From 1fca428c20c64584a5457aa862611531b472f623 Mon Sep 17 00:00:00 2001 From: Travis Thurber Date: Wed, 28 Dec 2022 08:08:54 -0800 Subject: [PATCH] support overriding istarf reservoir behavior with generic reservoir operations (#98) --- mosartwmpy/_version.py | 2 +- mosartwmpy/config_defaults.yaml | 4 ++ mosartwmpy/grid/grid.py | 23 +++++++++-- mosartwmpy/model.py | 10 +---- mosartwmpy/reservoirs/istarf.py | 21 ++++++++-- mosartwmpy/reservoirs/release.py | 69 ++++++++++++++++++------------- mosartwmpy/tests/grid.zip | Bin 9499514 -> 9759155 bytes mosartwmpy/tests/test_istarf.py | 2 + setup.py | 46 ++++++++++----------- 9 files changed, 110 insertions(+), 67 deletions(-) diff --git a/mosartwmpy/_version.py b/mosartwmpy/_version.py index cd1ee63..3d18726 100644 --- a/mosartwmpy/_version.py +++ b/mosartwmpy/_version.py @@ -1 +1 @@ -__version__ = "0.4.4" +__version__ = "0.5.0" diff --git a/mosartwmpy/config_defaults.yaml b/mosartwmpy/config_defaults.yaml index 6aff7fd..3004cd8 100644 --- a/mosartwmpy/config_defaults.yaml +++ b/mosartwmpy/config_defaults.yaml @@ -353,6 +353,10 @@ water_management: reservoir_release_min: release_min reservoir_release_p_one: release_p_one reservoir_release_p_two: release_p_two + # field name for a value that allows setting the behavior of the reservoir release per reservoir; + # currently, if this field holds a value of "generic" for a particular reservoir, + # istarf is disabled for that reservoir, any other value in the field enables istarf + reservoir_behavior: fit # database of grid cell indices that can extract from each reservoir dependencies: # path to the database dependency file; can be absolute or relative to the source code root diff --git a/mosartwmpy/grid/grid.py b/mosartwmpy/grid/grid.py index 122fbea..bf61515 100644 --- a/mosartwmpy/grid/grid.py +++ b/mosartwmpy/grid/grid.py @@ -102,6 +102,7 @@ class Grid: reservoir_release_min: np.ndarray = np.empty(0) reservoir_release_p_one: np.ndarray = np.empty(0) reservoir_release_p_two: np.ndarray = np.empty(0) + reservoir_behavior: np.ndarray = np.empty(0) reservoir_dependency_database: pd.DataFrame = pd.DataFrame() grid_index_to_reservoirs_map: Dict = Dict.empty( key_type=types.int64, @@ -171,7 +172,11 @@ def __init__(self, config: Benedict = None, parameters: Parameters = None, empty # TUnit%mask self.mosart_mask = np.where( np.array(self.flow_direction) < 0, - 0, + np.where( + self.land_fraction > 0, + 2, + 0, + ), np.where( np.array(self.flow_direction) == 0, 2, @@ -376,11 +381,12 @@ def __init__(self, config: Benedict = None, parameters: Parameters = None, empty def __getitem__(self, item): return getattr(self, item) - def to_files(self, path: str) -> None: + def to_files(self, path: str, mask: np.ndarray) -> None: """Builds a dataframe from all the grid values. Args: path (str): the file path to save the grid zip file to + mask (ndarray): the mask applied by the model """ if not path.endswith('.zip'): @@ -402,7 +408,18 @@ def to_files(self, path: str) -> None: npdf = pd.DataFrame() for key in [key for key in keys if isinstance(getattr(self, key), np.ndarray)]: if getattr(self, key).size > 0: - npdf[key] = getattr(self, key) + vector = getattr(self, key) + unmasked = np.empty_like(mask, dtype=vector.dtype) + if vector.dtype == float: + unmasked[:] = np.nan + elif vector.dtype == int: + unmasked[:] = -9999 + elif vector.dtype == bool: + unmasked[:] = False + elif vector.dtype == np.object: + unmasked[:] = np.nan + unmasked[mask] = vector + npdf[key] = unmasked # handle dataframes dfs = [] diff --git a/mosartwmpy/model.py b/mosartwmpy/model.py index a5417b6..632b9c3 100644 --- a/mosartwmpy/model.py +++ b/mosartwmpy/model.py @@ -196,14 +196,8 @@ def update(self) -> None: logging.debug(f'Reading demand rate input from file.') # load the demand from file load_demand(self.name, self.state, self.config, self.current_time, self.farmerABM, self.mask) - # only compute new release if it's the very start of simulation or new month - # unless ISTARF mode is enabled, in which case update the release if it's the start of a new day - if self.current_time == datetime.combine(self.config.get('simulation.start_date'), time.min) or \ - (self.config.get('water_management.reservoirs.enable_istarf') and self.current_time == - datetime(self.current_time.year, self.current_time.month, self.current_time.day, 0, 0, 0)) or \ - self.current_time == datetime(self.current_time.year, self.current_time.month, 1): - # update reservoir release targets - reservoir_release(self.state, self.grid, self.config, self.parameters, self.current_time) + # update reservoir release targets (logic for when to do this is inside the method) + reservoir_release(self.state, self.grid, self.config, self.parameters, self.current_time, self.mask) # zero supply and demand self.state.grid_cell_supply[:] = 0 self.state.grid_cell_unmet_demand[:] = 0 diff --git a/mosartwmpy/reservoirs/istarf.py b/mosartwmpy/reservoirs/istarf.py index 60788d8..5034813 100644 --- a/mosartwmpy/reservoirs/istarf.py +++ b/mosartwmpy/reservoirs/istarf.py @@ -1,5 +1,6 @@ import numba as nb import numpy as np +import pandas as pd from datetime import datetime from benedict.dicts import benedict as Benedict @@ -10,16 +11,22 @@ from mosartwmpy.utilities.epiweek import get_epiweek_from_datetime -def istarf_release(state: State, grid: Grid, config: Benedict, parameters: Parameters, current_time: datetime): +def istarf_release(state: State, grid: Grid, current_time: datetime): # estimate reservoir release using ISTARF which is based on harmonic functions # restrict epiweek to [1, 52] epiweek = np.minimum(float(get_epiweek_from_datetime(current_time)), 52.0) + # boolean array indicating which cells use the istarf rules; + # if behavior is "generic", then just keep the monthly generic release value instead + uses_istarf = np.array([(x.lower() != 'generic') if pd.notna(x) else False for x in grid.reservoir_behavior]) + + # initialize the release array daily_release = np.zeros(len(grid.reservoir_id)) compute_istarf_release( epiweek, + uses_istarf, grid.reservoir_id, grid.reservoir_upper_min, grid.reservoir_upper_max, @@ -48,12 +55,17 @@ def istarf_release(state: State, grid: Grid, config: Benedict, parameters: Param ) # join release back into the grid as m3/s - state.reservoir_release = daily_release / (24.0 * 60.0 * 60.0) + # except where generic behavior is requested + state.reservoir_release = np.where( + uses_istarf, + daily_release / (24.0 * 60.0 * 60.0), + state.reservoir_release + ) @nb.jit( "void(" - "float64, float64[:], float64[:], float64[:], float64[:], float64[:], float64[:], float64[:], float64[:], " + "float64, boolean[:], float64[:], float64[:], float64[:], float64[:], float64[:], float64[:], float64[:], float64[:], " "float64[:], float64[:], float64[:], float64[:], float64[:], float64[:], float64[:], float64[:], float64[:], " "float64[:], float64[:], float64[:], float64[:], float64[:], float64[:], float64[:], float64[:]" ")", @@ -64,6 +76,7 @@ def istarf_release(state: State, grid: Grid, config: Benedict, parameters: Param ) def compute_istarf_release( epiweek, + uses_istarf, reservoir_id, upper_min, upper_max, @@ -95,7 +108,7 @@ def compute_istarf_release( for i in nb.prange(len(release)): - if np.isfinite(reservoir_id[i]): + if np.isfinite(reservoir_id[i]) and uses_istarf[i]: max_normal = np.minimum( upper_max[i], diff --git a/mosartwmpy/reservoirs/release.py b/mosartwmpy/reservoirs/release.py index 990b123..4198773 100644 --- a/mosartwmpy/reservoirs/release.py +++ b/mosartwmpy/reservoirs/release.py @@ -1,6 +1,6 @@ import numpy as np -from datetime import datetime +from datetime import datetime, time from benedict.dicts import benedict as Benedict from mosartwmpy.config.parameters import Parameters @@ -9,30 +9,43 @@ from mosartwmpy.reservoirs.istarf import istarf_release -def reservoir_release(state: State, grid: Grid, config: Benedict, parameters: Parameters, current_time: datetime): +def reservoir_release(state: State, grid: Grid, config: Benedict, parameters: Parameters, current_time: datetime, mask: np.ndarray): # compute release from reservoirs - # if ISTARF enabled, use new module; else use old module - if config.get('water_management.reservoirs.enable_istarf'): - istarf_release(state, grid, config, parameters, current_time) + # to support enabling some reservoirs to use generic rules and others to use special rules, + # let's always compute release with the generic rules at the beginning of the month, and then let the + # special rules update the release afterward, where required - else: + # at the beginning of simulation and start of each month, + # apply the generic reservoir operating rules to update the release + if ( + (current_time == datetime.combine(config.get('simulation.start_date'), time.min)) or + (current_time == datetime(current_time.year, current_time.month, 1)) + ): month = current_time.month - # if it's the start of the operational year for the reservoir, set it's start of op year storage to the current storage + # if it's the start of the operational year for the reservoir, + # set it's start of op year storage to the current storage state.reservoir_storage_operation_year_start = np.where( state.reservoir_month_start_operations == month, state.reservoir_storage, state.reservoir_storage_operation_year_start ) - regulation_release(state, grid, config, parameters, current_time) - storage_targets(state, grid, config, parameters, current_time) + regulation_release(state, grid, parameters, current_time, mask) + storage_targets(state, grid, current_time, mask) + # if ISTARF is enabled, and it is the start of a day, update the release targets for non-generic reservoirs + if ( + config.get('water_management.reservoirs.enable_istarf') and + (current_time == datetime(current_time.year, current_time.month, current_time.day, 0, 0, 0)) + ): + istarf_release(state, grid, current_time) -def regulation_release(state, grid, config, parameters, current_time): + +def regulation_release(state, grid, parameters, current_time, mask): # compute the expected monthly release based on Biemans (2011) # initialize to the average flow - state.reservoir_release = grid.reservoir_streamflow_schedule.mean(dim='month').values + state.reservoir_release = grid.reservoir_streamflow_schedule.mean(dim='month').values[mask] # TODO what is k k = state.reservoir_storage_operation_year_start / ( @@ -40,32 +53,32 @@ def regulation_release(state, grid, config, parameters, current_time): # TODO what is factor factor = np.where( - grid.reservoir_runoff_capacity > parameters.reservoir_runoff_capacity_parameter, - (2.0 / grid.reservoir_runoff_capacity) ** 2.0, + grid.reservoir_runoff_capacity.values[mask] > parameters.reservoir_runoff_capacity_parameter, + (2.0 / grid.reservoir_runoff_capacity.values[mask]) ** 2.0, 0 ) # release is some combination of prerelease, average flow in the time period, and total average flow state.reservoir_release = np.where( - np.logical_or(grid.reservoir_use_electricity, grid.reservoir_use_irrigation), + np.logical_or(grid.reservoir_use_electricity == True, grid.reservoir_use_irrigation == True), np.where( - grid.reservoir_runoff_capacity <= 2.0, - k * grid.reservoir_prerelease_schedule.sel({'month': current_time.month}).values, + grid.reservoir_runoff_capacity.values[mask] <= 2.0, + k * grid.reservoir_prerelease_schedule.sel({'month': current_time.month}).values[mask], k * factor * grid.reservoir_prerelease_schedule.sel({ - 'month': current_time.month}).values + (1 - factor) * grid.reservoir_streamflow_schedule.sel({ - 'month': current_time.month}).values + 'month': current_time.month}).values[mask] + (1 - factor) * grid.reservoir_streamflow_schedule.sel({ + 'month': current_time.month}).values[mask] ), np.where( - grid.reservoir_runoff_capacity <= 2.0, - k * grid.reservoir_streamflow_schedule.mean(dim='month').values, + grid.reservoir_runoff_capacity.values[mask] <= 2.0, + k * grid.reservoir_streamflow_schedule.mean(dim='month').values[mask], k * factor * grid.reservoir_streamflow_schedule.mean( - dim='month').values + (1 - factor) * grid.reservoir_streamflow_schedule.sel({ - 'month': current_time.month}).values + dim='month').values[mask] + (1 - factor) * grid.reservoir_streamflow_schedule.sel({ + 'month': current_time.month}).values[mask] ) ) -def storage_targets(state: State, grid: Grid, config: Benedict, parameters: Parameters, current_time: datetime) -> None: +def storage_targets(state: State, grid: Grid, current_time: datetime, mask: np.ndarray) -> None: """Define the necessary drop in storage based on the reservoir storage targets at the start of the month. Args: @@ -79,7 +92,7 @@ def storage_targets(state: State, grid: Grid, config: Benedict, parameters: Para # TODO the logic here is really hard to follow... can it be simplified or made more readable? # if flood control active and has a flood control start - flood_control_condition = (grid.reservoir_use_flood_control > 0) & (state.reservoir_month_flood_control_start > 0) + flood_control_condition = (grid.reservoir_use_flood_control == True) & (state.reservoir_month_flood_control_start > 0) # modify release in order to maintain a certain storage level month_condition = state.reservoir_month_flood_control_start <= state.reservoir_month_flood_control_end total_condition = flood_control_condition & ( @@ -98,9 +111,9 @@ def storage_targets(state: State, grid: Grid, config: Benedict, parameters: Para drop = np.where( (month_condition & m_and_condition) | (np.logical_not(month_condition) & m_or_condition), np.where( - grid.reservoir_streamflow_schedule.sel({'month': m}).values >= grid.reservoir_streamflow_schedule.mean(dim='month').values, + grid.reservoir_streamflow_schedule.sel({'month': m}).values[mask] >= grid.reservoir_streamflow_schedule.mean(dim='month').values[mask], drop + 0, - drop + np.abs(grid.reservoir_streamflow_schedule.mean(dim='month').values - grid.reservoir_streamflow_schedule.sel({'month': m}).values) + drop + np.abs(grid.reservoir_streamflow_schedule.mean(dim='month').values[mask] - grid.reservoir_streamflow_schedule.sel({'month': m}).values[mask]) ), drop ) @@ -125,7 +138,7 @@ def storage_targets(state: State, grid: Grid, config: Benedict, parameters: Para (current_time.month < state.reservoir_month_start_operations) ) state.reservoir_release = np.where( - (state.reservoir_release > grid.reservoir_streamflow_schedule.mean(dim='month').values) & (first_condition | second_condition), - grid.reservoir_streamflow_schedule.mean(dim='month').values, + (state.reservoir_release > grid.reservoir_streamflow_schedule.mean(dim='month').values[mask]) & (first_condition | second_condition), + grid.reservoir_streamflow_schedule.mean(dim='month').values[mask], state.reservoir_release ) diff --git a/mosartwmpy/tests/grid.zip b/mosartwmpy/tests/grid.zip index f65107eaf95194a90e3f6652eed1c2a47eb52a82..8d498eef1a47cbd892d11c342569dfbcab63229b 100644 GIT binary patch literal 9759155 zcma&NV~j7p7ymi7?U_5aZQikM-?44mwr$(CZO`1XjnCfvH@llneh3Jhq0z&(6HbC*W}27&O}=1lb9nJ$<98gx~E7n zzXC)Y0kiw~{;!}g7?1x`z!6~an%u<)3hzPCv;)X_- z25x63yH)%9_7vf}zYlu0f)w5T>U`afZJw;JoBmFGh%f9FA{I?IJ?H6H`(d!%guGr1 zTz>D&neBcm^LsA!e7@5hc>ePI`FdXhZ1c7e&aDRiE#in1_#WNCtwnF$-N`ggwJ1$D z31q7MaX;(p*w1E><2pzuLEtjT< zr99YKuA^ksSgyl((3cJ4;duO3?D`3AtLpk`V%TY>DOP0}<^e4AzP0}f{%4OX|IwrB ze~jfB_rHQx{}rV9kD%(pe~hJX`9Fe$7jxie*$$J?V|WhZz@Jx4M&k%uaO);HY-$>R z62MQ>O*5&;GYq1u^#A@xQ1<_c#r;v&xhWzPSHF5}E8w~v*=if$Jz?WL6Zv_i&!JDy z?a}SJH`{sNBi`nlmbHC`EblR3W$V4i%h54MlKT+2w*401Ve6PD&U*r0*P+NbCwuc4 zUe>+O#^Gz8`~ULYcK@I4ZSeovql7!}HhqCN`Y@(KVg!0A9d1uh?E}98#fE}NYyY6qI30_M$Ns?PU}8Qyf6G;4gd}RQ;qna 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