├── .gitattributes ├── .gitignore ├── DataAnalyzer.py ├── Flow.py ├── GA_config.txt ├── GeneticAlgorithmEngine.py ├── Korea_Traffic_Data.xlsx ├── NumberOfCarInputStock.py ├── NumberOfCarStock.py ├── PseudoCode.docx ├── README.md ├── References ├── A SD Model for Urban Low-Carbon Transport(2012).pdf ├── Data-Driven Environment Modeling for Self-Adaptive Systems.pdf ├── Reference_summary.docx ├── SD Modeling of Air Pollution in Megacities of Tehran(2016).pdf ├── SD for Modeling Metabolism Mechanisms for Urban Planning(2018).pdf ├── SD model of taxi management in metropolises for Beijing(2018).pdf ├── SD modeling and scenario simulation on Beijing(2016).pdf ├── SD modeling for urban energy consumption and CO2 emissions, A case study of Beijing, China(2018).pdf ├── SD_Model_of_Urban_Transport(2008).pdf ├── SD를_이용한_지속가능한_교통시설_인과지도_개발(2015).pdf ├── SD을_이용한_교통정책_대안_비교분석(1996).pdf └── The Climate Change-Road Safety-Economy Nexus(2017).pdf ├── Stock.py ├── SystemDynamics.py ├── SystemDynamicsGene.py ├── Table └── Diff.xlsx ├── TrafficEnvGAEngine.py ├── TrafficSystemDynamics.py ├── data ├── g_after_down.csv ├── g_after_up.csv ├── g_before_down.csv ├── g_before_up.csv ├── p_after_down.csv ├── p_after_up.csv ├── p_before_down.csv └── p_before_up.csv ├── deap-1.2.2 ├── INSTALL.txt ├── LICENSE.txt ├── MANIFEST.in ├── PKG-INFO ├── README.md ├── build │ ├── lib.win-amd64-3.6 │ │ └── deap │ │ │ ├── __init__.py │ │ │ ├── algorithms.py │ │ │ ├── base.py │ │ │ ├── benchmarks │ │ │ ├── __init__.py │ │ │ ├── binary.py │ │ │ ├── gp.py │ │ │ ├── movingpeaks.py │ │ │ └── tools.py │ │ │ ├── cma.py │ │ │ ├── creator.py │ │ │ ├── gp.py │ │ │ ├── tests │ │ │ ├── __init__.py │ │ │ ├── test_algorithms.py │ │ │ ├── test_benchmarks.py │ │ │ ├── test_creator.py │ │ │ ├── test_logbook.py │ │ │ └── test_pickle.py │ │ │ └── tools │ │ │ ├── __init__.py │ │ │ ├── _hypervolume │ │ │ ├── __init__.py │ │ │ └── pyhv.py │ │ │ ├── constraint.py │ │ │ ├── crossover.py │ │ │ ├── emo.py │ │ │ ├── indicator.py │ │ │ ├── init.py │ │ │ ├── migration.py │ │ │ ├── mutation.py │ │ │ ├── selection.py │ │ │ └── support.py │ └── lib │ │ └── deap │ │ ├── __init__.py │ │ ├── algorithms.py │ │ ├── base.py │ │ ├── benchmarks │ │ ├── __init__.py │ │ ├── binary.py │ │ ├── gp.py │ │ ├── movingpeaks.py │ │ └── tools.py │ │ ├── cma.py │ │ ├── creator.py │ │ ├── gp.py │ │ ├── tests │ │ ├── __init__.py │ │ ├── test_algorithms.py │ │ ├── test_benchmarks.py │ │ ├── test_creator.py │ │ ├── test_logbook.py │ │ └── test_pickle.py │ │ └── tools │ │ ├── __init__.py │ │ ├── _hypervolume │ │ ├── __init__.py │ │ └── pyhv.py │ │ ├── constraint.py │ │ ├── crossover.py │ │ ├── emo.py │ │ ├── indicator.py │ │ ├── init.py │ │ ├── migration.py │ │ ├── mutation.py │ │ ├── selection.py │ │ └── support.py ├── deap.egg-info │ ├── PKG-INFO │ ├── SOURCES.txt │ ├── dependency_links.txt │ ├── pbr.json │ └── top_level.txt ├── deap │ ├── __init__.py │ ├── __init__.pyc │ ├── __pycache__ │ │ └── __init__.cpython-36.pyc │ ├── algorithms.py │ ├── base.py │ ├── benchmarks │ │ ├── __init__.py │ │ ├── binary.py │ │ ├── gp.py │ │ ├── movingpeaks.py │ │ └── tools.py │ ├── cma.py │ ├── creator.py │ ├── gp.py │ ├── tests │ │ ├── __init__.py │ │ ├── test_algorithms.py │ │ ├── test_benchmarks.py │ │ ├── test_creator.py │ │ ├── test_logbook.py │ │ └── test_pickle.py │ └── tools │ │ ├── __init__.py │ │ ├── _hypervolume │ │ ├── __init__.py │ │ ├── _hv.c │ │ ├── _hv.h │ │ ├── hv.cpp │ │ └── pyhv.py │ │ ├── constraint.py │ │ ├── crossover.py │ │ ├── emo.py │ │ ├── indicator.py │ │ ├── init.py │ │ ├── migration.py │ │ ├── mutation.py │ │ ├── selection.py │ │ └── support.py ├── dist │ └── deap-1.2.2-py3.6.egg ├── doc │ ├── Makefile │ ├── _images │ │ ├── constraints.png │ │ ├── genealogy.png │ │ ├── gptree.png │ │ ├── gptypederrtree.png │ │ ├── gptypedtree.png │ │ ├── gptypedtrees.png │ │ ├── more.png │ │ └── twin_logbook.png │ ├── _static │ │ ├── copybutton.js │ │ ├── deap_icon_16x16.ico │ │ ├── deap_long.png │ │ ├── deap_orange_icon_16x16.ico │ │ ├── deap_orange_icon_32.ico │ │ ├── lvsn.png │ │ ├── sidebar.js │ │ └── ul.gif │ ├── _templates │ │ ├── indexsidebar.html │ │ └── layout.html │ ├── _themes │ │ └── pydoctheme │ │ │ ├── static │ │ │ └── pydoctheme.css │ │ │ └── theme.conf │ ├── about.rst │ ├── api │ │ ├── algo.rst │ │ ├── base.rst │ │ ├── benchmarks.rst │ │ ├── creator.rst │ │ ├── gp.rst │ │ ├── index.rst │ │ └── tools.rst │ ├── code │ │ ├── benchmarks │ │ │ ├── ackley.py │ │ │ ├── bohachevsky.py │ │ │ ├── griewank.py │ │ │ ├── h1.py │ │ │ ├── himmelblau.py │ │ │ ├── kursawe.py │ │ │ ├── movingsc1.py │ │ │ ├── rastrigin.py │ │ │ ├── rosenbrock.py │ │ │ ├── schaffer.py │ │ │ ├── schwefel.py │ │ │ └── shekel.py │ │ └── tutorials │ │ │ ├── part_1 │ │ │ └── 1_where_to_start.py │ │ │ ├── part_2 │ │ │ ├── 2_1_fitness.py │ │ │ ├── 2_2_1_list_of_floats.py │ │ │ ├── 2_2_2_permutation.py │ │ │ ├── 2_2_3_arithmetic_expression.py │ │ │ ├── 2_2_4_evolution_strategy.py │ │ │ ├── 2_2_5_particle.py │ │ │ ├── 2_2_6_funky_one.py │ │ │ ├── 2_3_1_bag.py │ │ │ ├── 2_3_2_grid.py │ │ │ ├── 2_3_3_swarm.py │ │ │ ├── 2_3_4_demes.py │ │ │ ├── 2_3_5_seeding_a_population.py │ │ │ └── my_guess.json │ │ │ ├── part_3 │ │ │ ├── 3_6_2_tool_decoration.py │ │ │ ├── 3_6_using_the_toolbox.py │ │ │ ├── 3_7_variations.py │ │ │ ├── 3_8_algorithms.py │ │ │ ├── 3_next_step.py │ │ │ ├── logbook.py │ │ │ ├── multistats.py │ │ │ └── stats.py │ │ │ └── part_4 │ │ │ ├── 4_4_Using_Cpp_NSGA.py │ │ │ ├── 4_5_home_made_eval_func.py │ │ │ ├── SNC.cpp │ │ │ ├── installSN.py │ │ │ └── sortingnetwork.py │ ├── conf.py │ ├── contributing.rst │ ├── examples │ │ ├── bipop_cmaes.rst │ │ ├── cmaes.rst │ │ ├── cmaes_plotting.rst │ │ ├── coev_coop.rst │ │ ├── eda.rst │ │ ├── es_fctmin.rst │ │ ├── es_onefifth.rst │ │ ├── ga_knapsack.rst │ │ ├── ga_onemax.rst │ │ ├── ga_onemax_numpy.rst │ │ ├── ga_onemax_short.rst │ │ ├── gp_ant.rst │ │ ├── gp_multiplexer.rst │ │ ├── gp_parity.rst │ │ ├── gp_spambase.rst │ │ ├── gp_symbreg.rst │ │ ├── index.rst │ │ ├── pso_basic.rst │ │ └── pso_multiswarm.rst │ ├── index.rst │ ├── installation.rst │ ├── overview.rst │ ├── pip_req.txt │ ├── porting.rst │ ├── releases.rst │ └── tutorials │ │ ├── advanced │ │ ├── benchmarking.rst │ │ ├── checkpoint.rst │ │ ├── constraints.rst │ │ ├── gp.rst │ │ └── numpy.rst │ │ └── basic │ │ ├── part1.rst │ │ ├── part2.rst │ │ ├── part3.rst │ │ └── part4.rst ├── examples │ ├── bbob.py │ ├── coev │ │ ├── coop_adapt.py │ │ ├── coop_base.py │ │ ├── coop_evol.py │ │ ├── coop_gen.py │ │ ├── coop_niche.py │ │ ├── hillis.py │ │ └── symbreg.py │ ├── de │ │ ├── basic.py │ │ ├── dynamic.py │ │ └── sphere.py │ ├── eda │ │ ├── emna.py │ │ └── pbil.py │ ├── es │ │ ├── cma_1+l_minfct.py │ │ ├── cma_bipop.py │ │ ├── cma_minfct.py │ │ ├── cma_mo.py │ │ ├── cma_plotting.py │ │ ├── fctmin.py │ │ └── onefifth.py │ ├── ga │ │ ├── evoknn.py │ │ ├── evoknn_jmlr.py │ │ ├── evosn.py │ │ ├── heart_scale.csv │ │ ├── knapsack.py │ │ ├── knn.py │ │ ├── kursawefct.py │ │ ├── mo_rhv.py │ │ ├── nqueens.py │ │ ├── nsga2.py │ │ ├── onemax.py │ │ ├── onemax_island.py │ │ ├── onemax_island_scoop.py │ │ ├── onemax_mp.py │ │ ├── onemax_multidemic.py │ │ ├── onemax_numpy.py │ │ ├── onemax_short.py │ │ ├── pareto_front │ │ │ ├── dtlz1_front.json │ │ │ ├── dtlz2_front.json │ │ │ ├── dtlz3_front.json │ │ │ ├── dtlz4_front.json │ │ │ ├── zdt1_front.json │ │ │ ├── zdt2_front.json │ │ │ ├── zdt3_front.json │ │ │ ├── zdt4_front.json │ │ │ └── zdt6_front.json │ │ ├── sortingnetwork.py │ │ ├── tsp.py │ │ ├── tsp │ │ │ ├── gr120.json │ │ │ ├── gr17.json │ │ │ └── gr24.json │ │ └── xkcd.py │ ├── gp │ │ ├── __init__.py │ │ ├── adf_symbreg.py │ │ ├── ant.py │ │ ├── ant │ │ │ ├── AntSimulatorFast.cpp │ │ │ ├── AntSimulatorFast.hpp │ │ │ ├── buildAntSimFast.py │ │ │ └── santafe_trail.txt │ │ ├── multiplexer.py │ │ ├── parity.py │ │ ├── spambase.csv │ │ ├── spambase.py │ │ ├── symbreg.py │ │ ├── symbreg_epsilon_lexicase.py │ │ ├── symbreg_harm.py │ │ ├── symbreg_numpy.py │ │ └── 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