/32_sos.iesopt.yaml @@ -0,0 +1,64 @@ +# This example (at the time of writing) relies on a solver that supports SOS1 / SOS2 constraints directly, since JuMP +# does not offer a bridge for that (e.g.: HiGHS.jl does not support it, while it's fine with Gurobi.jl). +config: + optimization: + problem_type: MILP + solver: + name: highs + snapshots: + count: 1 + results: + enabled: true + memory_only: true + +carriers: + electricity: {} + +components: + invest1: + type: Decision + mode: sos1 + lb: 100 + fixed_cost: 0 + sos: + - {cost: 195, lb: 0, ub: 100} + - {cost: 145, lb: 100, ub: 500} + - {cost: 100, lb: 500, ub: 5000, fixed_cost: 2} + + invest2: + type: Decision + mode: sos2 + ub: 400 + fixed_cost: 501 + sos: + - {value: 0, cost: 0} + - {value: 100, cost: 10000} + - {value: 500, cost: 50000} + + grid1: + type: Node + carrier: electricity + + grid2: + type: Node + carrier: electricity + + connection: + type: Connection + node_from: grid1 + node_to: grid2 + capacity: invest1:value + invest2:value + + feedin: + type: Profile + carrier: electricity + node_to: grid1 + mode: create + cost: 10 + + demand: + type: Profile + carrier: electricity + node_from: grid2 + value: 450 + \ No newline at end of file diff --git a/src/examples/33_benders_investment.iesopt.yaml b/src/examples/33_benders_investment.iesopt.yaml new file mode 100644 index 0000000..1cf186f --- /dev/null +++ b/src/examples/33_benders_investment.iesopt.yaml @@ -0,0 +1,108 @@ +parameters: + snapshot_count: 35040 + +config: + optimization: + problem_type: MILP + solver: + name: highs + snapshots: + count: + files: + data: data.csv + paths: + files: ./files/33 + +carriers: + electricity: {} + +components: + invest1_1: + type: Decision + cost: 35300 + ub: 10 + + invest1_2: + type: Decision + cost: 75300 + ub: 40 + + invest1_3: + type: Decision + cost: 1300 + ub: 5 + + invest1_4: + type: Decision + cost: 25300 + ub: 15 + + invest1_5: + type: Decision + cost: 18000 + ub: 30 + + invest2_1: + type: Decision + cost: 1590 + ub: 25 + + invest2_2: + type: Decision + cost: 41590 + ub: 15 + + invest2_3: + type: Decision + cost: 55000 + ub: 10 + + invest2_4: + type: Decision + cost: 3590 + ub: 20 + + invest2_5: + type: Decision + cost: 415900 + ub: 30 + + invest_storage: + type: Decision + ub: 1000 + cost: 20000 + + grid: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: invest_storage:value + constraint_safety: false + + demand: + type: Profile + carrier: electricity + node_from: grid + value: demand@data + + shedding: + type: Profile + carrier: electricity + node_to: grid + mode: create + cost: 10000 + + res1: + type: Unit + outputs: {electricity: grid} + conversion: ~ -> 1 electricity + capacity: invest1_1:value + invest1_2:value + invest1_3:value + invest1_4:value + invest1_5:value out:electricity + availability_factor: res1@data + + res2: + type: Unit + outputs: {electricity: grid} + conversion: ~ -> 1 electricity + capacity: invest2_1:value + invest2_2:value + invest2_3:value + invest2_4:value + invest2_5:value out:electricity + availability_factor: res2@data diff --git a/src/examples/34_piecewise_linear_costs.iesopt.yaml b/src/examples/34_piecewise_linear_costs.iesopt.yaml new file mode 100644 index 0000000..fc6bc97 --- /dev/null +++ b/src/examples/34_piecewise_linear_costs.iesopt.yaml @@ -0,0 +1,104 @@ +# This example (at the time of writing) relies on a solver that supports SOS1 / SOS2 constraints directly, since JuMP +# does not offer a bridge for that (e.g.: HiGHS.jl does not support it, while it's fine with Gurobi.jl). +config: + optimization: + problem_type: MILP + solver: + name: highs + snapshots: + count: 35040 + files: + data: data.csv + results: + enabled: true + memory_only: true + paths: + files: ./files/33 + +carriers: + electricity: {} + +components: + invest1: + type: Decision + mode: sos2 + sos: + - {value: 0, cost: 0} + - {value: 10, cost: 1985000} + - {value: 20, cost: 2361000} + - {value: 30, cost: 2612000} + - {value: 40, cost: 2807000} + - {value: 50, cost: 2968000} + - {value: 60, cost: 3107000} + - {value: 70, cost: 3229000} + - {value: 80, cost: 3338000} + - {value: 90, cost: 3438000} + - {value: 100, cost: 3530000} + + invest2: + type: Decision + mode: sos2 + sos: + - {value: 0, cost: 0} + - {value: 10, cost: 1442000} + - {value: 20, cost: 1984000} + - {value: 30, cost: 2390000} + - {value: 40, cost: 2728000} + - {value: 50, cost: 3023000} + - {value: 60, cost: 3288000} + - {value: 70, cost: 3530000} + - {value: 80, cost: 3753000} + - {value: 90, cost: 3962000} + - {value: 100, cost: 4159000} + + invest_storage: + type: Decision + mode: sos2 + ub: 1000 + sos: + - {value: 0, cost: 0} + - {value: 100, cost: 2337897} + - {value: 200, cost: 4302609} + - {value: 300, cost: 6147410} + - {value: 400, cost: 7918415} + - {value: 500, cost: 9636494} + - {value: 600, cost: 11313541} + - {value: 700, cost: 12957217} + - {value: 800, cost: 14572855} + - {value: 900, cost: 16164373} + - {value: 1000, cost: 17734765} + + grid: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: invest_storage:value + constraint_safety: false + + demand: + type: Profile + carrier: electricity + node_from: grid + value: demand@data + + shedding: + type: Profile + carrier: electricity + node_to: grid + mode: create + cost: 10000 + + res1: + type: Unit + outputs: {electricity: grid} + conversion: ~ -> 1 electricity + capacity: invest1:value out:electricity + availability_factor: res1@data + + res2: + type: Unit + outputs: {electricity: grid} + conversion: ~ -> 1 electricity + capacity: invest2:value out:electricity + availability_factor: res2@data diff --git a/src/examples/35_fixed_costs.iesopt.yaml b/src/examples/35_fixed_costs.iesopt.yaml new file mode 100644 index 0000000..e3faf30 --- /dev/null +++ b/src/examples/35_fixed_costs.iesopt.yaml @@ -0,0 +1,119 @@ +config: + optimization: + problem_type: MILP + solver: + name: highs + snapshots: + count: 35040 + files: + data: data.csv + results: + enabled: true + memory_only: true + paths: + files: ./files/33 + +carriers: + electricity: {} + +components: + invest1_1: + type: Decision + cost: 35300 + fixed_cost: 10000000 + ub: 20 + + invest1_2: + type: Decision + cost: 75300 + fixed_cost: 1000000 + ub: 40 + + invest1_3: + type: Decision + cost: 1300 + fixed_cost: 20000000 + ub: 15 + + invest1_4: + type: Decision + cost: 25300 + fixed_cost: 5000000 + ub: 25 + + invest1_5: + type: Decision + cost: 18000 + fixed_cost: 2000000 + ub: 30 + + invest2_1: + type: Decision + cost: 1590 + fixed_cost: 10020000 + ub: 25 + + invest2_2: + type: Decision + cost: 41590 + fixed_cost: 3000000 + ub: 15 + + invest2_3: + type: Decision + cost: 55000 + fixed_cost: 30000 + ub: 14 + + invest2_4: + type: Decision + cost: 3590 + fixed_cost: 13000000 + ub: 20 + + invest2_5: + type: Decision + cost: 415900 + fixed_cost: 10500000 + ub: 37 + + invest_storage: + type: Decision + ub: 1000 + cost: 200000 + fixed_cost: 1000000 + + grid: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: invest_storage:value + constraint_safety: false + + demand: + type: Profile + carrier: electricity + node_from: grid + value: demand@data + + shedding: + type: Profile + carrier: electricity + node_to: grid + mode: create + cost: 10000 + + res1: + type: Unit + outputs: {electricity: grid} + conversion: ~ -> 1 electricity + capacity: invest1_1:value + invest1_2:value + invest1_3:value + invest1_4:value + invest1_5:value out:electricity + availability_factor: res1@data + + res2: + type: Unit + outputs: {electricity: grid} + conversion: ~ -> 1 electricity + capacity: invest2_1:value + invest2_2:value + invest2_3:value + invest2_4:value + invest2_5:value out:electricity + availability_factor: res2@data diff --git a/src/examples/36_stochastic_investment.iesopt.yaml b/src/examples/36_stochastic_investment.iesopt.yaml new file mode 100644 index 0000000..427a753 --- /dev/null +++ b/src/examples/36_stochastic_investment.iesopt.yaml @@ -0,0 +1,123 @@ +config: + optimization: + problem_type: MILP + solver: + name: highs + snapshots: + count: 8760 + files: + demand: files/36/demand_.csv + res: files/36/res_.csv + paths: + files: ./files/33 + +stochastic: + scenarios: all + parameters: + stoch_param_demand: ["low", "medium", "high"] + stoch_param_res: ["A", "B", "C", "D", "E"] + +carriers: + electricity: {} + +components: + invest1_1: + type: Decision + cost: 35300 + fixed_cost: 10000000 + ub: 20 + + invest1_2: + type: Decision + cost: 75300 + fixed_cost: 1000000 + ub: 40 + + invest1_3: + type: Decision + cost: 1300 + fixed_cost: 20000000 + ub: 15 + + invest1_4: + type: Decision + cost: 25300 + fixed_cost: 5000000 + ub: 25 + + invest1_5: + type: Decision + cost: 18000 + fixed_cost: 2000000 + ub: 30 + + invest2_1: + type: Decision + cost: 1590 + fixed_cost: 10020000 + ub: 25 + + invest2_2: + type: Decision + cost: 41590 + fixed_cost: 3000000 + ub: 15 + + invest2_3: + type: Decision + cost: 55000 + fixed_cost: 30000 + ub: 14 + + invest2_4: + type: Decision + cost: 3590 + fixed_cost: 13000000 + ub: 20 + + invest2_5: + type: Decision + cost: 415900 + fixed_cost: 10500000 + ub: 37 + + invest_storage: + type: Decision + ub: 1000 + cost: 200000 + fixed_cost: 1000000 + + grid: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: invest_storage:value + constraint_safety: false + + demand: + type: Profile + carrier: electricity + node_from: grid + value: value@demand + + shedding: + type: Profile + carrier: electricity + node_to: grid + mode: create + cost: 10000 + + res1: + type: Unit + outputs: {electricity: grid} + conversion: ~ -> 1 electricity + capacity: invest1_1:value + invest1_2:value + invest1_3:value + invest1_4:value + invest1_5:value out:electricity + availability_factor: value1@res + + res2: + type: Unit + outputs: {electricity: grid} + conversion: ~ -> 1 electricity + capacity: invest2_1:value + invest2_2:value + invest2_3:value + invest2_4:value + invest2_5:value out:electricity + availability_factor: value2@res diff --git a/src/examples/37_certificates.iesopt.yaml b/src/examples/37_certificates.iesopt.yaml new file mode 100644 index 0000000..3bb7ebb --- /dev/null +++ b/src/examples/37_certificates.iesopt.yaml @@ -0,0 +1,126 @@ +config: + optimization: + problem_type: LP + solver: + name: highs + snapshots: + count: 8760 + files: + data: example_data.csv + paths: + files: files + results: + enabled: true + memory_only: true + +carriers: + electricity: {} + gas: {} + co2: {} + wind: {} + certificate: {} # This keeps track of each "green" MWh of gas being produced or consumed + +components: + node1: + type: Node + carrier: electricity + + node2: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: 10 + + conn: + type: Connection + capacity: 5 + node_from: node1 + node_to: node2 + + availability: + type: Profile + mode: create + carrier: wind + node_to: wind + + wind: + type: Node + carrier: wind + + plant_wind: + type: Unit + inputs: {wind: wind} + outputs: {electricity: node2} + conversion: 1 wind -> 1 electricity + capacity: 20 out:electricity + availability_factor: 07_plant_wind_availability_factor@data + + gas_certificates: + type: Node + carrier: certificate + nodal_balance: sum # Enforce sum(...) = 0 over multiple timesteps, instead of for each + sum_window_size: 8760 # over the whole year + + # Depending on the solver of choice, the following method can be quite some time faster; on the other hand it only + # allows keeping a stock over the whole period, and does not allow for more fine grained rolling windows. + # gas_certificates: + # type: Node + # carrier: certificate + # has_state: true + # state_cyclic: geq + # state_lb: 0 + + # todo: split that into two example files + + electrolysis: + type: Unit + inputs: {electricity: node2} + outputs: {gas: gas_grid, certificate: gas_certificates} + # Each unit of gas (hydrogen) produced is considered "green" from this unit + conversion: 1 electricity -> 0.65 gas + 0.65 certificate + capacity: 10 in:electricity + + plant_gas: + type: Unit + inputs: {gas: gas_grid, certificate: gas_certificates} + outputs: {electricity: node1, co2: total_co2} + # For each unit of gas, 50% have to be covered be "green" gas + conversion: 1 gas + 0.5 certificate -> 0.4 electricity + 0.2 co2 + # If you want to see the difference, activate the following conversion instead: + # conversion: 1 gas + 0 certificate -> 0.4 electricity + 0.2 co2 + capacity: 10 out:electricity + + demand1: + type: Profile + carrier: electricity + node_from: node1 + value: 07_demand1_value@data + + demand2: + type: Profile + carrier: electricity + node_from: node2 + value: 07_demand2_value@data + + gas_grid: + type: Node + carrier: gas + + total_co2: + type: Node + carrier: co2 + + create_gas: + type: Profile + carrier: gas + node_to: gas_grid + mode: create + cost: 50.0 + + co2_emissions: + type: Profile + carrier: co2 + node_from: total_co2 + mode: destroy + cost: 100.0 diff --git a/src/examples/41_multiobjective_epsilon.iesopt.yaml b/src/examples/41_multiobjective_epsilon.iesopt.yaml new file mode 100644 index 0000000..b7425e8 --- /dev/null +++ b/src/examples/41_multiobjective_epsilon.iesopt.yaml @@ -0,0 +1,82 @@ +config: + optimization: + problem_type: LP+MO + snapshots: + count: 4 + objectives: + emissions: [co2_emissions.exp.value] + multiobjective: + mode: EpsilonConstraint # needs a defined `MOA.SolutionLimit` (or `MOA.EpsilonConstraintStep`) + terms: [total_cost, emissions] # this always needs exactly two objectives + settings: + MOA.SolutionLimit: 5 # this returns 5 solutions + solver: + name: highs + attributes: + solver: ipm + # ------------------------------------------------------------------------------------------------------------------ # + results: + enabled: true + in_memory: true + # ------------------------------------------------------------------------------------------------------------------ # + paths: + results: out/results_41 + +carriers: + electricity: {} + gas: {} + co2: {} + +components: + node: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: 10 + + plant_gas: + type: Unit + inputs: {gas: gas_grid} + outputs: {electricity: node, co2: total_co2} + conversion: 1 gas -> 0.4 electricity + 0.2 co2 + capacity: 10 out:electricity + + plant_wind: + type: Unit + outputs: {electricity: node} + conversion: ~ -> 1 electricity + capacity: build_wind:value out:electricity + availability_factor: [0.9, 0.1, 0.1, 0.1] + + build_wind: + type: Decision + cost: 10000 + + demand: + type: Profile + carrier: electricity + node_from: node + value: [1, 4, 5, 5] + + gas_grid: + type: Node + carrier: gas + + total_co2: + type: Node + carrier: co2 + + create_gas: + type: Profile + carrier: gas + node_to: gas_grid + mode: create + cost: 50.0 + + co2_emissions: + type: Profile + carrier: co2 + node_from: total_co2 + mode: destroy + cost: 100.0 diff --git a/src/examples/42_multiobjective_lexicographic.iesopt.yaml b/src/examples/42_multiobjective_lexicographic.iesopt.yaml new file mode 100644 index 0000000..7b451b7 --- /dev/null +++ b/src/examples/42_multiobjective_lexicographic.iesopt.yaml @@ -0,0 +1,86 @@ +config: + optimization: + problem_type: LP+MO + snapshots: + count: 4 + objectives: + emissions: [] # initialize it empty and later add to it; see: co2_emissions below! + multiobjective: + mode: Lexicographic + terms: [total_cost, emissions] # this requires AT LEAST two objectives + settings: + MOI.TimeLimitSec: 10 # terminate if taking longer than 10 seconds + MOA.LexicographicAllPermutations: false # do not try out all permutation, only use the given order + MOA.ObjectiveRelativeTolerance: [0.10] # we allow 10% deviation for the first objective + solver: + name: highs + attributes: + solver: ipm + # ------------------------------------------------------------------------------------------------------------------ # + results: + enabled: true + in_memory: true + +# Note: +# If you are using all permutations, remember to also define the relative tolerance for the last objective. +# If not it is not necessary. + +carriers: + electricity: {} + gas: {} + co2: {} + +components: + node: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: 10 + + plant_gas: + type: Unit + inputs: {gas: gas_grid} + outputs: {electricity: node, co2: total_co2} + conversion: 1 gas -> 0.4 electricity + 0.2 co2 + capacity: 10 out:electricity + + plant_wind: + type: Unit + outputs: {electricity: node} + conversion: ~ -> 1 electricity + capacity: build_wind:value out:electricity + availability_factor: [0.9, 0.1, 0.1, 0.1] + + build_wind: + type: Decision + cost: 10000 + + demand: + type: Profile + carrier: electricity + node_from: node + value: [1, 4, 5, 5] + + gas_grid: + type: Node + carrier: gas + + total_co2: + type: Node + carrier: co2 + + create_gas: + type: Profile + carrier: gas + node_to: gas_grid + mode: create + cost: 50.0 + + co2_emissions: + type: Profile + objectives: {emissions: expr_value} + carrier: co2 + node_from: total_co2 + mode: destroy + cost: 100.0 diff --git a/src/examples/43_multiobjective_hierarchical.iesopt.yaml b/src/examples/43_multiobjective_hierarchical.iesopt.yaml new file mode 100644 index 0000000..2fa32e7 --- /dev/null +++ b/src/examples/43_multiobjective_hierarchical.iesopt.yaml @@ -0,0 +1,82 @@ +config: + optimization: + problem_type: LP+MO + snapshots: + count: 4 + objectives: + "emissions": ["co2_emissions.exp.value"] # use the "value" instead of the "cost" of this Profile + "aux": ["create_gas.exp.value", "demand.exp.value"] # an auxiliary third objective, summing up all entries + multiobjective: + mode: Hierarchical + terms: ["total_cost", "emissions", "aux"] # this always needs exactly two objectives + settings: + MOA.ObjectivePriority: [2, 1, 1] # higher values = higher priority; same priority = combine using weights + MOA.ObjectiveRelativeTolerance: [0.25] # no need to set the Tol for (all) objectives that are last in the prio + MOA.ObjectiveWeight: [1.0, 3.0, 1.0] # weight the emissions 3x as much as the aux + solver: + name: highs + attributes: + solver: ipm + # ------------------------------------------------------------------------------------------------------------------ # + results: + enabled: true + in_memory: true + +carriers: + electricity: {} + gas: {} + co2: {} + +components: + node: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: 10 + + plant_gas: + type: Unit + inputs: {gas: gas_grid} + outputs: {electricity: node, co2: total_co2} + conversion: 1 gas -> 0.4 electricity + 0.2 co2 + capacity: 10 out:electricity + + plant_wind: + type: Unit + outputs: {electricity: node} + conversion: ~ -> 1 electricity + capacity: build_wind:value out:electricity + availability_factor: [0.9, 0.1, 0.1, 0.1] + + build_wind: + type: Decision + cost: 10000 + + demand: + type: Profile + carrier: electricity + node_from: node + value: [1, 4, 5, 5] + + gas_grid: + type: Node + carrier: gas + + total_co2: + type: Node + carrier: co2 + + create_gas: + type: Profile + carrier: gas + node_to: gas_grid + mode: create + cost: 50.0 + + co2_emissions: + type: Profile + carrier: co2 + node_from: total_co2 + mode: destroy + cost: 100.0 diff --git a/src/examples/44_lossy_connections.iesopt.yaml b/src/examples/44_lossy_connections.iesopt.yaml new file mode 100644 index 0000000..b9d6772 --- /dev/null +++ b/src/examples/44_lossy_connections.iesopt.yaml @@ -0,0 +1,104 @@ +# This example is similar to 03_basic_two_nodes.yaml. +# Here we want to introduce losses to the connection between the two nodes. +# Comments indicate points of this model that changed compared to 03_basic_two_nodes.yaml. +# All other elements are not described anymore. + +config: + optimization: + problem_type: LP + solver: + name: highs + snapshots: + count: 4 + results: + enabled: true + memory_only: true + +carriers: + electricity: {} + gas: {} + co2: {} + +components: + node1: + type: Node + carrier: electricity + + node2: + type: Node + carrier: electricity + has_state: true + state_lb: 0 + state_ub: 10 + + # IESopt only allows specifying losses on directed connections, i.e. connections with a + # nonnegative lower bound. + # Hence, we have to replace the bidirectional lossless connection between the two nodes in + # 03_basic_two_nodes.yaml with two lossy connections in each direction + + # A connection that allows flows from node1 to node2 with losses of 0.01 or 1%. + conn1: + type: Connection + lb: 0 + ub: 5 + loss: 0.01 + node_from: node1 + node_to: node2 + + # A connection that allows flows from node2 to node1 with dynamic losses between 1% and 3%. + conn2: + type: Connection + lb: 0 + ub: 5 + loss: [0.01, 0.02, 0.03, 0.01] + node_from: node2 + node_to: node1 + + plant_wind: + type: Unit + outputs: {electricity: node2} + conversion: ~ -> 1 electricity + capacity: 10 out:electricity + availability_factor: [0.9, 0.0, 0.9, 0.0] + + plant_gas: + type: Unit + inputs: {gas: gas_grid} + outputs: {electricity: node1, co2: total_co2} + conversion: 1 gas -> 0.4 electricity + 0.2 co2 + capacity: 10 out:electricity + + demand1: + type: Profile + carrier: electricity + node_from: node1 + value: [3, 3, 3, 3] + + demand2: + type: Profile + carrier: electricity + node_from: node2 + value: [4, 3, 1, 5] + + gas_grid: + type: Node + carrier: gas + + total_co2: + type: Node + carrier: co2 + + create_gas: + type: Profile + carrier: gas + node_to: gas_grid + mode: create + cost: 50.0 + + co2_emissions: + type: Profile + carrier: co2 + node_from: total_co2 + mode: destroy + cost: 100.0 + diff --git a/src/examples/45_result_extraction.iesopt.yaml b/src/examples/45_result_extraction.iesopt.yaml new file mode 100644 index 0000000..5ca9d91 --- /dev/null +++ b/src/examples/45_result_extraction.iesopt.yaml @@ -0,0 +1,55 @@ +# ::: ============================================================================================================ ::: # +# ::: SECTION | MAIN CONFIGURATION ::: # +# ::: ============================================================================================================ ::: # +config: + name: + model: ExampleModel45 + scenario: SomeScenario_$TIME$ + # ------------------------------------------------------------------------------------------------------------------ # + optimization: + problem_type: LP + snapshots: + count: 24 + solver: + name: highs + log: true + # ------------------------------------------------------------------------------------------------------------------ # + files: + data: example_data.csv + # ------------------------------------------------------------------------------------------------------------------ # + results: + enabled: true + memory_only: false + compress: false + include: input+git+log + # ------------------------------------------------------------------------------------------------------------------ # + paths: + files: files + results: out + components: files/09 + +# ::: ------------------------------------------------------------------------------------------------------------ ::: # +# ::: SECTION | ENERGY CARRIERS ::: # +# ::: ------------------------------------------------------------------------------------------------------------ ::: # +carriers: + electricity: {} + gas: {} + wind: {} + co2: {} + +# ::: ------------------------------------------------------------------------------------------------------------ ::: # +# ::: SECTION | MODEL COMPONENTS ::: # +# ::: ------------------------------------------------------------------------------------------------------------ ::: # +load_components: + - connections.csv + - nodes.csv + - profiles.csv + - units.csv + +components: + co2_emissions: + type: Profile + carrier: co2 + mode: destroy + node_from: total_co2 + cost: 100 diff --git a/src/examples/46_constants_in_objective.iesopt.yaml b/src/examples/46_constants_in_objective.iesopt.yaml new file mode 100644 index 0000000..8c3962d --- /dev/null +++ b/src/examples/46_constants_in_objective.iesopt.yaml @@ -0,0 +1,86 @@ +parameters: + opex_fom: 1000 + +config: + optimization: + problem_type: LP + snapshots: + count: 24 + solver: + name: highs + files: + data: example_data.csv + results: + enabled: true + memory_only: true + paths: + files: files + +carriers: + electricity: {} + h2: {} + +components: + elec: + type: Node + carrier: electricity + + h2_south: + type: Node + carrier: h2 + + build_pipeline: + type: Decision + cost: 1000 + + pipeline: + type: Connection + node_from: h2_north + node_to: h2_south + lb: 0 + ub: build_pipeline:value + + build_storage: + type: Decision + cost: 100 + + h2_north: + type: Node + carrier: h2 + has_state: true + state_lb: 0 + state_ub: build_storage:value + + build_gas: + type: Decision + cost: 500 + + plant_gas: + type: Unit + outputs: {electricity: elec} + conversion: ~ -> 1 electricity + capacity: build_gas:value out:electricity + marginal_cost: 100 per out:electricity + + plant_solar: + type: Unit + outputs: {electricity: elec} + conversion: ~ -> 1 electricity + capacity: 1 out:electricity + availability_factor: 08_pv@data + objectives: {total_cost: } + + electrolysis: + type: Unit + inputs: {electricity: elec} + outputs: {h2: h2_north} + conversion: 1 electricity -> 0.5 h2 + capacity: 10 out:h2 + + demand: + type: Profile + carrier: h2 + node_from: h2_south + value: 08_demand@data + + diff --git a/src/examples/47_disable_components.iesopt.yaml b/src/examples/47_disable_components.iesopt.yaml new file mode 100644 index 0000000..41933bf --- /dev/null +++ b/src/examples/47_disable_components.iesopt.yaml @@ -0,0 +1,155 @@ +parameters: + enable_AT: true + enable_DE: true + enable_CH: true + mode: "individual" # or "coupled" + +config: + optimization: + problem_type: LP + snapshots: + count: 3 + solver: + name: highs + results: + enabled: true + memory_only: true + +carriers: + electricity: {} + +components: + node_AT: + type: Node + carrier: electricity + # We can use global parameters and the `enabled` parameter to conditionally enable components. + enabled: + + node_DE: + type: Node + carrier: electricity + # We can also use the `disabled` parameter analogously. + # Negation of boolean global parameters can be done with `not`. + disabled: not + + node_CH: + type: Node + carrier: electricity + # We can also use julia syntax (! for not). + disabled: (!) + + demand_AT: + type: Profile + carrier: electricity + node_from: node_AT + enabled: + value: [1, 2, 3] + + demand_DE: + type: Profile + carrier: electricity + node_from: node_DE + enabled: + value: [8, 5, 7] + + demand_CH: + type: Profile + carrier: electricity + node_from: node_CH + enabled: + value: [1, 2, 1] + + res_AT: + type: Profile + carrier: electricity + node_to: node_AT + enabled: + value: [2, 1, 0] + + res_DE: + type: Profile + carrier: electricity + node_to: node_DE + enabled: + value: [3, 6, 4] + + res_CH: + type: Profile + carrier: electricity + node_to: node_CH + enabled: + value: [1, 1, 1] + + curtailment_AT: + type: Profile + carrier: electricity + node_from: node_AT + mode: destroy + enabled: + + curtailment_DE: + type: Profile + carrier: electricity + node_from: node_DE + mode: destroy + enabled: + + curtailment_CH: + type: Profile + carrier: electricity + node_from: node_CH + mode: destroy + enabled: + + thermal_AT: + type: Unit + outputs: + electricity: node_AT + conversion: ~ -> 1 electricity + capacity: 3 out:electricity + marginal_cost: 50 per out:electricity + enabled: + + thermal_DE: + type: Unit + outputs: + electricity: node_DE + conversion: ~ -> 1 electricity + capacity: 8 out:electricity + marginal_cost: 40 per out:electricity + enabled: + + thermal_CH: + type: Unit + outputs: + electricity: node_CH + conversion: ~ -> 1 electricity + capacity: 2 out:electricity + marginal_cost: 30 per out:electricity + enabled: + + conn_AT_DE: + type: Connection + carrier: electricity + capacity: 2 + node_from: node_AT + node_to: node_DE + # Furthermore, more complex statements in julia syntax can be used in the `enabled` and `disabled` parameters of + # components, if they return boolean values. + enabled: && && == "coupled" + + conn_DE_CH: + type: Connection + carrier: electricity + capacity: 1 + node_from: node_DE + node_to: node_CH + enabled: && && == "coupled" + + conn_CH_AT: + type: Connection + carrier: electricity + capacity: 1 + node_from: node_CH + node_to: node_AT + enabled: && && == "coupled" \ No newline at end of file diff --git a/src/examples/files/09/connections.csv b/src/examples/files/09/connections.csv new file mode 100644 index 0000000..e724395 --- /dev/null +++ b/src/examples/files/09/connections.csv @@ -0,0 +1,2 @@ +name,type,capacity,node_from,node_to +conn,Connection,5,node1,node2 \ No newline at end of file diff --git a/src/examples/files/09/nodes.csv b/src/examples/files/09/nodes.csv new file mode 100644 index 0000000..e9ad9f7 --- /dev/null +++ b/src/examples/files/09/nodes.csv @@ -0,0 +1,6 @@ +name,type,carrier,has_state,state_lb,state_ub +node1,Node,electricity,,, +node2,Node,electricity,true,0,10 +wind,Node,wind,,, +gas_grid,Node,gas,,, +total_co2,Node,co2,,, \ No newline at end of file diff --git a/src/examples/files/09/profiles.csv b/src/examples/files/09/profiles.csv new file mode 100644 index 0000000..5080709 --- /dev/null +++ b/src/examples/files/09/profiles.csv @@ -0,0 +1,5 @@ +name,type,mode,carrier,node_to,node_from,value,cost +availability,Profile,create,wind,wind,,, +demand1,Profile,,electricity,,node1,07_demand1_value@data, +demand2,Profile,,electricity,,node2,07_demand2_value@data, +create_gas,Profile,create,gas,gas_grid,,,50 \ No newline at end of file diff --git a/src/examples/files/09/snapshots.csv b/src/examples/files/09/snapshots.csv new file mode 100644 index 0000000..7c9ec65 --- /dev/null +++ b/src/examples/files/09/snapshots.csv @@ -0,0 +1,8761 @@ +name +01.01.2021 00:00 - 01.01.2021 01:00 +01.01.2021 01:00 - 01.01.2021 02:00 +01.01.2021 02:00 - 01.01.2021 03:00 +01.01.2021 03:00 - 01.01.2021 04:00 +01.01.2021 04:00 - 01.01.2021 05:00 +01.01.2021 05:00 - 01.01.2021 06:00 +01.01.2021 06:00 - 01.01.2021 07:00 +01.01.2021 07:00 - 01.01.2021 08:00 +01.01.2021 08:00 - 01.01.2021 09:00 +01.01.2021 09:00 - 01.01.2021 10:00 +01.01.2021 10:00 - 01.01.2021 11:00 +01.01.2021 11:00 - 01.01.2021 12:00 +01.01.2021 12:00 - 01.01.2021 13:00 +01.01.2021 13:00 - 01.01.2021 14:00 +01.01.2021 14:00 - 01.01.2021 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0000000..c7de9d4 --- /dev/null +++ b/src/examples/files/09/units.csv @@ -0,0 +1,3 @@ +name,type,inputs,outputs,conversion,capacity,availability_factor +plant_wind,Unit,"{'wind': 'wind'}","{'electricity': 'node2'}",1 wind -> 1 electricity,10 out:electricity,07_plant_wind_availability_factor@data +plant_gas,Unit,"{'gas': 'gas_grid'}","{'electricity': 'node1', 'co2': 'total_co2'}",1 gas -> 0.4 electricity + 0.2 co2,10 out:electricity \ No newline at end of file diff --git a/src/examples/files/16/sample_group.iesopt.template.yaml b/src/examples/files/16/sample_group.iesopt.template.yaml new file mode 100644 index 0000000..5e0ffe5 --- /dev/null +++ b/src/examples/files/16/sample_group.iesopt.template.yaml @@ -0,0 +1,102 @@ +# This describes a sample group of seven different components. +# +# Parameters: +# - bess_size: Total capacity of the installed BESS. +# - bess_power: Rated power for charging/discharging of the BESS. + +parameters: + bess_size: null # Sets the maximum amount of energy stored in the BESS. + bess_power: null # Sets the rated power for charging/discharging of the BESS. + cop_default: heatpump_cop_gs@default_data + real_efficiency_heatpump: 1.0 + _internal_ts_cop: null + +functions: + validate: | + @check get("bess_size") > 0 + @check get("bess_power") > 0 + @check get("real_efficiency_heatpump") > 0 + @check get("cop_default") isa String + prepare: | + # We can not set parameters that do not exist here, the following would fail: + # set("costs", 2) + # Parameters that you need only internally, and do not want to expose to the outside, can be prefixed with `_`. + # These CANNOT be set from the outside. + + # We can however set parameters that are not properly defined yet. The lines below check if the parameters are set + # to any value and only if not (e.g., if they are still `null`), set them to a default value. + (get("bess_size") isa Number) || set("bess_size", 2) + (get("bess_power") isa Number) || set("bess_power", 1) + + # Next we can modify a COP from some file. + # Note that using `get_ts("heatpump_cop_gs@default_data")` would work too! + cop_default = get_ts("cop_default") + cop_new = cop_default .* get("real_efficiency_heatpump") + + set("_internal_ts_cop", "cop_new@a_new_file") + set_ts("_internal_ts_cop", cop_new) + # We could've also done: + # set_ts("cop_new@a_new_file", cop_new) + # set("_internal_ts_cop", "cop_new@a_new_file") + finalize: | + # We could add functionality here (like an addon), or attach an addon onto this component. + + # And we can add custom results, for this Template. + @add_result "setpoint" ( + access("bess.discharging").exp.out_electricity - + access("bess.charging").exp.in_electricity + ) + # which then allows: `model.ext[:iesopt].results.components["group"].res.setpoint` + + +# Adding files is possible (but not mandatory) here. +# files: {} + +components: + grid: + type: Node + carrier: electricity + + buy_elec: + type: Profile + carrier: electricity + node_to: .grid + mode: create + cost: 100 + + heat: + type: Node + carrier: heat + + demand: + type: Profile + carrier: heat + node_from: .heat + value: 5 + + heatpump: + type: Heatpump + elec_from: .grid + heat_to: .heat + capacity: 5 out:heat + COP: <_internal_ts_cop> + + wind: + type: Windturbine + capacity: 1 + elec_to: .grid + availability_factor: wind_availability_factor@default_data + + pv: + type: Photovoltaic + capacity: 1 + elec_to: .grid + availability_factor: pv_availability_factor@default_data + + bess: + type: BESS + elec_from: .grid + elec_to: .grid + rated_power_charge: + rated_power_discharge: + max_state: diff --git a/src/examples/files/18/addon.jl b/src/examples/files/18/addon.jl new file mode 100644 index 0000000..87b0a00 --- /dev/null +++ b/src/examples/files/18/addon.jl @@ -0,0 +1,58 @@ +# A IESopt addon needs to adhere to the following general structure: +# +# ``` +# module Addon_18 +# +# function build(comp::_CoreComponent) +# ... +# end +# +# end +# ``` +# +# The function `build(comp)` will be called by the respective component, after everything is constructed (so basically +# after modifying the model's objective). You can always access the `JuMP.Model` using `comp.model`. You are free to add +# arbitrary code inside the module, even including other files. Attention: The addon's name MUST be unique! + +module Addon_18 + +import ..IESopt + +function build(comp::IESopt._CoreComponent) + # Get the model. + model = comp.model + + # Get the set of all snapshots. + T = model.ext[:iesopt].model.T + + # Get the parameter that we want to use from the `config` attribute that we set in the `*.iesopt.yaml`. + max_sum_energy = comp.config["max_sum_energy"] + + # We now add a new constraint, that keeps the amount of electricity generated below `max_sum_energy` for the + # combination of two subsequent snapshots. + # We can (this is optional!): + # - save the generated constraint into the `ext` dictionary of the component for later use + # - set a proper `base_name` utilizing the IESopt internal helper function + model[Symbol("$(comp.name).constr_addon_18")] = IESopt.@constraint( + model, + [t = T[1:(end - 1)]], + comp.exp.out_electricity[t] + comp.exp.out_electricity[t + 1] <= max_sum_energy, + base_name = IESopt._base_name(comp, "constr_addon_18") + ) + comp.ext["constr_addon_18"] = model[Symbol("$(comp.name).constr_addon_18")] + + # Important note: Normally you would (always!) use `my_constr_name[t = T[1:(end - 1)]]` inside the `@constraint` + # macro. This ensures that you set a proper "internal descriptor" (`model[:my_constr_name]`), which ensures that we + # properly pick it up during result extraction. Just setting the `base_name` is not enough! However, since this + # constraint is constructed multiple times (to be exact: by two Units), you need to ensure its name is unique. This + # is why we use `model[Symbol("$(comp.name).constr_addon_18")]` to manually add the constraint to the `JuMP` model. + + # This enables you to return `false` if something went wrong. If an error occurs, please also use + # `@error "[MyAddonName] My error message" additional_parameter=42` + # to provide addtional info before returning `false`. You can of course always also utilize the remaining Julia + # logging functions. Please make sure to start all logging messages with `[MyAddonName]`. + @info "[Addon_18] Finished constructing constraint." + return true +end + +end diff --git a/src/examples/files/18/etdf_dynamic.csv b/src/examples/files/18/etdf_dynamic.csv new file mode 100644 index 0000000..8f15d81 --- /dev/null +++ b/src/examples/files/18/etdf_dynamic.csv @@ -0,0 +1,3 @@ +node1:conn13,node2:conn13 +0.814683,0.525858 +0.814683,0.625858 \ No newline at end of file diff --git a/src/examples/files/18/etdf_static.csv b/src/examples/files/18/etdf_static.csv new file mode 100644 index 0000000..17b2178 --- /dev/null +++ b/src/examples/files/18/etdf_static.csv @@ -0,0 +1,2 @@ +connection.name,node1,node2 +conn12,0.189677,-0.628684 \ No newline at end of file diff --git a/src/examples/files/22/snapshots.csv b/src/examples/files/22/snapshots.csv new file mode 100644 index 0000000..5d9347d --- /dev/null +++ b/src/examples/files/22/snapshots.csv @@ -0,0 +1,7 @@ +name,weight +T1_1,0.25 +T1_2,0.25 +T1_3,0.25 +T1_4,0.25 +T2-4,3 +T5,1 \ No newline at end of file diff --git a/src/examples/files/23/snapshots.csv b/src/examples/files/23/snapshots.csv new file mode 100644 index 0000000..4e1ce1c --- /dev/null +++ b/src/examples/files/23/snapshots.csv @@ -0,0 +1,7 @@ +name,weight +2001-01-01 00:00:00+01:00,0.25 +2001-01-01 00:15:00+01:00,0.25 +2001-01-01 00:30:00+01:00,0.25 +2001-01-01 00:45:00+01:00,0.25 +2001-01-01 01:00:00+01:00,3.0 +2001-01-01 04:00:00+01:00,1.0 diff --git a/src/examples/files/25/components.csv b/src/examples/files/25/components.csv new file mode 100644 index 0000000..13ec321 --- /dev/null +++ b/src/examples/files/25/components.csv @@ -0,0 +1,2 @@ +name,type,carrier,node_from,value +demand,Profile,electricity,node2, \ No newline at end of file diff --git a/src/examples/files/25/global.iesopt.param.yaml b/src/examples/files/25/global.iesopt.param.yaml new file mode 100644 index 0000000..b45e4af --- /dev/null +++ b/src/examples/files/25/global.iesopt.param.yaml @@ -0,0 +1 @@ +demand: 5 \ No newline at end of file diff --git a/src/examples/files/28/data.csv b/src/examples/files/28/data.csv new file mode 100644 index 0000000..b991e5a --- /dev/null +++ b/src/examples/files/28/data.csv @@ -0,0 +1,3 @@ +availability,demand +1.5,30 +2.5,30 \ No newline at end of file diff --git a/src/examples/files/30/data.csv b/src/examples/files/30/data.csv new file mode 100644 index 0000000..a482bee --- /dev/null +++ b/src/examples/files/30/data.csv @@ -0,0 +1,25 @@ +name,weight,representative,demand,cost +T1,1.0,,120,50 +T2,1.0,T1,120,55 +T3,1.0,T1,125,45 +T4,1.0,T13,125,100 +T5,1.0,T1,120,50 +T6,1.0,T1,120,52 +T7,1.0,T9,100,30 +T8,1.0,T9,100,35 +T9,1.0,,110,35 +T10,1.0,T9,110,40 +T11,1.0,T9,110,35 +T12,1.0,T9,110,35 +T13,1.0,,150,100 +T14,1.0,T13,150,105 +T15,1.0,,200,125 +T16,1.0,T15,200,120 +T17,1.0,T15,200,125 +T18,1.0,T15,200,130 +T19,1.0,T15,250,145 +T20,1.0,T15,250,140 +T21,1.0,T15,200,130 +T22,1.0,T15,200,125 +T23,1.0,T13,150,95 +T24,1.0,T13,150,100 diff --git a/src/examples/files/31/XOR.jl b/src/examples/files/31/XOR.jl new file mode 100644 index 0000000..2bd9b56 --- /dev/null +++ b/src/examples/files/31/XOR.jl @@ -0,0 +1,61 @@ +module GlobalAddon_XOR + +import IESopt +const JuMP = IESopt.JuMP + +# We can use a global struct like this to keep a reference to the model (or other stuff): +struct _Settings + model::JuMP.Model + bigM::Float64 +end + +function initialize!(model::JuMP.Model, config::Dict{String, Any}) + # We can use standard Julia logging, but make sure to include the proper `[...]` prefix. + @info "[GlobalAddon_XOR] Initializing" + + if !haskey(config, "bigM") + @error "[GlobalAddon_XOR] Missing parameter" + return nothing + end + + # Remember the model, as well as the big M. + settings = _Settings(model, config["bigM"]) + + return settings +end + +# The following functions are called after they were called for all core components. + +function setup!(model::JuMP.Model, settings::_Settings) end + +function construct_expressions!(model::JuMP.Model, settings::_Settings) end + +function construct_variables!(model::JuMP.Model, settings::_Settings) + # We can access the model, as well as the set of all Snapshots like this: + T = model.ext[:iesopt].model.T + + # Create the variable controlling the "XOR exchange" as binary. + JuMP.@variable(model, exchange[t in T], Bin) +end + +function construct_constraints!(model::JuMP.Model, settings::_Settings) + T = model.ext[:iesopt].model.T + + # Prepare the chosen bigM. + bigM = settings.bigM + + # Prepare the components that we want to access. + buy_id = IESopt.component(model, "buy_id") + sell_id = IESopt.component(model, "sell_id") + + # Prepare the exchange variable that we constructed earlier by accessing it directly from the JuMP model. + exchange = model[:exchange] + + # It is allowed to either buy OR sell during each Snapshot. + JuMP.@constraint(model, [t in T], buy_id.exp.value[t] <= exchange[t] * bigM) + JuMP.@constraint(model, [t in T], sell_id.exp.value[t] <= (1.0 - exchange[t]) * bigM) +end + +function construct_objective!(model::JuMP.Model, settings::_Settings) end + +end diff --git a/src/examples/files/31/data.csv b/src/examples/files/31/data.csv new file mode 100644 index 0000000..8be35af --- /dev/null +++ b/src/examples/files/31/data.csv @@ -0,0 +1,5 @@ +ts,price_buy,price_sell +1,10,5 +2,5,15 +3,9,14 +4,0,14 \ No newline at end of file diff --git a/src/examples/files/33/data.csv b/src/examples/files/33/data.csv new file mode 100644 index 0000000..edb7beb --- /dev/null +++ b/src/examples/files/33/data.csv @@ -0,0 +1,35041 @@ +,demand,res1,res2 +0,77.05525529557409,0.8248723821970798,0.6599251230429715 +1,105.13973016288217,0.030950611109205828,0.7584697825384412 +2,36.99723616771988,0.12516349778264435,0.5606271961282612 +3,40.2565466837257,0.15015638484229488,0.6117071049347675 +4,65.5319586035763,0.0638292443103936,0.5044567844432166 +5,94.04665456044245,0.13806160471973916,0.4753028899921559 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