diff --git a/examples/012_fatigue_example.py b/examples/012_fatigue_example.py new file mode 100644 index 000000000..ce161b50f --- /dev/null +++ b/examples/012_fatigue_example.py @@ -0,0 +1,155 @@ +""" +.. _fatigue_plate_example: + +Evaluate fatigue for a composite plate +-------------------------------------- + +This example shows how to evaluate fatigue for a flat plate. +It shows how PyPDF Composites can be used to select specific layers and define a custom +combination method. For this example, the custom combination method is stress in fibre +direction. + +A random load time series is created, and taking into account that the load is assumed +proportional, rainflow counting is applied to load time series. +Load ranges are then applied on the stress combination method and damage is evaluated +by using a dummy S-N curve. + +Be aware that the fatpack package is not developed by Ansys, so it is the responsibility +of the user to verify that it works as expected. For further details: +https://pypi.org/project/fatpack/ + +""" + + +# %% +# Set up analysis +# ~~~~~~~~~~~~~~~ +# Setting up the analysis consists of loading the required modules, connecting to the +# DPF server, and retrieving the example files. +# +# Load Ansys libraries and numpy, matplotlib and fatpack +import ansys.dpf.core as dpf +import fatpack +import matplotlib.pyplot as plt +import numpy as np + +from ansys.dpf.composites.composite_model import CompositeModel +from ansys.dpf.composites.constants import Sym3x3TensorComponent +from ansys.dpf.composites.example_helper import get_continuous_fiber_example_files +from ansys.dpf.composites.layup_info import AnalysisPlyInfoProvider +from ansys.dpf.composites.select_indices import get_selected_indices_by_analysis_ply +from ansys.dpf.composites.server_helpers import connect_to_or_start_server + +# %% +# Start a DPF server and copy the example files into the current working directory. +server = connect_to_or_start_server() +composite_files_on_server = get_continuous_fiber_example_files(server, "fatigue") + +# %% +# Create a composite model +composite_model = CompositeModel(composite_files_on_server, server) + +# %% +# Read stresses and define a specific layer and a component of stress tensor +# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +# + +# %% +# Read stresses +stress_operator = composite_model.core_model.results.stress() +stress_operator.inputs.bool_rotate_to_global(False) +stress_fc = stress_operator.get_output(pin=0, output_type=dpf.types.fields_container) +stress_field = stress_fc.get_field_by_time_id(1) + +# %% +# Select layer P1L1__ModelingPly.2 +analysis_ply_info_provider = AnalysisPlyInfoProvider( + mesh=composite_model.get_mesh(), name="P1L1__ModelingPly.2" +) + +# %% +# Select Sigma11 as the combination method +component = Sym3x3TensorComponent.TENSOR11 + + +# %% +# Load time series and apply rainflow counting +# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +# A random time series is created. Load is assumed proportional, so rainflow counting +# can be directly done on load time series, to get load ranges. +# No mean stress correction is applied. +# +load_factor_time_series = np.random.normal(-1, 2.5, size=100) +x = np.linspace(1, 100, 100) +plt.xlabel("Load Index") +plt.ylabel("Load Factor") +plt.plot(x, load_factor_time_series, color="red") + + +# %% +# Fatpack package is used for doing the rainflow counting +load_range_factors = fatpack.find_rainflow_ranges(load_factor_time_series) + + +# %% +# S-N curve +# ~~~~~~~~~ +# A dummy S-N curve is created. Please be aware that this is not based on any +# experimental data. We choose Sc to be the orthotropic stress limit in fiber direction +# and Nc to be 1. +# +Sc = 1979 +Nc = 1 +s_n_curve = fatpack.LinearEnduranceCurve(Sc) +# Value for UD materials +s_n_curve.m = 14 +s_n_curve.Nc = Nc + +N = np.logspace(0, 9, 1000) +S = s_n_curve.get_stress(N) +line = plt.loglog(N, S) +plt.grid(which="both") +plt.title("Dummy Linear S-N curve") +plt.xlabel("Cycles to failure") +plt.ylabel("Stress range (MPa)") + + +# %% +# Damage evaluation +# ~~~~~~~~~~~~~~~~~ +# Stress S11 at time 1 and layer P1L1__ModelingPly.2 are read +# for each load range and its damage is evaluated, using the dummy S-N curve +# + +damage_result_field = dpf.field.Field(location=dpf.locations.elemental, nature=dpf.natures.scalar) + +with damage_result_field.as_local_field() as local_result_field: + element_ids = analysis_ply_info_provider.property_field.scoping.ids + + for element_id in element_ids: + stress_data = stress_field.get_entity_data_by_id(element_id) + element_info = composite_model.get_element_info(element_id) + assert element_info is not None + selected_indices = get_selected_indices_by_analysis_ply( + analysis_ply_info_provider, element_info + ) + # Load Range scaled by S11 + s_11 = max(stress_data[selected_indices][:, component]) + stress_ranges = load_range_factors * s_11 + fatigue_damage = s_n_curve.find_miner_sum(stress_ranges) + local_result_field.append([fatigue_damage], element_id) + + +# %% +# Plot damage +composite_model.get_mesh().plot(damage_result_field, text="Fatigue Damage") + + +# %% +# Identify the element with the maximum damage +# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +# +maximum_element_scoping = damage_result_field.max().scoping +max_element_id = maximum_element_scoping[0] +print(f"The element with highest damage is {max_element_id}.") +print(f"The highest damage value is {damage_result_field.max().data[0]}.") diff --git a/poetry.lock b/poetry.lock index a9e354076..09e96edc0 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. 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