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from gassolar.solar.solar import Mission as solar_mike import os
from robust.simulations import simulate, read_simulation_data
def mike_solar_model(lat): """ This model comes from convexengineering/gassolar. Please clone from and see https://github.com/convexengineering/gassolar for details. :param lat: :return: """ model = solar_mike(latitude=lat) model.cost = model["W_{total}"] return model
if __name__ == '__main__': model = mike_solar_model(20) number_of_time_average_solves = 30 number_of_iterations = 300 nominal_solution, nominal_solve_time, nominal_number_of_constraints, directly_uncertain_vars_subs = \ simulate.generate_model_properties(model, number_of_time_average_solves, number_of_iterations) model_name = 'Solar Model' gammas = [0, 0.05, 0.1, 0.15, 0.2, 0.25, 0.29, 0.33, 0.39, 0.45, 0.6, 0.87, 1] gammas = [0.7 * i for i in gammas] min_num_of_linear_sections = 10 max_num_of_linear_sections = 50 linearization_tolerance = 1e-3 verbosity = 0
methods = [{'name': 'Best Pairs', 'twoTerm': True, 'boyd': False, 'simpleModel': False}, {'name': 'Linear. Perts.', 'twoTerm': False, 'boyd': False, 'simpleModel': False}, {'name': 'Simple Cons.', 'twoTerm': False, 'boyd': False, 'simpleModel': True}, {'name': 'Two Term', 'twoTerm': False, 'boyd': True, 'simpleModel': False}] uncertainty_sets = ['box', 'elliptical']
model = mike_solar_model(20)
variable_gamma_file_name = os.path.dirname(__file__) + '/simulation_data_variable_gamma.txt' simulate.print_variable_gamma_results(model, model_name, gammas, number_of_iterations, min_num_of_linear_sections, max_num_of_linear_sections, verbosity, linearization_tolerance, variable_gamma_file_name, number_of_time_average_solves, methods, uncertainty_sets, nominal_solution, nominal_solve_time, nominal_number_of_constraints, directly_uncertain_vars_subs)
gamma = 0.7 * 1 numbers_of_linear_sections = [12, 14, 15, 16, 17, 18, 20, 22, 24, 26, 28, 30, 32, 36, 44, 52, 60, 70, 80]
methods = [{'name': 'Best Pairs', 'twoTerm': True, 'boyd': False, 'simpleModel': False}, {'name': 'Linear. Perts.', 'twoTerm': False, 'boyd': False, 'simpleModel': False}, {'name': 'Two Term', 'twoTerm': False, 'boyd': True, 'simpleModel': False}] uncertainty_sets = ['box', 'elliptical']
variable_pwl_file_name = os.path.dirname(__file__) + '/simulation_data_variable_pwl.txt' simulate.print_variable_pwlsections_results(model, model_name, gamma, number_of_iterations, numbers_of_linear_sections, linearization_tolerance, verbosity, variable_pwl_file_name, number_of_time_average_solves, methods, uncertainty_sets, nominal_solution, nominal_solve_time, nominal_number_of_constraints, directly_uncertain_vars_subs)
file_path_gamma = os.path.dirname(__file__) + '/simulation_data_variable_gamma.txt' file_path_pwl = os.path.dirname(__file__) + '/simulation_data_variable_pwl.txt' read_simulation_data.generate_all_plots(file_path_gamma, file_path_pwl) |