From 4afd2e2cc58793415cfe479c5b238f7815dae998 Mon Sep 17 00:00:00 2001 From: Hamad-Alajeel <91402384+Hamad-Alajeel@users.noreply.github.com> Date: Wed, 17 Jul 2024 05:20:28 -0700 Subject: [PATCH] numerical_sim_julia files upload --- .../large_scale_simulation_julia.ipynb | 1585 +++++++++++++++++ .../num_sim_functions_julia.ipynb | 1335 ++++++++++++++ 2 files changed, 2920 insertions(+) create mode 100644 Julia Implementations/numerical_sim_julia/large_scale_simulation_julia.ipynb create mode 100644 Julia Implementations/numerical_sim_julia/num_sim_functions_julia.ipynb diff --git a/Julia Implementations/numerical_sim_julia/large_scale_simulation_julia.ipynb b/Julia Implementations/numerical_sim_julia/large_scale_simulation_julia.ipynb new file mode 100644 index 0000000..401cb44 --- /dev/null +++ b/Julia Implementations/numerical_sim_julia/large_scale_simulation_julia.ipynb @@ -0,0 +1,1585 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "6340de31-9f66-432d-ba16-7b1360438dc3", + "metadata": {}, + "outputs": [], + "source": [ + "using CSV\n", + "using DataFrames\n", + "using Random\n", + "using PyPlot\n", + "using StatsBase\n", + "using NBInclude\n", + "@nbinclude(\"num_sim_functions_julia.ipynb\");" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e7a1a640-1cc5-415c-b1df-26f3a28868c8", + "metadata": {}, + "outputs": [], + "source": [ + "# parameters setting\n", + "N = 20\n", + "platoon_bool = 0\n", + "controllerType = 1\n", + "\n", + "if N == 20\n", + " # 20 autonomous vehicles\n", + " AV_array = [0 1 2 3 4 5 6 7 8 9 10 15 20]\n", + " TotalTime = 100\n", + "end\n", + "\n", + "if N == 45\n", + " # 45 autonomous vehicles\n", + " AV_array = [0 3 5 7 9 12 14 16 18 21 23 32 45]\n", + " TotalTime = 100\n", + "end\n", + "\n", + "if N == 70\n", + " # 70 autonomous vehicles\n", + " #AV_array = [0 4 7 11 14 18 21 25 28 32 35 53 70]\n", + " #AV_array = [0 4 7 11 14 18 21]\n", + " AV_array = [25 28 32 35 53 70]\n", + " TotalTime = 200\n", + "end\n", + "\n", + "# Result array\n", + "Control_energy = Float64[]\n", + "Settling_Time = Float64[]\n", + "Maximum_Spacing = Float64[];\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "67fd9c7f-2214-4aa4-b131-3e41bf23a73c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Running case: 1\n", + " Settling Time is 99.99000000000001s Maximum Spacing in front of AV is 0 Control energy is 0J \n", + "Running case: " + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sys:1: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2\n", + "MOSEK warning 500 (MSK_RES_WRN_LICENSE_EXPIRE): The license expires in 5 days.\n", + "MOSEK warning 500 (MSK_RES_WRN_LICENSE_EXPIRE): The license expires in 5 days.\n", + "Problem\n", + " Name : \n", + " Objective sense : minimize \n", + " Type : CONIC (conic optimization problem)\n", + " Constraints : 3201 \n", + " Affine conic cons. : 2 (1681 rows)\n", + " Disjunctive cons. : 0 \n", + " Cones : 0 \n", + " Scalar variables : 1682 \n", + " Matrix variables : 0 \n", + " Integer variables : 0 \n", + "\n", + "Optimizer started.\n", + "Presolve started.\n", + "Linear dependency checker started.\n", + "Linear dependency checker terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 1487\n", + "Eliminator terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 0\n", + "Eliminator terminated.\n", + "Eliminator - tries : 2 time : 0.00 \n", + "Lin. dep. - tries : 1 time : 0.00 \n", + "Lin. dep. - primal attempts : 1 successes : 1 \n", + "Lin. dep. - dual attempts : 0 successes : 0 \n", + "Lin. dep. - primal deps. : 780 dual deps. : 0 \n", + "Presolve terminated. Time: 0.05 \n", + "GP based matrix reordering started.\n", + "GP based matrix reordering terminated.\n", + "Optimizer - threads : 8 \n", + "Optimizer - solved problem : the primal \n", + "Optimizer - Constraints : 2127 \n", + "Optimizer - Cones : 1 \n", + "Optimizer - Scalar variables : 1308 conic : 488 \n", + "Optimizer - Semi-definite variables: 2 scalarized : 1681 \n", + "Factor - setup time : 0.23 \n", + "Factor - dense det. time : 0.03 GP order time : 0.08 \n", + "Factor - nonzeros before factor : 7.33e+05 after factor : 1.42e+06 \n", + "Factor - dense dim. : 2 flops : 1.30e+09 \n", + "ITE PFEAS DFEAS GFEAS PRSTATUS POBJ DOBJ MU TIME \n", + "0 2.0e+00 1.0e+00 1.0e+00 0.00e+00 0.000000000e+00 0.000000000e+00 1.0e+00 0.28 \n", + "1 1.6e+00 7.8e-01 7.7e-01 6.08e-02 3.874648096e-01 4.527227088e-01 7.8e-01 0.36 \n", + "2 1.0e+00 5.0e-01 2.0e-01 4.08e-01 1.055036335e+00 7.880082232e-01 5.0e-01 0.42 \n", + "3 8.6e-01 4.3e-01 1.2e-01 4.13e+00 9.497011823e-01 8.152921356e-01 4.3e-01 0.47 \n", + "4 4.8e-01 2.4e-01 3.8e-02 2.79e+00 9.132549398e-01 8.775393855e-01 2.4e-01 0.52 \n", + "5 1.3e-01 6.7e-02 3.1e-03 1.99e+00 7.405864860e-01 7.331808709e-01 6.7e-02 0.56 \n", + "6 2.1e-02 1.1e-02 1.4e-04 1.70e+00 6.319037778e-01 6.310269728e-01 1.1e-02 0.62 \n", + "7 1.3e-02 6.4e-03 6.4e-05 1.19e+00 6.139861254e-01 6.134682783e-01 6.4e-03 0.67 \n", + "8 7.1e-03 3.6e-03 2.5e-05 1.12e+00 6.063591458e-01 6.060758316e-01 3.6e-03 0.72 \n", + "9 2.6e-03 1.3e-03 5.3e-06 1.06e+00 5.991357772e-01 5.990344488e-01 1.3e-03 0.77 \n", + "10 2.9e-04 1.5e-04 1.4e-07 1.02e+00 5.957069175e-01 5.956946756e-01 1.5e-04 0.83 \n", + "11 2.8e-04 1.4e-04 1.3e-07 1.00e+00 5.956940614e-01 5.956824656e-01 1.4e-04 0.89 \n", + "12 1.7e-04 8.3e-05 6.0e-08 1.00e+00 5.955806956e-01 5.955737722e-01 8.3e-05 0.94 \n", + "13 2.3e-05 1.1e-05 2.9e-09 1.00e+00 5.954229034e-01 5.954219573e-01 1.1e-05 1.00 \n", + "14 1.6e-05 7.9e-06 1.7e-09 9.95e-01 5.954179310e-01 5.954172685e-01 7.9e-06 1.05 \n", + "15 1.8e-06 8.9e-07 6.8e-11 9.97e-01 5.954044570e-01 5.954043832e-01 8.9e-07 1.11 \n", + "16 2.7e-07 1.4e-07 4.4e-12 1.00e+00 5.954028639e-01 5.954028527e-01 1.4e-07 1.17 \n", + "Optimizer terminated. Time: 1.17 \n", + "\n", + " Settling Time is 65.15s Maximum Spacing in front of AV is 43.907180322814156 Control energy is 177.27492607949705J \n", + "Running case: " + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sys:1: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n", + "Problem\n", + " Name : \n", + " Objective sense : minimize \n", + " Type : CONIC (conic optimization problem)\n", + " Constraints : 3242 \n", + " Affine conic cons. : 2 (1723 rows)\n", + " Disjunctive cons. : 0 \n", + " Cones : 0 \n", + " Scalar variables : 1765 \n", + " Matrix variables : 0 \n", + " Integer variables : 0 \n", + "\n", + "Optimizer started.\n", + "Presolve started.\n", + "Linear dependency checker started.\n", + "Linear dependency checker terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 1578\n", + "Eliminator terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 0\n", + "Eliminator terminated.\n", + "Eliminator - tries : 2 time : 0.00 \n", + "Lin. dep. - tries : 1 time : 0.00 \n", + "Lin. dep. - primal attempts : 1 successes : 1 \n", + "Lin. dep. - dual attempts : 0 successes : 0 \n", + "Lin. dep. - primal deps. : 780 dual deps. : 0 \n", + "Presolve terminated. Time: 0.03 \n", + "GP based matrix reordering started.\n", + "GP based matrix reordering terminated.\n", + "Optimizer - threads : 8 \n", + "Optimizer - solved problem : the primal \n", + "Optimizer - Constraints : 2123 \n", + "Optimizer - Cones : 1 \n", + "Optimizer - Scalar variables : 1304 conic : 484 \n", + "Optimizer - Semi-definite variables: 2 scalarized : 1723 \n", + "Factor - setup time : 0.25 \n", + "Factor - dense det. time : 0.02 GP order time : 0.09 \n", + "Factor - nonzeros before factor : 7.70e+05 after factor : 1.47e+06 \n", + "Factor - dense dim. : 2 flops : 1.40e+09 \n", + "ITE PFEAS DFEAS GFEAS PRSTATUS POBJ DOBJ MU TIME \n", + "0 2.0e+00 1.0e+00 1.0e+00 0.00e+00 0.000000000e+00 0.000000000e+00 1.0e+00 0.28 \n", + "1 1.5e+00 7.6e-01 7.2e-01 -1.31e-01 4.494454379e-01 4.934510964e-01 7.6e-01 0.39 \n", + "2 1.3e+00 6.4e-01 4.3e-01 1.14e+00 7.793395389e-01 6.447776113e-01 6.4e-01 0.47 \n", + "3 8.3e-01 4.1e-01 1.8e-01 2.21e+00 9.713975458e-01 9.726801832e-01 4.1e-01 0.53 \n", + "4 3.9e-01 1.9e-01 3.9e-02 2.56e+00 9.152915535e-01 9.087117716e-01 1.9e-01 0.58 \n", + "5 1.3e-01 6.3e-02 4.4e-03 1.90e+00 7.842260452e-01 7.796059825e-01 6.3e-02 0.64 \n", + "6 2.9e-02 1.4e-02 3.1e-04 1.62e+00 6.960326273e-01 6.949164297e-01 1.4e-02 0.70 \n", + "7 1.3e-02 6.3e-03 8.2e-05 1.22e+00 6.726188231e-01 6.721356802e-01 6.3e-03 0.77 \n", + "8 7.8e-03 3.9e-03 3.8e-05 1.12e+00 6.666909874e-01 6.663924599e-01 3.9e-03 0.81 \n", + "9 2.7e-03 1.3e-03 6.8e-06 1.07e+00 6.591572223e-01 6.590526216e-01 1.3e-03 0.88 \n", + "10 1.3e-03 6.6e-04 2.3e-06 1.03e+00 6.574306157e-01 6.573777052e-01 6.6e-04 0.92 \n", + "11 1.1e-04 5.5e-05 3.0e-08 1.02e+00 6.557808241e-01 6.557758584e-01 5.5e-05 0.98 \n", + "12 8.3e-05 4.1e-05 2.0e-08 1.00e+00 6.557535499e-01 6.557498264e-01 4.1e-05 1.05 \n", + "13 1.2e-05 5.8e-06 1.2e-09 1.00e+00 6.556713119e-01 6.556708033e-01 5.8e-06 1.11 \n", + "14 5.6e-06 2.8e-06 4.2e-10 1.00e+00 6.556631576e-01 6.556629112e-01 2.8e-06 1.16 \n", + "15 6.0e-07 3.0e-07 1.5e-11 1.00e+00 6.556561913e-01 6.556561651e-01 3.0e-07 1.24 \n", + "16 1.0e-07 5.1e-08 1.1e-12 1.00e+00 6.556555298e-01 6.556555254e-01 5.1e-08 1.30 \n", + "Optimizer terminated. Time: 1.31 \n", + "\n", + " Settling Time is 48.44s Maximum Spacing in front of AV is 42.75362580528292 Control energy is 280.72810120520023J \n", + "Running case: 4" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sys:1: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Problem\n", + " Name : \n", + " Objective sense : minimize \n", + " Type : CONIC (conic optimization problem)\n", + " Constraints : 3284 \n", + " Affine conic cons. : 2 (1766 rows)\n", + " Disjunctive cons. : 0 \n", + " Cones : 0 \n", + " Scalar variables : 1850 \n", + " Matrix variables : 0 \n", + " Integer variables : 0 \n", + "\n", + "Optimizer started.\n", + "Presolve started.\n", + "Linear dependency checker started.\n", + "Linear dependency checker terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 1667\n", + "Eliminator terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 0\n", + "Eliminator terminated.\n", + "Eliminator - tries : 2 time : 0.00 \n", + "Lin. dep. - tries : 1 time : 0.00 \n", + "Lin. dep. - primal attempts : 1 successes : 1 \n", + "Lin. dep. - dual attempts : 0 successes : 0 \n", + "Lin. dep. - primal deps. : 780 dual deps. : 0 \n", + "Presolve terminated. Time: 0.01 \n", + "GP based matrix reordering started.\n", + "GP based matrix reordering terminated.\n", + "Optimizer - threads : 8 \n", + "Optimizer - solved problem : the primal \n", + "Optimizer - Constraints : 2121 \n", + "Optimizer - Cones : 1 \n", + "Optimizer - Scalar variables : 1302 conic : 482 \n", + "Optimizer - Semi-definite variables: 2 scalarized : 1766 \n", + "Factor - setup time : 0.28 \n", + "Factor - dense det. time : 0.03 GP order time : 0.14 \n", + "Factor - nonzeros before factor : 8.09e+05 after factor : 1.49e+06 \n", + "Factor - dense dim. : 2 flops : 1.41e+09 \n", + "ITE PFEAS DFEAS GFEAS PRSTATUS POBJ DOBJ MU TIME \n", + "0 2.0e+00 1.0e+00 1.0e+00 0.00e+00 0.000000000e+00 0.000000000e+00 1.0e+00 0.30 \n", + "1 1.6e+00 7.9e-01 7.4e-01 -2.72e-01 4.632884578e-01 4.880554191e-01 7.9e-01 0.36 \n", + "2 1.1e+00 5.7e-01 2.9e-01 1.19e+00 9.783235993e-01 8.259555742e-01 5.7e-01 0.42 \n", + "3 7.5e-01 3.8e-01 9.9e-02 2.81e+00 9.911278628e-01 9.157316991e-01 3.8e-01 0.47 \n", + "4 1.7e-01 8.4e-02 5.1e-03 2.20e+00 9.041459310e-01 8.913280092e-01 8.4e-02 0.55 \n", + "5 2.7e-02 1.3e-02 1.2e-04 1.83e+00 7.589182527e-01 7.573684810e-01 1.3e-02 0.61 \n", + "6 1.5e-02 7.4e-03 5.4e-05 1.28e+00 7.339852498e-01 7.331958643e-01 7.4e-03 0.66 \n", + "7 6.2e-03 3.1e-03 1.5e-05 1.15e+00 7.230596020e-01 7.227477036e-01 3.1e-03 0.72 \n", + "8 2.6e-03 1.3e-03 4.3e-06 1.07e+00 7.175590230e-01 7.174335516e-01 1.3e-03 0.78 \n", + "9 5.6e-04 2.8e-04 4.2e-07 1.03e+00 7.144007172e-01 7.143742113e-01 2.8e-04 0.83 \n", + "10 7.7e-05 3.9e-05 2.3e-08 1.01e+00 7.137526198e-01 7.137490082e-01 3.9e-05 0.91 \n", + "11 4.8e-05 2.4e-05 1.1e-08 1.00e+00 7.137110237e-01 7.137087697e-01 2.4e-05 0.95 \n", + "12 3.9e-06 1.9e-06 2.4e-10 1.00e+00 7.136436130e-01 7.136434324e-01 1.9e-06 1.02 \n", + "13 1.4e-06 7.2e-07 5.8e-11 1.00e+00 7.136399494e-01 7.136398822e-01 7.2e-07 1.06 \n", + "14 1.8e-07 9.2e-08 2.8e-12 1.00e+00 7.136380851e-01 7.136380766e-01 9.2e-08 1.12 \n", + "Optimizer terminated. Time: 1.14 \n", + "\n", + " Settling Time is 46.84s Maximum Spacing in front of AV is 45.15818994871552 Control energy is 320.9319645606799J \n", + "Running case: 5\n", + "Problem\n", + " Name : \n", + " Objective sense : minimize \n", + " Type : CONIC (conic optimization problem)\n", + " Constraints : 3327 \n", + " Affine conic cons. : 2 (1810 rows)\n", + " Disjunctive cons. : 0 \n", + " Cones : 0 \n", + " Scalar variables : 1937 \n", + " Matrix variables : 0 \n", + " Integer variables : 0 \n", + "\n", + "Optimizer started.\n", + "Presolve started.\n", + "Linear dependency checker started.\n", + "Linear dependency checker terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 1732\n", + "Eliminator terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 0\n", + "Eliminator terminated.\n", + "Eliminator - tries : 2 time : 0.00 \n", + "Lin. dep. - tries : 1 time : 0.00 \n", + "Lin. dep. - primal attempts : 1 successes : 1 \n", + "Lin. dep. - dual attempts : 0 successes : 0 \n", + "Lin. dep. - primal deps. : 780 dual deps. : 0 \n", + "Presolve terminated. Time: 0.03 \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sys:1: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GP based matrix reordering started.\n", + "GP based matrix reordering terminated.\n", + "Optimizer - threads : 8 \n", + "Optimizer - solved problem : the primal \n", + "Optimizer - Constraints : 2132 \n", + "Optimizer - Cones : 1 \n", + "Optimizer - Scalar variables : 1313 conic : 493 \n", + "Optimizer - Semi-definite variables: 2 scalarized : 1810 \n", + "Factor - setup time : 0.27 \n", + "Factor - dense det. time : 0.01 GP order time : 0.12 \n", + "Factor - nonzeros before factor : 8.50e+05 after factor : 1.53e+06 \n", + "Factor - dense dim. : 2 flops : 1.48e+09 \n", + "ITE PFEAS DFEAS GFEAS PRSTATUS POBJ DOBJ MU TIME \n", + "0 2.0e+00 1.0e+00 1.0e+00 0.00e+00 0.000000000e+00 0.000000000e+00 1.0e+00 0.30 \n", + "1 1.6e+00 8.1e-01 7.7e-01 -4.56e-01 4.762790978e-01 5.142396512e-01 8.1e-01 0.36 \n", + "2 1.1e+00 5.7e-01 3.1e-01 1.13e+00 1.037363081e+00 9.431328463e-01 5.7e-01 0.42 \n", + "3 5.8e-01 2.9e-01 9.1e-02 2.44e+00 1.081137766e+00 1.077289992e+00 2.9e-01 0.50 \n", + "4 1.1e-01 5.6e-02 4.2e-03 2.11e+00 9.189020605e-01 9.143784076e-01 5.6e-02 0.56 \n", + "5 2.1e-02 1.0e-02 1.8e-04 1.59e+00 8.057658525e-01 8.047415793e-01 1.0e-02 0.64 \n", + "6 1.1e-02 5.6e-03 6.8e-05 1.24e+00 7.879006698e-01 7.873758409e-01 5.6e-03 0.69 \n", + "7 4.4e-03 2.2e-03 1.6e-05 1.13e+00 7.765202780e-01 7.763152098e-01 2.2e-03 0.75 \n", + "8 2.9e-03 1.4e-03 8.1e-06 1.06e+00 7.740037165e-01 7.738706422e-01 1.4e-03 0.81 \n", + "9 1.5e-03 7.6e-04 3.0e-06 1.04e+00 7.717986321e-01 7.717287720e-01 7.6e-04 0.88 \n", + "10 4.1e-04 2.0e-04 3.9e-07 1.02e+00 7.697737407e-01 7.697548288e-01 2.0e-04 0.97 \n", + "11 4.6e-05 2.3e-05 1.1e-08 1.01e+00 7.692132072e-01 7.692109056e-01 2.3e-05 1.06 \n", + "12 3.2e-05 1.6e-05 6.3e-09 1.00e+00 7.691895839e-01 7.691880050e-01 1.6e-05 1.14 \n", + "13 3.1e-06 1.5e-06 1.9e-10 1.00e+00 7.691404538e-01 7.691402998e-01 1.5e-06 1.22 \n", + "14 1.1e-06 5.7e-07 4.5e-11 1.00e+00 7.691371959e-01 7.691371395e-01 5.7e-07 1.30 \n", + "15 1.3e-07 6.5e-08 1.8e-12 1.00e+00 7.691354977e-01 7.691354914e-01 6.5e-08 1.36 \n", + "Optimizer terminated. Time: 1.36 \n", + "\n", + " Settling Time is 42.37s Maximum Spacing in front of AV is 48.113246624653584 Control energy is 319.82142557824636J \n", + "Running case: 6\n", + "Problem\n", + " Name : \n", + " Objective sense : minimize \n", + " Type : CONIC (conic optimization problem)\n", + " Constraints : 3371 \n", + " Affine conic cons. : 2 (1855 rows)\n", + " Disjunctive cons. : 0 \n", + " Cones : 0 \n", + " Scalar variables : 2026 \n", + " Matrix variables : 0 \n", + " Integer variables : 0 \n", + "\n", + "Optimizer started.\n", + "Presolve started.\n", + "Linear dependency checker started.\n", + "Linear dependency checker terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 1803\n", + "Eliminator terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 0\n", + "Eliminator terminated.\n", + "Eliminator - tries : 2 time : 0.00 \n", + "Lin. dep. - tries : 1 time : 0.00 \n", + "Lin. dep. - primal attempts : 1 successes : 1 \n", + "Lin. dep. - dual attempts : 0 successes : 0 \n", + "Lin. dep. - primal deps. : 780 dual deps. : 0 \n", + "Presolve terminated. Time: 0.00 \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sys:1: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GP based matrix reordering started.\n", + "GP based matrix reordering terminated.\n", + "Optimizer - threads : 8 \n", + "Optimizer - solved problem : the primal \n", + "Optimizer - Constraints : 2141 \n", + "Optimizer - Cones : 1 \n", + "Optimizer - Scalar variables : 1322 conic : 502 \n", + "Optimizer - Semi-definite variables: 2 scalarized : 1855 \n", + "Factor - setup time : 0.30 \n", + "Factor - dense det. time : 0.03 GP order time : 0.14 \n", + "Factor - nonzeros before factor : 8.96e+05 after factor : 1.60e+06 \n", + "Factor - dense dim. : 2 flops : 1.60e+09 \n", + "ITE PFEAS DFEAS GFEAS PRSTATUS POBJ DOBJ MU TIME \n", + "0 2.0e+00 1.0e+00 1.0e+00 0.00e+00 0.000000000e+00 0.000000000e+00 1.0e+00 0.33 \n", + "1 1.6e+00 8.1e-01 7.8e-01 -6.10e-01 5.458600009e-01 5.995613937e-01 8.1e-01 0.41 \n", + "2 1.1e+00 5.6e-01 3.0e-01 1.22e+00 1.133177943e+00 1.041255986e+00 5.6e-01 0.48 \n", + "3 5.0e-01 2.5e-01 7.0e-02 2.40e+00 1.135613335e+00 1.133951226e+00 2.5e-01 0.56 \n", + "4 7.4e-02 3.7e-02 2.1e-03 2.01e+00 9.498888099e-01 9.465036906e-01 3.7e-02 0.66 \n", + "5 1.4e-02 7.2e-03 1.0e-04 1.40e+00 8.593189508e-01 8.585130962e-01 7.2e-03 0.75 \n", + "6 6.3e-03 3.2e-03 2.7e-05 1.20e+00 8.409920700e-01 8.406568680e-01 3.2e-03 0.81 \n", + "7 3.2e-03 1.6e-03 9.4e-06 1.08e+00 8.350328498e-01 8.348674579e-01 1.6e-03 0.88 \n", + "8 1.3e-03 6.4e-04 2.3e-06 1.04e+00 8.306741923e-01 8.306069512e-01 6.4e-04 0.94 \n", + "9 4.2e-04 2.1e-04 4.1e-07 1.04e+00 8.290614904e-01 8.290391891e-01 2.1e-04 1.00 \n", + "10 2.1e-05 1.0e-05 2.6e-09 1.03e+00 8.282655180e-01 8.282643198e-01 1.0e-05 1.08 \n", + "11 1.8e-05 9.2e-06 2.2e-09 1.00e+00 8.282603330e-01 8.282592822e-01 9.2e-06 1.16 \n", + "12 2.8e-06 1.4e-06 1.9e-10 1.00e+00 8.282262406e-01 8.282260921e-01 1.4e-06 1.22 \n", + "13 3.5e-07 1.7e-07 8.4e-12 1.00e+00 8.282212546e-01 8.282212361e-01 1.7e-07 1.30 \n", + "14 1.7e-07 5.7e-08 1.6e-12 1.00e+00 8.282207874e-01 8.282207814e-01 5.6e-08 1.38 \n", + "Optimizer terminated. Time: 1.39 \n", + "\n", + " Settling Time is 38.67s Maximum Spacing in front of AV is 33.61518240829696 Control energy is 291.0793341590644J \n", + "Running case: 7\n", + "Problem\n", + " Name : \n", + " Objective sense : minimize \n", + " Type : CONIC (conic optimization problem)\n", + " Constraints : 3416 \n", + " Affine conic cons. : 2 (1901 rows)\n", + " Disjunctive cons. : 0 \n", + " Cones : 0 \n", + " Scalar variables : 2117 \n", + " Matrix variables : 0 \n", + " Integer variables : 0 \n", + "\n", + "Optimizer started.\n", + "Presolve started.\n", + "Linear dependency checker started.\n", + "Linear dependency checker terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 1856\n", + "Eliminator terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 0\n", + "Eliminator terminated.\n", + "Eliminator - tries : 2 time : 0.00 \n", + "Lin. dep. - tries : 1 time : 0.00 \n", + "Lin. dep. - primal attempts : 1 successes : 1 \n", + "Lin. dep. - dual attempts : 0 successes : 0 \n", + "Lin. dep. - primal deps. : 780 dual deps. : 0 \n", + "Presolve terminated. Time: 0.02 \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sys:1: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GP based matrix reordering started.\n", + "GP based matrix reordering terminated.\n", + "Optimizer - threads : 8 \n", + "Optimizer - solved problem : the primal \n", + "Optimizer - Constraints : 2160 \n", + "Optimizer - Cones : 1 \n", + "Optimizer - Scalar variables : 1341 conic : 521 \n", + "Optimizer - Semi-definite variables: 2 scalarized : 1901 \n", + "Factor - setup time : 0.34 \n", + "Factor - dense det. time : 0.03 GP order time : 0.16 \n", + "Factor - nonzeros before factor : 9.43e+05 after factor : 1.63e+06 \n", + "Factor - dense dim. : 2 flops : 1.64e+09 \n", + "ITE PFEAS DFEAS GFEAS PRSTATUS POBJ DOBJ MU TIME \n", + "0 2.0e+00 1.0e+00 1.0e+00 0.00e+00 0.000000000e+00 0.000000000e+00 1.0e+00 0.36 \n", + "1 1.6e+00 8.1e-01 7.9e-01 -7.26e-01 5.870124426e-01 6.485989375e-01 8.1e-01 0.45 \n", + "2 1.2e+00 5.8e-01 3.4e-01 1.27e+00 1.163501919e+00 1.086137483e+00 5.8e-01 0.53 \n", + "3 5.5e-01 2.8e-01 8.1e-02 2.27e+00 1.230440275e+00 1.217881845e+00 2.8e-01 0.61 \n", + "4 1.9e-01 9.3e-02 1.2e-02 2.01e+00 1.061152924e+00 1.056295590e+00 9.3e-02 0.70 \n", + "5 2.7e-02 1.4e-02 7.8e-05 1.52e+00 9.479671902e-01 9.456918585e-01 1.4e-02 0.78 \n", + "6 1.9e-02 9.3e-03 6.4e-05 1.26e+00 9.137851665e-01 9.123789605e-01 9.3e-03 0.84 \n", + "7 9.4e-03 4.7e-03 2.9e-05 1.24e+00 8.947789283e-01 8.941401385e-01 4.7e-03 0.92 \n", + "8 3.4e-03 1.7e-03 6.7e-06 1.16e+00 8.813614871e-01 8.811532154e-01 1.7e-03 0.98 \n", + "9 6.4e-04 3.2e-04 5.6e-07 1.07e+00 8.758934185e-01 8.758551387e-01 3.2e-04 1.06 \n", + "10 6.3e-05 3.1e-05 1.9e-08 1.02e+00 8.747256854e-01 8.747220679e-01 3.1e-05 1.14 \n", + "11 4.2e-05 2.1e-05 1.1e-08 1.00e+00 8.746798616e-01 8.746774379e-01 2.1e-05 1.20 \n", + "12 4.4e-06 2.2e-06 3.8e-10 1.00e+00 8.745930090e-01 8.745927607e-01 2.2e-06 1.33 \n", + "13 7.6e-07 3.8e-07 2.8e-11 1.00e+00 8.745855668e-01 8.745855250e-01 3.8e-07 1.39 \n", + "14 6.0e-08 3.0e-08 6.3e-13 1.00e+00 8.745841196e-01 8.745841163e-01 3.0e-08 1.47 \n", + "Optimizer terminated. Time: 1.47 \n", + "\n", + " Settling Time is 37.04s Maximum Spacing in front of AV is 46.89892549100466 Control energy is 263.24319551429636J \n", + "Running case: 8\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sys:1: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Problem\n", + " Name : \n", + " Objective sense : minimize \n", + " Type : CONIC (conic optimization problem)\n", + " Constraints : 3462 \n", + " Affine conic cons. : 2 (1948 rows)\n", + " Disjunctive cons. : 0 \n", + " Cones : 0 \n", + " Scalar variables : 2210 \n", + " Matrix variables : 0 \n", + " Integer variables : 0 \n", + "\n", + "Optimizer started.\n", + "Presolve started.\n", + "Linear dependency checker started.\n", + "Linear dependency checker terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 1917\n", + "Eliminator terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 0\n", + "Eliminator terminated.\n", + "Eliminator - tries : 2 time : 0.00 \n", + "Lin. dep. - tries : 1 time : 0.01 \n", + "Lin. dep. - primal attempts : 1 successes : 1 \n", + "Lin. dep. - dual attempts : 0 successes : 0 \n", + "Lin. dep. - primal deps. : 780 dual deps. : 0 \n", + "Presolve terminated. Time: 0.03 \n", + "GP based matrix reordering started.\n", + "GP based matrix reordering terminated.\n", + "Optimizer - threads : 8 \n", + "Optimizer - solved problem : the primal \n", + "Optimizer - Constraints : 2176 \n", + "Optimizer - Cones : 1 \n", + "Optimizer - Scalar variables : 1357 conic : 537 \n", + "Optimizer - Semi-definite variables: 2 scalarized : 1948 \n", + "Factor - setup time : 0.34 \n", + "Factor - dense det. time : 0.03 GP order time : 0.16 \n", + "Factor - nonzeros before factor : 9.94e+05 after factor : 1.71e+06 \n", + "Factor - dense dim. : 2 flops : 1.77e+09 \n", + "ITE PFEAS DFEAS GFEAS PRSTATUS POBJ DOBJ MU TIME \n", + "0 2.0e+00 1.0e+00 1.0e+00 0.00e+00 0.000000000e+00 0.000000000e+00 1.0e+00 0.38 \n", + "1 1.6e+00 8.0e-01 7.8e-01 -8.68e-01 6.830494568e-01 7.474601656e-01 8.0e-01 0.47 \n", + "2 1.1e+00 5.7e-01 3.2e-01 1.43e+00 1.258191213e+00 1.192441252e+00 5.7e-01 0.56 \n", + "3 4.8e-01 2.4e-01 6.5e-02 2.29e+00 1.297277587e+00 1.287271415e+00 2.4e-01 0.62 \n", + "4 1.7e-01 8.3e-02 1.0e-02 1.89e+00 1.105790358e+00 1.101133355e+00 8.3e-02 0.70 \n", + "5 2.3e-02 1.1e-02 6.2e-05 1.50e+00 9.943222335e-01 9.923506830e-01 1.1e-02 0.80 \n", + "6 1.8e-02 8.8e-03 5.7e-05 1.06e+00 9.701878644e-01 9.687028985e-01 8.8e-03 0.88 \n", + "7 9.0e-03 4.5e-03 2.9e-05 1.18e+00 9.462258927e-01 9.455454864e-01 4.5e-03 0.94 \n", + "8 2.9e-03 1.5e-03 6.3e-06 1.12e+00 9.301254250e-01 9.299235380e-01 1.5e-03 1.02 \n", + "9 8.8e-04 4.4e-04 1.1e-06 1.03e+00 9.248927928e-01 9.248332847e-01 4.4e-04 1.09 \n", + "10 1.1e-04 5.6e-05 5.3e-08 1.01e+00 9.227741989e-01 9.227668475e-01 5.6e-05 1.22 \n", + "11 8.5e-05 4.3e-05 3.6e-08 1.01e+00 9.227065201e-01 9.227009173e-01 4.3e-05 1.30 \n", + "12 3.5e-05 1.8e-05 9.8e-09 1.01e+00 9.225679711e-01 9.225656961e-01 1.8e-05 1.38 \n", + "13 1.9e-06 9.4e-07 1.0e-10 1.00e+00 9.224787714e-01 9.224786455e-01 9.4e-07 1.45 \n", + "14 9.6e-07 4.8e-07 4.0e-11 1.00e+00 9.224765641e-01 9.224765007e-01 4.8e-07 1.53 \n", + "15 1.0e-07 5.0e-08 1.6e-12 1.00e+00 9.224742653e-01 9.224742589e-01 5.0e-08 1.61 \n", + "Optimizer terminated. Time: 1.61 \n", + "\n", + " Settling Time is 37.050000000000004s Maximum Spacing in front of AV is 44.32955135402608 Control energy is 280.60573176320503J " + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sys:1: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Running case: 9\n", + "Problem\n", + " Name : \n", + " Objective sense : minimize \n", + " Type : CONIC (conic optimization problem)\n", + " Constraints : 3509 \n", + " Affine conic cons. : 2 (1996 rows)\n", + " Disjunctive cons. : 0 \n", + " Cones : 0 \n", + " Scalar variables : 2305 \n", + " Matrix variables : 0 \n", + " Integer variables : 0 \n", + "\n", + "Optimizer started.\n", + "Presolve started.\n", + "Linear dependency checker started.\n", + "Linear dependency checker terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 2020\n", + "Eliminator terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 0\n", + "Eliminator terminated.\n", + "Eliminator - tries : 2 time : 0.00 \n", + "Lin. dep. - tries : 1 time : 0.00 \n", + "Lin. dep. - primal attempts : 1 successes : 1 \n", + "Lin. dep. - dual attempts : 0 successes : 0 \n", + "Lin. dep. - primal deps. : 780 dual deps. : 0 \n", + "Presolve terminated. Time: 0.02 \n", + "GP based matrix reordering started.\n", + "GP based matrix reordering terminated.\n", + "Optimizer - threads : 8 \n", + "Optimizer - solved problem : the primal \n", + "Optimizer - Constraints : 2172 \n", + "Optimizer - Cones : 1 \n", + "Optimizer - Scalar variables : 1353 conic : 533 \n", + "Optimizer - Semi-definite variables: 2 scalarized : 1996 \n", + "Factor - setup time : 0.28 \n", + "Factor - dense det. time : 0.03 GP order time : 0.12 \n", + "Factor - nonzeros before factor : 1.05e+06 after factor : 1.75e+06 \n", + "Factor - dense dim. : 2 flops : 1.84e+09 \n", + "ITE PFEAS DFEAS GFEAS PRSTATUS POBJ DOBJ MU TIME \n", + "0 2.0e+00 1.0e+00 1.0e+00 0.00e+00 0.000000000e+00 0.000000000e+00 1.0e+00 0.30 \n", + "1 1.6e+00 7.9e-01 7.7e-01 -9.83e-01 8.119716836e-01 9.019142196e-01 7.9e-01 0.41 \n", + "2 1.3e+00 6.4e-01 3.5e-01 1.64e+00 1.290521197e+00 1.115784141e+00 6.4e-01 0.50 \n", + "3 7.2e-01 3.6e-01 7.2e-02 1.86e+00 1.537573538e+00 1.415352991e+00 3.6e-01 0.58 \n", + "4 2.2e-01 1.1e-01 9.4e-03 2.01e+00 1.232174269e+00 1.208813923e+00 1.1e-01 0.66 \n", + "5 3.4e-02 1.7e-02 3.0e-04 1.56e+00 1.062462991e+00 1.059546470e+00 1.7e-02 0.77 \n", + "6 1.0e-02 5.2e-03 5.3e-05 1.17e+00 1.000947112e+00 1.000132470e+00 5.2e-03 0.84 \n", + "7 4.5e-03 2.2e-03 1.5e-05 1.04e+00 9.817005494e-01 9.813612497e-01 2.2e-03 0.92 \n", + "8 1.3e-03 6.7e-04 2.7e-06 9.99e-01 9.705393250e-01 9.704378362e-01 6.7e-04 1.00 \n", + "9 5.4e-04 2.7e-04 7.1e-07 9.70e-01 9.669054570e-01 9.668649279e-01 2.7e-04 1.06 \n", + "10 2.2e-04 1.1e-04 1.9e-07 9.88e-01 9.657497243e-01 9.657332538e-01 1.1e-04 1.14 \n", + "11 2.8e-05 1.4e-05 8.8e-09 9.91e-01 9.650569248e-01 9.650548298e-01 1.4e-05 1.24 \n", + "12 2.4e-05 1.2e-05 7.1e-09 9.99e-01 9.650451016e-01 9.650433041e-01 1.2e-05 1.33 \n", + "13 3.7e-06 1.8e-06 4.3e-10 9.99e-01 9.649810418e-01 9.649807683e-01 1.8e-06 1.42 \n", + "14 6.3e-07 3.2e-07 3.1e-11 1.00e+00 9.649706522e-01 9.649706054e-01 3.2e-07 1.52 \n", + "15 9.3e-08 4.7e-08 1.8e-12 1.00e+00 9.649690601e-01 9.649690532e-01 4.7e-08 1.61 \n", + "Optimizer terminated. Time: 1.61 \n", + "\n", + " Settling Time is 36.14s Maximum Spacing in front of AV is 41.08391307405759 Control energy is 230.93705553655406J \n", + "Running case: 10\n", + "Problem\n", + " Name : \n", + " Objective sense : minimize \n", + " Type : CONIC (conic optimization problem)\n", + " Constraints : 3557 \n", + " Affine conic cons. : 2 (2045 rows)\n", + " Disjunctive cons. : 0 \n", + " Cones : 0 \n", + " Scalar variables : 2402 \n", + " Matrix variables : 0 \n", + " Integer variables : 0 \n", + "\n", + "Optimizer started.\n", + "Presolve started.\n", + "Linear dependency checker started.\n", + "Linear dependency checker terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 2025\n", + "Eliminator terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 0\n", + "Eliminator terminated.\n", + "Eliminator - tries : 2 time : 0.00 \n", + "Lin. dep. - tries : 1 time : 0.00 \n", + "Lin. dep. - primal attempts : 1 successes : 1 \n", + "Lin. dep. - dual attempts : 0 successes : 0 \n", + "Lin. dep. - primal deps. : 780 dual deps. : 0 \n", + "Presolve terminated. Time: 0.00 \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sys:1: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GP based matrix reordering started.\n", + "GP based matrix reordering terminated.\n", + "Optimizer - threads : 8 \n", + "Optimizer - solved problem : the primal \n", + "Optimizer - Constraints : 2218 \n", + "Optimizer - Cones : 1 \n", + "Optimizer - Scalar variables : 1399 conic : 579 \n", + "Optimizer - Semi-definite variables: 2 scalarized : 2045 \n", + "Factor - setup time : 0.34 \n", + "Factor - dense det. time : 0.05 GP order time : 0.14 \n", + "Factor - nonzeros before factor : 1.11e+06 after factor : 1.88e+06 \n", + "Factor - dense dim. : 2 flops : 2.04e+09 \n", + "Factor - GP saved nzs : -5662 GP saved flops : 2.73e+07 \n", + "ITE PFEAS DFEAS GFEAS PRSTATUS POBJ DOBJ MU TIME \n", + "0 2.0e+00 1.0e+00 1.0e+00 0.00e+00 0.000000000e+00 0.000000000e+00 1.0e+00 0.36 \n", + "1 1.6e+00 7.8e-01 7.7e-01 -1.10e+00 9.258640309e-01 1.041555256e+00 7.8e-01 0.50 \n", + "2 1.2e+00 6.0e-01 3.0e-01 1.79e+00 1.441498514e+00 1.264578953e+00 6.0e-01 0.59 \n", + "3 6.9e-01 3.5e-01 7.6e-02 1.93e+00 1.575610364e+00 1.470785190e+00 3.5e-01 0.66 \n", + "4 2.1e-01 1.0e-01 8.6e-03 1.93e+00 1.261108056e+00 1.238806196e+00 1.0e-01 0.75 \n", + "5 2.9e-02 1.4e-02 3.2e-04 1.51e+00 1.118057686e+00 1.115621367e+00 1.4e-02 0.86 \n", + "6 8.3e-03 4.2e-03 4.3e-05 1.10e+00 1.047107216e+00 1.046423600e+00 4.2e-03 0.95 \n", + "7 2.4e-03 1.2e-03 6.7e-06 1.02e+00 1.027689097e+00 1.027500060e+00 1.2e-03 1.03 \n", + "8 1.2e-03 5.8e-04 2.4e-06 1.00e+00 1.022196167e+00 1.022104102e+00 5.8e-04 1.11 \n", + "9 7.3e-04 3.7e-04 1.2e-06 1.01e+00 1.020788129e+00 1.020730018e+00 3.7e-04 1.19 \n", + "10 1.7e-04 8.6e-05 1.4e-07 9.95e-01 1.018308331e+00 1.018294625e+00 8.6e-05 1.28 \n", + "11 2.3e-05 1.1e-05 6.8e-09 9.96e-01 1.017726158e+00 1.017724346e+00 1.1e-05 1.38 \n", + "12 8.1e-06 4.0e-06 1.5e-09 1.00e+00 1.017665177e+00 1.017664539e+00 4.0e-06 1.45 \n", + "13 9.5e-07 4.8e-07 6.1e-11 1.00e+00 1.017637443e+00 1.017637369e+00 4.8e-07 1.55 \n", + "14 1.6e-07 7.9e-08 4.2e-12 1.00e+00 1.017635037e+00 1.017635025e+00 7.9e-08 1.64 \n", + "15 2.7e-08 6.9e-09 1.1e-13 1.00e+00 1.017634542e+00 1.017634541e+00 6.8e-09 1.73 \n", + "Optimizer terminated. Time: 1.73 \n", + "\n", + " Settling Time is 29.45s Maximum Spacing in front of AV is 40.6010236670279 Control energy is 178.94641123214285J \n", + "Running case: 11\n", + "Problem\n", + " Name : \n", + " Objective sense : minimize \n", + " Type : CONIC (conic optimization problem)\n", + " Constraints : 3606 \n", + " Affine conic cons. : 2 (2095 rows)\n", + " Disjunctive cons. : 0 \n", + " Cones : 0 \n", + " Scalar variables : 2501 \n", + " Matrix variables : 0 \n", + " Integer variables : 0 \n", + "\n", + "Optimizer started.\n", + "Presolve started.\n", + "Linear dependency checker started.\n", + "Linear dependency checker terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 2080\n", + "Eliminator terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 0\n", + "Eliminator terminated.\n", + "Eliminator - tries : 2 time : 0.00 \n", + "Lin. dep. - tries : 1 time : 0.00 \n", + "Lin. dep. - primal attempts : 1 successes : 1 \n", + "Lin. dep. - dual attempts : 0 successes : 0 \n", + "Lin. dep. - primal deps. : 780 dual deps. : 0 \n", + "Presolve terminated. Time: 0.02 \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sys:1: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GP based matrix reordering started.\n", + "GP based matrix reordering terminated.\n", + "Optimizer - threads : 8 \n", + "Optimizer - solved problem : the primal \n", + "Optimizer - Constraints : 2240 \n", + "Optimizer - Cones : 1 \n", + "Optimizer - Scalar variables : 1421 conic : 601 \n", + "Optimizer - Semi-definite variables: 2 scalarized : 2095 \n", + "Factor - setup time : 0.38 \n", + "Factor - dense det. time : 0.05 GP order time : 0.16 \n", + "Factor - nonzeros before factor : 1.17e+06 after factor : 1.86e+06 \n", + "Factor - dense dim. : 2 flops : 1.94e+09 \n", + "Factor - GP saved nzs : 8.74e+04 GP saved flops : 2.64e+08 \n", + "ITE PFEAS DFEAS GFEAS PRSTATUS POBJ DOBJ MU TIME \n", + "0 2.0e+00 1.0e+00 1.0e+00 0.00e+00 0.000000000e+00 0.000000000e+00 1.0e+00 0.39 \n", + "1 1.6e+00 7.9e-01 7.8e-01 -1.21e+00 9.402555209e-01 1.068383793e+00 7.9e-01 0.48 \n", + "2 1.2e+00 5.9e-01 2.5e-01 1.50e+00 1.543924383e+00 1.306242948e+00 5.9e-01 0.56 \n", + "3 6.2e-01 3.1e-01 5.4e-02 1.77e+00 1.634781970e+00 1.530924150e+00 3.1e-01 0.64 \n", + "4 2.1e-01 1.1e-01 8.6e-03 1.82e+00 1.340219295e+00 1.315260907e+00 1.1e-01 0.73 \n", + "5 6.1e-02 3.0e-02 1.2e-03 1.47e+00 1.202837191e+00 1.197250713e+00 3.0e-02 0.83 \n", + "6 8.2e-03 4.1e-03 5.0e-05 1.28e+00 1.111421500e+00 1.110752481e+00 4.1e-03 0.94 \n", + "7 5.9e-03 3.0e-03 3.3e-05 5.86e-01 1.093306848e+00 1.092783082e+00 3.0e-03 1.02 \n", + "8 2.5e-03 1.3e-03 9.1e-06 9.24e-01 1.078679965e+00 1.078457144e+00 1.3e-03 1.09 \n", + "9 1.5e-03 7.5e-04 4.3e-06 1.00e+00 1.071251673e+00 1.071119066e+00 7.5e-04 1.19 \n", + "10 4.9e-04 2.4e-04 7.8e-07 1.00e+00 1.064674951e+00 1.064631009e+00 2.4e-04 1.27 \n", + "11 4.2e-05 2.1e-05 1.8e-08 9.83e-01 1.061072809e+00 1.061068794e+00 2.1e-05 1.36 \n", + "12 4.1e-05 2.1e-05 1.7e-08 9.94e-01 1.061066981e+00 1.061063057e+00 2.1e-05 1.44 \n", + "13 3.8e-05 1.9e-05 1.6e-08 9.94e-01 1.061044431e+00 1.061040807e+00 1.9e-05 1.52 \n", + "14 2.0e-05 1.0e-05 6.1e-09 9.95e-01 1.060906471e+00 1.060904599e+00 1.0e-05 1.58 \n", + "15 6.4e-07 3.2e-07 3.6e-11 9.98e-01 1.060760627e+00 1.060760569e+00 3.2e-07 1.69 \n", + "16 1.1e-07 5.5e-08 2.8e-12 1.00e+00 1.060758992e+00 1.060758983e+00 5.5e-08 1.78 \n", + "Optimizer terminated. Time: 1.78 \n", + "\n", + " Settling Time is 29.36s Maximum Spacing in front of AV is 41.252271403710665 Control energy is 175.0061518137983J \n", + "Running case: 12\n", + "Problem\n", + " Name : \n", + " Objective sense : minimize \n", + " Type : CONIC (conic optimization problem)\n", + " Constraints : 3866 \n", + " Affine conic cons. : 2 (2360 rows)\n", + " Disjunctive cons. : 0 \n", + " Cones : 0 \n", + " Scalar variables : 3026 \n", + " Matrix variables : 0 \n", + " Integer variables : 0 \n", + "\n", + "Optimizer started.\n", + "Presolve started.\n", + "Linear dependency checker started.\n", + "Linear dependency checker terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 2229\n", + "Eliminator terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 0\n", + "Eliminator terminated.\n", + "Eliminator - tries : 2 time : 0.00 \n", + "Lin. dep. - tries : 1 time : 0.00 \n", + "Lin. dep. - primal attempts : 1 successes : 1 \n", + "Lin. dep. - dual attempts : 0 successes : 0 \n", + "Lin. dep. - primal deps. : 780 dual deps. : 0 \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sys:1: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Presolve terminated. Time: 0.03 \n", + "GP based matrix reordering started.\n", + "GP based matrix reordering terminated.\n", + "Optimizer - threads : 8 \n", + "Optimizer - solved problem : the primal \n", + "Optimizer - Constraints : 2428 \n", + "Optimizer - Cones : 1 \n", + "Optimizer - Scalar variables : 1609 conic : 789 \n", + "Optimizer - Semi-definite variables: 2 scalarized : 2360 \n", + "Factor - setup time : 0.45 \n", + "Factor - dense det. time : 0.05 GP order time : 0.22 \n", + "Factor - nonzeros before factor : 1.54e+06 after factor : 2.13e+06 \n", + "Factor - dense dim. : 2 flops : 2.27e+09 \n", + "Factor - GP saved nzs : 1.44e+05 GP saved flops : 3.75e+08 \n", + "ITE PFEAS DFEAS GFEAS PRSTATUS POBJ DOBJ MU TIME \n", + "0 2.0e+00 1.0e+00 1.0e+00 0.00e+00 0.000000000e+00 0.000000000e+00 1.0e+00 0.48 \n", + "1 1.7e+00 8.5e-01 8.9e-01 -1.74e+00 8.893689064e-01 1.080297806e+00 8.5e-01 0.58 \n", + "2 1.3e+00 6.5e-01 3.1e-01 5.73e-01 1.873179313e+00 1.612153370e+00 6.5e-01 0.67 \n", + "3 3.0e-01 1.5e-01 2.0e-02 1.15e+00 2.015256419e+00 1.962237992e+00 1.5e-01 0.78 \n", + "4 4.2e-02 2.1e-02 1.1e-03 1.82e+00 1.441293893e+00 1.437880449e+00 2.1e-02 0.89 \n", + "5 2.1e-02 1.1e-02 3.9e-04 1.27e+00 1.338860771e+00 1.337226995e+00 1.1e-02 0.98 \n", + "6 9.3e-03 4.6e-03 1.1e-04 1.18e+00 1.290994001e+00 1.290262121e+00 4.6e-03 1.08 \n", + "7 4.6e-03 2.3e-03 3.6e-05 1.07e+00 1.267549125e+00 1.267178527e+00 2.3e-03 1.17 \n", + "8 2.3e-03 1.1e-03 1.2e-05 1.03e+00 1.254453120e+00 1.254265266e+00 1.1e-03 1.28 \n", + "9 1.1e-03 5.3e-04 3.7e-06 1.00e+00 1.246497950e+00 1.246408596e+00 5.3e-04 1.38 \n", + "10 5.4e-04 2.7e-04 1.4e-06 9.73e-01 1.242694842e+00 1.242647729e+00 2.7e-04 1.47 \n", + "11 2.3e-04 1.1e-04 3.7e-07 9.65e-01 1.239983662e+00 1.239962874e+00 1.1e-04 1.56 \n", + "12 7.6e-05 3.8e-05 7.0e-08 9.68e-01 1.238485777e+00 1.238478656e+00 3.8e-05 1.66 \n", + "13 3.6e-05 1.8e-05 2.3e-08 9.93e-01 1.238112732e+00 1.238109258e+00 1.8e-05 1.75 \n", + "14 1.2e-05 6.0e-06 4.2e-09 9.96e-01 1.237868820e+00 1.237867632e+00 6.0e-06 1.84 \n", + "15 1.6e-06 7.9e-07 1.7e-10 9.98e-01 1.237772011e+00 1.237771839e+00 7.9e-07 1.94 \n", + "16 1.2e-06 6.1e-07 1.2e-10 9.99e-01 1.237768823e+00 1.237768691e+00 6.1e-07 2.03 \n", + "17 3.6e-07 1.8e-07 2.0e-11 9.99e-01 1.237760852e+00 1.237760814e+00 1.8e-07 2.16 \n", + "18 5.2e-08 2.6e-08 1.1e-12 9.98e-01 1.237758503e+00 1.237758498e+00 2.6e-08 2.25 \n", + "Optimizer terminated. Time: 2.28 \n", + "\n", + " Settling Time is 29.67s Maximum Spacing in front of AV is 38.19158397294791 Control energy is 173.28978499977686J \n", + "Running case: 13\n", + "Problem\n", + " Name : \n", + " Objective sense : minimize \n", + " Type : CONIC (conic optimization problem)\n", + " Constraints : 4151 \n", + " Affine conic cons. : 2 (2650 rows)\n", + " Disjunctive cons. : 0 \n", + " Cones : 0 \n", + " Scalar variables : 3601 \n", + " Matrix variables : 0 \n", + " Integer variables : 0 \n", + "\n", + "Optimizer started.\n", + "Presolve started.\n", + "Linear dependency checker started.\n", + "Linear dependency checker terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 2210\n", + "Eliminator terminated.\n", + "Eliminator started.\n", + "Freed constraints in eliminator : 1\n", + "Eliminator terminated.\n", + "Eliminator - tries : 2 time : 0.00 \n", + "Lin. dep. - tries : 1 time : 0.00 \n", + "Lin. dep. - primal attempts : 1 successes : 1 \n", + "Lin. dep. - dual attempts : 0 successes : 0 \n", + "Lin. dep. - primal deps. : 780 dual deps. : 0 \n", + "Presolve terminated. Time: 0.01 \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sys:1: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GP based matrix reordering started.\n", + "GP based matrix reordering terminated.\n", + "Optimizer - threads : 8 \n", + "Optimizer - solved problem : the primal \n", + "Optimizer - Constraints : 2724 \n", + "Optimizer - Cones : 1 \n", + "Optimizer - Scalar variables : 1905 conic : 1085 \n", + "Optimizer - Semi-definite variables: 2 scalarized : 2650 \n", + "Factor - setup time : 0.50 \n", + "Factor - dense det. time : 0.08 GP order time : 0.17 \n", + "Factor - nonzeros before factor : 2.02e+06 after factor : 2.60e+06 \n", + "Factor - dense dim. : 2 flops : 3.15e+09 \n", + "Factor - GP saved nzs : 1.90e+04 GP saved flops : 4.12e+07 \n", + "ITE PFEAS DFEAS GFEAS PRSTATUS POBJ DOBJ MU TIME \n", + "0 2.0e+00 1.0e+00 1.0e+00 0.00e+00 0.000000000e+00 0.000000000e+00 1.0e+00 0.52 \n", + "1 1.8e+00 9.0e-01 9.5e-01 -2.04e+00 7.313938374e-01 8.968234938e-01 9.0e-01 0.64 \n", + "2 1.5e+00 7.3e-01 4.9e-01 -2.24e-01 1.903406414e+00 1.730010067e+00 7.3e-01 0.77 \n", + "3 1.6e-01 8.1e-02 1.2e-02 5.08e-01 3.016261096e+00 2.989571421e+00 8.1e-02 0.89 \n", + "4 2.0e-02 9.8e-03 1.2e-04 1.62e+00 1.592719604e+00 1.589238554e+00 9.8e-03 1.05 \n", + "5 1.2e-02 6.2e-03 8.5e-05 1.13e+00 1.526507050e+00 1.524496530e+00 6.2e-03 1.17 \n", + "6 7.6e-03 3.8e-03 4.7e-05 1.11e+00 1.479419999e+00 1.478269174e+00 3.8e-03 1.28 \n", + "7 5.4e-03 2.7e-03 2.9e-05 1.19e+00 1.464952187e+00 1.464185426e+00 2.7e-03 1.41 \n", + "8 3.2e-03 1.6e-03 1.4e-05 1.17e+00 1.446220737e+00 1.445795520e+00 1.6e-03 1.53 \n", + "9 1.4e-03 7.2e-04 4.7e-06 1.05e+00 1.429122749e+00 1.428943197e+00 7.2e-04 1.64 \n", + "10 6.1e-04 3.1e-04 1.4e-06 1.02e+00 1.422115940e+00 1.422042007e+00 3.1e-04 1.75 \n", + "11 3.5e-04 1.8e-04 6.6e-07 8.80e-01 1.418484301e+00 1.418440954e+00 1.8e-04 1.86 \n", + "12 1.5e-04 7.3e-05 1.9e-07 9.65e-01 1.416365004e+00 1.416347249e+00 7.3e-05 1.98 \n", + "13 3.0e-05 1.5e-05 1.7e-08 9.57e-01 1.414655450e+00 1.414651707e+00 1.5e-05 2.11 \n", + "14 8.3e-06 4.2e-06 2.5e-09 9.95e-01 1.414346414e+00 1.414345368e+00 4.2e-06 2.23 \n", + "15 1.8e-06 9.1e-07 2.5e-10 9.98e-01 1.414244357e+00 1.414244123e+00 9.1e-07 2.34 \n", + "16 6.2e-07 3.1e-07 4.7e-11 1.00e+00 1.414225079e+00 1.414225000e+00 3.1e-07 2.47 \n", + "17 9.8e-08 4.6e-08 1.9e-12 1.00e+00 1.414217030e+00 1.414217017e+00 4.7e-08 2.61 \n", + "18 8.3e-08 3.9e-08 1.5e-12 1.00e+00 1.414216804e+00 1.414216793e+00 3.9e-08 2.75 \n", + "Optimizer terminated. Time: 2.75 \n", + "\n", + " Settling Time is 25.28s Maximum Spacing in front of AV is 43.6664687767709 Control energy is 144.95423268381154J " + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sys:1: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "for i=1:length(AV_array)\n", + "\n", + " print(\"\\nRunning case: \", i, \"\\n\")\n", + " #Key Parameters\n", + "\n", + " # For penetration rate testing : (0%, 5%, 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 75%, 100%)\n", + " # If N = 20: AV Numbers = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20]\n", + " # If N = 45: AV Numbers = [0, 3, 5, 7, 9, 12, 14, 16, 18, 21, 23, 32, 45]\n", + " # If N = 70: AV Numbers = [0, 4, 7, 11, 14, 18, 21, 25, 28, 32, 35, 53, 70]\n", + "\n", + " AV_number = AV_array[i]\n", + " \n", + " # Position of the perturbation\n", + " brakeID = 4\n", + "\n", + " # Parameters \n", + " if AV_number == 0\n", + " mix = 0\n", + " ActuationTime = 9999\n", + " else\n", + " mix = 1\n", + " end\n", + " \n", + " ID = zeros(N) # 0. Manually Driven 1. Controller\n", + "\n", + " if mix == 1\n", + " ActuationTime = 0\n", + " ID = getAVIDPercentile(N, platoon_bool, ID, AV_number)\n", + " end\n", + " \n", + " if mix == 1\n", + " gammaType = 1\n", + " if gammaType == 1\n", + " gamma_s = 0.03\n", + " gamma_v = 0.15\n", + " gamma_u = 1\n", + " elseif gammaType == 2\n", + " gamma_s = 3\n", + " gamma_v = 15\n", + " gamma_u = 1\n", + " end\n", + " end\n", + " v_star = 15\n", + "\n", + " # OVM parameter\n", + " s_star = 20\n", + " v_max = 30\n", + " s_st = 5\n", + " s_go = 35\n", + "\n", + " #%%%%% Type1 %%%%%%%\n", + " alpha = 0.6\n", + " beta = 0.9\n", + "\n", + " #%%%%%%%%% Type2 %%%%%%%%%\n", + " # alpha = 1.0\n", + " # beta = 1.5\n", + "\n", + " #Other Parameters\n", + "\n", + " acel_max = 2\n", + " dcel_max = -5\n", + " s_ctr = s_star\n", + " v_ctr = (v_max / 2) * (1 - cos(pi * (s_ctr - s_st) / (s_go - s_st)))\n", + " alpha_k = 0.6\n", + "\n", + " #%Driver Model: OVM\n", + "\n", + " #% safe distance for collision avoidance\n", + " sd = 8 # minimum value is zero since the vehicle length is ignored\n", + " \n", + " # Simulation\n", + " Tstep = 0.01\n", + " NumStep = Int(TotalTime / Tstep)\n", + " # Scenario\n", + " Circumference = s_star * N\n", + "\n", + " # Initial State for each vehicle\n", + " S = zeros(NumStep, N, 3)\n", + " dev_s = 0\n", + " dev_v = 0\n", + " co_v = 1.0\n", + " v_ini = co_v * v_star # Initial velocity\n", + " # from -dev to dev\n", + "\n", + " var1 = LinRange(Circumference, s_star, N)\n", + " var2 = rand(N) .* 2 .* dev_s .- dev_s\n", + " S[begin, :, begin] = var1 + var2\n", + "\n", + " var1 = v_ini .* ones(N)\n", + " var2 = rand(N) .* 2 .* dev_v .- dev_v\n", + " S[begin, :, 2] = var1 + var2\n", + "\n", + " # Velocity Difference\n", + " V_diff = zeros(NumStep, N)\n", + " # Following Distance\n", + " D_diff = zeros(NumStep, N)\n", + " temp = zeros(N)\n", + " # Avg Speed\n", + " V_avg = zeros(NumStep)#, 1)\n", + " v_cmd = zeros(NumStep)#, 1) # for controllers 2,3\n", + " X = zeros(2 * N, NumStep)\n", + "\n", + " ##Controller\n", + "\n", + " alpha1 = alpha * v_max / 2 * pi / (s_go - s_st) * sin(pi * (s_star - s_st) / (s_go - s_st))\n", + " alpha2 = alpha + beta\n", + " alpha3 = beta\n", + "\n", + " if mix & controllerType == 1 \n", + " Obj, stable_bool, stability_condition_bool, K = ReturnObjectiveValue(ID, N, alpha1, alpha2, alpha3, gammaType)\n", + " end\n", + " \n", + " u = zeros(AV_number)\n", + " AV_position = Int[]\n", + " for k = 1:(NumStep-2)\n", + " \n", + " # Car in front velocity\n", + " temp[2:end] = S[k,begin:end-1, 2]\n", + " temp[1] = S[k, end, 2]\n", + " V_diff[k, begin:end] = temp - S[k, begin:end, 2]\n", + "\n", + " temp[1] = S[k, end, begin] + Circumference\n", + " temp[2:end] = S[k, begin:end-1, begin]\n", + "\n", + " D_diff[k, :] = temp - S[k, :, begin]\n", + "\n", + " cal_D = D_diff[k, :]\n", + " \n", + " ## might be different\n", + " cal_D[cal_D .> s_go] .= s_go\n", + " cal_D[cal_D .< s_st] .= s_st\n", + "\n", + " acel2 = pi .* (cal_D .- s_st) ./ (s_go .- s_st)\n", + " acel1 = (1 .- cos.(acel2))\n", + " acel3 = zeros(N)\n", + "\n", + " acel = alpha .* (v_max ./ 2 .* acel1 .- S[k, :, 2]) .+ beta .* V_diff[k, :] + acel3\n", + " acel[acel .> acel_max] .= acel_max\n", + " acel[acel .< dcel_max] .= dcel_max\n", + " \n", + " # SD as ADAS to prevent crash\n", + " temp[2:end] = S[k, begin:end-1, 2]\n", + " temp[begin] = S[k, end, 2]\n", + " acel_sd = (S[k, :, 2] .^ 2 .- temp .^ 2) ./ 2 ./ (D_diff[k, :] .- sd)\n", + " acel[acel_sd .> abs(dcel_max)] .= dcel_max\n", + "\n", + " S[k, :, 3] = acel\n", + "\n", + " if mix == 1\n", + " AV_position = findall(ID.==1)\n", + " if ((k-1) > ActuationTime / Tstep)\n", + " if controllerType == 1\n", + " X[range(start=1, stop=2 * N, step=2), k] = D_diff[k, :] .- s_star\n", + " X[range(start=2, stop=2 * N, step=2), k] = S[k, :, 2] .- v_star\n", + " u = -evaluate(K) * X[:, k]\n", + " elseif controllerType == 2\n", + " dx10 = 9.5\n", + " dx20 = 10.75\n", + " dx30 = 11\n", + "\n", + " d1 = 1.5\n", + " d2 = 1.0\n", + " d3 = 0.5\n", + " for i_AV = 1:AV_number\n", + " id_AV = AV_position[i_AV]\n", + " dv_temp = min(S[k, id_AV - 1, 2] - S[k, id_AV, 2], 0)\n", + "\n", + " dx1 = dx10 + dv_temp ^ 2 / 2 / d1\n", + " dx2 = dx20 + dv_temp ^ 2 / 2 / d2\n", + " dx3 = dx30 + dv_temp ^ 2 / 2 / d3\n", + "\n", + " dx = D_diff[k, id_AV]\n", + " v_temp = min(S[k, id_AV - 1, 2], 12)\n", + "\n", + " if dx <= dx1\n", + " v_cmd[k] = 0\n", + " elseif dx <= dx2 # ??????? d2 is greater than d3\n", + " v_cmd[k] = v_temp * (dx - dx1) / (dx2 - dx1)\n", + " elseif dx <= dx3\n", + " v_cmd[k] = v_temp + (v_ctr - v_temp) * (dx - dx2) / (dx3 - dx2)\n", + " else\n", + " v_cmd[k] = v_ctr\n", + " end\n", + " \n", + " u[i_AV] = alpha_k * (v_cmd[k] - S[k, id_AV, 2])\n", + " end\n", + " elseif controllerType == 3\n", + " gl = 7\n", + " gu = 30\n", + " v_catch = 1\n", + " gamma_temp = 2\n", + " int_num = Int((k-1) - 26 / Tstep)\n", + " for i_AV = 1:AV_number\n", + " id_AV = AV_position[i_AV]\n", + " if int_num <= 0\n", + " v_hisAvg = mean(S[1:k, id_AV, 2])\n", + " else\n", + " v_hisAvg = mean(S[(int_num+1):k, id_AV, 2])\n", + " end\n", + " v_target = v_hisAvg + v_catch * min(max((D_diff[k, id_AV] - gl) / (gu - gl), 0), 1)\n", + " alpha_temp = min(max((D_diff[k, id_AV] - max(2 * V_diff[k, id_AV], 4)) / gamma_temp, 0), 1)\n", + " beta_temp = 1 - 0.5 * alpha_temp\n", + " v_cmd[k + 1] = beta_temp * (alpha_temp * v_target + (1 - alpha_temp) * S[k, id_AV - 1, 2]) + (\n", + " 1 - beta_temp) * v_cmd[k]\n", + " u[i_AV] = alpha_k * (v_cmd[k + 1] - S[k, id_AV, 2])\n", + " end\n", + " end\n", + " \n", + " # error might\n", + " t_x = findall(u .> acel_max)\n", + " if all(t_x .== 0)\n", + " u[u .> acel_max] .= acel_max\n", + " elseif all((findall(u .< dcel_max)) == 0)\n", + " u[u .< dcel_max] .= dcel_max\n", + " end\n", + " \n", + " for i_AV = 1:AV_number\n", + " id_AV = AV_position[i_AV]\n", + " flag = (S[k, id_AV, 2]^2 - S[k, (((id_AV-1)<1) ? end-(id_AV-1) : (id_AV-1)), 2]^2) / 2 / (\n", + " S[k, (((id_AV-1)<1) ? end-(id_AV-1) : (id_AV-1)), 1] - S[k, id_AV, 1] - sd) > abs(dcel_max)\n", + " if (any(flag))\n", + " u[i_AV] = dcel_max\n", + " end\n", + " S[k, id_AV, 3] = u[i_AV]\n", + " end\n", + " end\n", + " end\n", + " if ((k-1) * Tstep > 20) && ((k-1) * Tstep < 22)\n", + " S[k, brakeID, 3] = -5\n", + " end\n", + "\n", + " S[k + 1, :, 2] = S[k, :, 2] + Tstep * S[k, :, 3]\n", + " S[k + 1, :, 1] = S[k, :, 1] + Tstep * S[k, :, 2]\n", + " \n", + " \n", + " end\n", + "\n", + " for k =1:NumStep\n", + " V_avg[k] = mean(S[k, begin:end, 2])\n", + " end\n", + " \n", + " # Plot\n", + " Lwidth = 1.2\n", + " Wsize = 20\n", + "\n", + " # Velocity\n", + "\n", + " # Settling Time\n", + " flag = 0\n", + " test = 6969\n", + " if controllerType != 3\n", + " for test = NumStep-1:-1:1\n", + " v_minus = S[test, :, 2] .- V_avg[test]\n", + " for i in v_minus\n", + " if i > 0.1\n", + " flag = 1\n", + " break\n", + " end\n", + " end\n", + " if flag == 1\n", + " settling_time = test * Tstep\n", + " print(\" Settling Time is \", settling_time, \"s \")\n", + " push!(Settling_Time, settling_time)\n", + " break\n", + " end\n", + " end\n", + " else\n", + " for test = NumStep-1:-1:1\n", + " if test == NumStep - 1\n", + " v_minus = S[test, :, 2] - S[test, :, 2]\n", + " else\n", + " v_minus = S[test, :, 2] - S[test + 1, :, 2]\n", + " end\n", + " for i in v_minus\n", + " if (i > 0.1 || i < -0.1)\n", + " flag = 1\n", + " break\n", + " end\n", + " end\n", + " if flag == 1\n", + " settling_time = test * Tstep\n", + " print(\" Settling Time is \", settling_time, \"s \")\n", + " push!(Settling_Time, settling_time)\n", + " break\n", + " end\n", + " end\n", + " end\n", + " \n", + "\n", + " # Maximum Spacing\n", + " max_space = 0\n", + " for k = 1:NumStep\n", + " for i_AV = 1:AV_number\n", + " id_AV = AV_position[i_AV]\n", + " curr_space = S[k, (((id_AV-1)<1) ? end-(id_AV-1) : (id_AV-1)), 1] - S[k, id_AV, 1]\n", + " if curr_space > max_space\n", + " max_space = curr_space\n", + " end\n", + " end\n", + " end\n", + "\n", + " print(\" Maximum Spacing in front of AV is \", max_space)\n", + " push!(Maximum_Spacing, max_space)\n", + "\n", + " controlEnergy = 0\n", + " for i_AV = 1:AV_number\n", + " id_AV = AV_position[i_AV]\n", + " controlEnergy += sum(S[:, id_AV, 3] .^ 2) .* Tstep\n", + " end\n", + " print(\" Control energy is \", controlEnergy, \"J \")\n", + " push!(Control_energy, controlEnergy)\n", + " \n", + " #Display Data:\n", + " spacing_or_velocity = 1\n", + " \n", + " fig = figure()\n", + " x = 1:NumStep\n", + " yticks = LinRange(0,NumStep,5)\n", + " yticklabels = LinRange(0,TotalTime,5)\n", + " \n", + " # syntax for 3-D projection\n", + " \n", + " if spacing_or_velocity == 0\n", + " ax = PyPlot.axes(projection = \"3d\")\n", + " for i = 1:N\n", + " z = ones(NumStep-1)*i\n", + " \n", + " if ID[i] == 1\n", + " ax.plot3D(z, x[begin:end-1], S[begin:end-1,(((i-1)<1) ? end-(i-1) : (i-1)), 1] - S[begin:end-1, i, 1], \"red\", linewidth = 0.5)\n", + " continue\n", + " end\n", + " \n", + " if i == 1\n", + " ax.plot3D(z, x[begin:end-1], S[begin:end-1,(((i-1)<1) ? end-(i-1) : (i-1)),1] - S[begin:end-1,i,1] .+ Circumference, \"blue\", linewidth=0.5)\n", + " continue\n", + " end\n", + " \n", + " ax.plot3D(z, x[begin:end-1], S[begin:end-1,(((i-1)<1) ? end-(i-1) : (i-1)),1] - S[begin:end-1,i,1], \"blue\", linewidth=0.5)\n", + " \n", + " end\n", + " \n", + " ax.set_yticks(yticks)\n", + " ax.set_yticklabels(yticklabels)\n", + " ax.set_xlabel(\"Vehicle ID\")\n", + " ax.set_ylabel(\"Time\")\n", + " ax.set_zlabel(\"Spacing from vehicle ahead\")\n", + " PlotTitle = join([\"N=\", string(N), \", mix=\", string(mix) ])\n", + " ax.set_title(PlotTitle)\n", + " show()\n", + " end\n", + " \n", + " if spacing_or_velocity == 1\n", + " ax = PyPlot.axes(projection = \"3d\")\n", + " for i = 1:N\n", + " z = ones(NumStep-1)*i\n", + " \n", + " # if i==N-1 and mix==1:\n", + " if ID[i] == 1\n", + " ax.plot3D(z, x[begin:end-1], S[begin:end-1,i,2], \"red\", linewidth=0.5)\n", + " continue\n", + " end\n", + " \n", + " ax.plot3D(z, x[begin:end-1], S[begin:end-1,i,2], \"blue\", linewidth=0.5)\n", + " \n", + " end\n", + " ax.set_yticks(yticks)\n", + " ax.set_yticklabels(yticklabels)\n", + " ax.set_xlabel(\"Vehicle ID\")\n", + " ax.set_ylabel(\"Time\")\n", + " ax.set_zlabel(\"Vehicle Velocity\")\n", + " PlotTitle = join([\"N=\", string(N), \", mix=\", string(mix) ]) # \"N=\"# + str(N) + \", mix=\" + str(mix) \n", + " ax.set_title(PlotTitle)\n", + " show()\n", + " end\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "cd47ca9f-16ea-478a-9aa2-052dd9e9b98f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
13×3 DataFrame
RowControl_energyMaximum SpacingSettling Time
Float64Float64Float64
10.00.099.99
2177.27543.907265.15
3280.72842.753648.44
4320.93245.158246.84
5319.82148.113242.37
6291.07933.615238.67
7263.24346.898937.04
8280.60644.329637.05
9230.93741.083936.14
10178.94640.60129.45
11175.00641.252329.36
12173.2938.191629.67
13144.95443.666525.28
" + ], + "text/latex": [ + "\\begin{tabular}{r|ccc}\n", + "\t& Control\\_energy & Maximum Spacing & Settling Time\\\\\n", + "\t\\hline\n", + "\t& Float64 & Float64 & Float64\\\\\n", + "\t\\hline\n", + "\t1 & 0.0 & 0.0 & 99.99 \\\\\n", + "\t2 & 177.275 & 43.9072 & 65.15 \\\\\n", + "\t3 & 280.728 & 42.7536 & 48.44 \\\\\n", + "\t4 & 320.932 & 45.1582 & 46.84 \\\\\n", + "\t5 & 319.821 & 48.1132 & 42.37 \\\\\n", + "\t6 & 291.079 & 33.6152 & 38.67 \\\\\n", + "\t7 & 263.243 & 46.8989 & 37.04 \\\\\n", + "\t8 & 280.606 & 44.3296 & 37.05 \\\\\n", + "\t9 & 230.937 & 41.0839 & 36.14 \\\\\n", + "\t10 & 178.946 & 40.601 & 29.45 \\\\\n", + "\t11 & 175.006 & 41.2523 & 29.36 \\\\\n", + "\t12 & 173.29 & 38.1916 & 29.67 \\\\\n", + "\t13 & 144.954 & 43.6665 & 25.28 \\\\\n", + "\\end{tabular}\n" + ], + "text/plain": [ + "\u001b[1m13×3 DataFrame\u001b[0m\n", + "\u001b[1m Row \u001b[0m│\u001b[1m Control_energy \u001b[0m\u001b[1m Maximum Spacing \u001b[0m\u001b[1m Settling Time \u001b[0m\n", + " │\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m\n", + "─────┼────────────────────────────────────────────────\n", + " 1 │ 0.0 0.0 99.99\n", + " 2 │ 177.275 43.9072 65.15\n", + " 3 │ 280.728 42.7536 48.44\n", + " 4 │ 320.932 45.1582 46.84\n", + " 5 │ 319.821 48.1132 42.37\n", + " 6 │ 291.079 33.6152 38.67\n", + " 7 │ 263.243 46.8989 37.04\n", + " 8 │ 280.606 44.3296 37.05\n", + " 9 │ 230.937 41.0839 36.14\n", + " 10 │ 178.946 40.601 29.45\n", + " 11 │ 175.006 41.2523 29.36\n", + " 12 │ 173.29 38.1916 29.67\n", + " 13 │ 144.954 43.6665 25.28" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dict = Dict(\"Settling Time\" => Settling_Time,\n", + " \"Maximum Spacing\" => Maximum_Spacing,\n", + " \"Control_energy\" => Control_energy)\n", + "df = DataFrame(dict)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "722ec80e-55d7-40cc-9837-5027da7dec72", + "metadata": {}, + "outputs": [], + "source": [ + "output = \"temp_data.csv\"\n", + "CSV.write(output, df);" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Julia 1.9.2", + "language": "julia", + "name": "julia-1.9" + }, + "language_info": { + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia", + "version": "1.9.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Julia Implementations/numerical_sim_julia/num_sim_functions_julia.ipynb b/Julia Implementations/numerical_sim_julia/num_sim_functions_julia.ipynb new file mode 100644 index 0000000..533a587 --- /dev/null +++ b/Julia Implementations/numerical_sim_julia/num_sim_functions_julia.ipynb @@ -0,0 +1,1335 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "94944746-8bcd-465f-ad51-ccb4f69dd16a", + "metadata": {}, + "outputs": [], + "source": [ + "#Libraries used\n", + "using NBInclude\n", + "using Convex\n", + "using LinearAlgebra\n", + "using MosekTools" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b8ccaa84-c97d-4c19-ac2b-8d154f6bbce9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "ReturnObjectiveValue (generic function with 1 method)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "function ReturnObjectiveValue(AV_ID, N, alpha1, alpha2, alpha3, gammaType)\n", + " # Generate the system model and the optimal objective value\n", + " if(gammaType == 1) \n", + " #S1\n", + " gamma_s = 0.01\n", + " gamma_v = 0.05\n", + " gamma_u = 0.1\n", + " \n", + " elseif(gammaType == 2) \n", + " #S2\n", + " gamma_s = 0.03\n", + " gamma_v = 0.15\n", + " gamma_u = 0.1\n", + " \n", + " elseif(gammaType == 3) \n", + " #S3\n", + " gamma_s = 0.05\n", + " gamma_v = 0.25\n", + " gamma_u = 0.1\n", + " \n", + " elseif(gammaType == 4) \n", + " #S4\n", + " gamma_s = 0.03\n", + " gamma_v = 0.15\n", + " gamma_u = 1\n", + " \n", + " elseif(gammaType == 5) \n", + " gamma_s = 1\n", + " gamma_v = 1\n", + " gamma_u = 0\n", + " \n", + " elseif(gammaType == 9999) \n", + " gamma_s = 0.01\n", + " gamma_v = 0.05\n", + " gamma_u = 1e-6\n", + " end\n", + "\n", + "\n", + " AV_number = count(!iszero, AV_ID)\n", + " A1 = [0 -1;alpha1 -alpha2]\n", + " A2 = [0 1; 0 alpha3]\n", + " C1 = [0 -1;0 0]\n", + " C2 = [0 1;0 0]\n", + " \n", + " \n", + " \n", + " A = zeros(2 * N, 2 * N)\n", + " B = zeros(2 * N, AV_number)\n", + " Q = zeros(2 * N, 2 * N)\n", + " \n", + " for i in 1 : N\n", + " Q[2 * i - 1, 2 * i - 1] = gamma_s\n", + " Q[2 * i, 2 * i] = gamma_v\n", + " end \n", + " \n", + " R = gamma_u * I(AV_number)\n", + " \n", + " A[1:2,1:2] = A1\n", + " A[1:2,(2 * N - 1):(2 * N)] = A2\n", + " \n", + " for i in 2 : N \n", + " A[(2 * i - 1): (2 * i) , (2 * i - 1): (2 * i)] = A1\n", + " A[(2 * i - 1): (2 * i) , (2 * i - 3): (2 * i - 2)] = A2\n", + " end\n", + " \n", + " if (alpha2 ^ 2) - (alpha3 ^ 2) - (2 * alpha1) > 0 \n", + " stability_condition_bool = true\n", + " else \n", + " stability_condition_bool = false\n", + " end\n", + " \n", + " temp_x = findall(x -> x != 0, (real(eigen(A).values).> 0.001)[1])\n", + " \n", + " if temp_x == 0 \n", + " stable_bool = true\n", + " else \n", + " stable_bool = false\n", + " end\n", + " \n", + " k = 1\n", + " for i in 1:N\n", + " if AV_ID[i] == 1\n", + " if i == 1\n", + " A[1 : 2, 1 : 2] = C1\n", + " A[1 : 2, (2 * N - 1) : 2 * N] = C2\n", + " else\n", + " A[(2 * i - 1) : (2 * i) , (2 * i - 1) : (2 * i)] = C1\n", + " A[(2 * i - 1) : (2 * i) , (2 * i - 3) : (2 * i - 2)] = C2\n", + " end\n", + " B[2 * i, k] = 1\n", + " k = k + 1\n", + " end\n", + " end\n", + " \n", + " # Call Yalmip to calculate the optimum\n", + " epsilon = 1e-5\n", + " \n", + " n = length(A[1,:]) # number of states\n", + " m = length(B[1,:]) # number of inputs\n", + " \n", + " # assume each vehicle has a deviation\n", + " B1 = I(n)\n", + " B1[begin:2:end, begin:2:end] .= 0\n", + " \n", + " S = Semidefinite(m + n, m + n)\n", + " \n", + " constraint = [(A*S[(m+1):end,(m+1):end] - B*S[begin:m,(m+1):end]) + (A*S[(m+1):end,(m+1):end] \n", + " - B*S[begin:m,(m+1):end])' + B1*(B1') <= 0,\n", + " S[(m+1):end,(m+1):end] - epsilon*I(n) in :SDP #=,\n", + " S in :SDP=#\n", + " ]\n", + " \n", + " obj = tr(Q*S[(m+1):end,(m+1):end])+tr(R*S[begin:m,begin:m])\n", + " problem = minimize(obj,constraint)\n", + " solve!(problem,Mosek.Optimizer)\n", + " problem.status\n", + " problem.optval\n", + " \n", + " Xd = S.value\n", + " Xd = Xd[m+1:end,m+1:end]\n", + " Zd = S.value\n", + " Zd = S[begin:m,m+1:end]\n", + " Yd = S.value\n", + " Yd = S[begin:m,begin:m]\n", + " \n", + " \n", + " \n", + " K = Zd * inv(Xd)\n", + " obj = tr(Q*Xd)+tr(R*Yd)\n", + " \n", + " return obj,stable_bool,stability_condition_bool,K\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "1b8af437-a1a1-47f6-9d91-4fef089d67b3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "getAVIDPercentile (generic function with 1 method)" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "function getAVIDPercentile(N, platoon_bool, ID, AV_number)\n", + " if N == 70\n", + " if platoon_bool == 1\n", + " if AV_number == 70\n", + " ID = ones(N)\n", + " end\n", + " if AV_number == 53\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + " ID[20] = 1\n", + " ID[21] = 1\n", + " ID[22] = 1\n", + " ID[23] = 1\n", + " ID[24] = 1\n", + " ID[25] = 1\n", + " ID[26] = 1\n", + " ID[27] = 1\n", + " ID[28] = 1\n", + " ID[29] = 1\n", + " ID[30] = 1\n", + " ID[31] = 1\n", + " ID[32] = 1\n", + " ID[33] = 1\n", + " ID[34] = 1\n", + " ID[35] = 1\n", + " ID[36] = 1\n", + " ID[37] = 1\n", + " ID[38] = 1\n", + " ID[39] = 1\n", + " ID[40] = 1\n", + " ID[41] = 1\n", + " ID[42] = 1\n", + " ID[43] = 1\n", + " ID[44] = 1\n", + " ID[45] = 1\n", + " ID[46] = 1\n", + " ID[47] = 1\n", + " ID[48] = 1\n", + " ID[49] = 1\n", + " ID[50] = 1\n", + " ID[51] = 1\n", + " ID[52] = 1\n", + " ID[53] = 1\n", + " ID[54] = 1\n", + " ID[55] = 1\n", + " ID[56] = 1\n", + " ID[57] = 1\n", + " ID[58] = 1\n", + " end\n", + " if AV_number == 35\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + " ID[20] = 1\n", + " ID[21] = 1\n", + " ID[22] = 1\n", + " ID[23] = 1\n", + " ID[24] = 1\n", + " ID[25] = 1\n", + " ID[26] = 1\n", + " ID[27] = 1\n", + " ID[28] = 1\n", + " ID[29] = 1\n", + " ID[30] = 1\n", + " ID[31] = 1\n", + " ID[32] = 1\n", + " ID[33] = 1\n", + " ID[34] = 1\n", + " ID[35] = 1\n", + " ID[36] = 1\n", + " ID[37] = 1\n", + " ID[38] = 1\n", + " ID[39] = 1\n", + " ID[40] = 1\n", + " end\n", + " if AV_number == 32\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + " ID[20] = 1\n", + " ID[21] = 1\n", + " ID[22] = 1\n", + " ID[23] = 1\n", + " ID[24] = 1\n", + " ID[25] = 1\n", + " ID[26] = 1\n", + " ID[27] = 1\n", + " ID[28] = 1\n", + " ID[29] = 1\n", + " ID[30] = 1\n", + " ID[31] = 1\n", + " ID[32] = 1\n", + " ID[33] = 1\n", + " ID[34] = 1\n", + " ID[35] = 1\n", + " ID[36] = 1\n", + " ID[37] = 1\n", + " end\n", + " if AV_number == 28\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + " ID[20] = 1\n", + " ID[21] = 1\n", + " ID[22] = 1\n", + " ID[23] = 1\n", + " ID[24] = 1\n", + " ID[25] = 1\n", + " ID[26] = 1\n", + " ID[27] = 1\n", + " ID[28] = 1\n", + " ID[29] = 1\n", + " ID[30] = 1\n", + " ID[31] = 1\n", + " ID[32] = 1\n", + " ID[33] = 1\n", + "end\n", + " if AV_number == 25\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + " ID[20] = 1\n", + " ID[21] = 1\n", + " ID[22] = 1\n", + " ID[23] = 1\n", + " ID[24] = 1\n", + " ID[25] = 1\n", + " ID[26] = 1\n", + " ID[27] = 1\n", + " ID[28] = 1\n", + " ID[29] = 1\n", + " ID[30] = 1\n", + "end\n", + " if AV_number == 21\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + " ID[20] = 1\n", + " ID[21] = 1\n", + " ID[22] = 1\n", + " ID[23] = 1\n", + " ID[24] = 1\n", + " ID[25] = 1\n", + " ID[26] = 1\n", + "end\n", + " if AV_number == 18\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + " ID[20] = 1\n", + " ID[21] = 1\n", + " ID[22] = 1\n", + " ID[23] = 1\n", + "end\n", + " if AV_number == 14\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + "end\n", + " if AV_number == 11\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " end \n", + " if AV_number == 7\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + "end\n", + " if AV_number == 4\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " end\n", + " else\n", + " if AV_number == 70\n", + " ID = ones(N)\n", + " end\n", + " if AV_number == 53\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[18] = 1\n", + " ID[20] = 1\n", + " ID[19] = 1\n", + " ID[21] = 1\n", + " ID[22] = 1\n", + " ID[23] = 1\n", + " ID[24] = 1\n", + " ID[25] = 1\n", + " ID[27] = 1\n", + " ID[28] = 1\n", + " ID[30] = 1\n", + " ID[31] = 1\n", + " ID[32] = 1\n", + " ID[33] = 1\n", + " ID[34] = 1\n", + " ID[36] = 1\n", + " ID[37] = 1\n", + " ID[39] = 1\n", + " ID[40] = 1\n", + " ID[42] = 1\n", + " ID[43] = 1\n", + " ID[45] = 1\n", + " ID[46] = 1\n", + " ID[48] = 1\n", + " ID[49] = 1\n", + " ID[51] = 1\n", + " ID[52] = 1\n", + " ID[53] = 1\n", + " ID[54] = 1\n", + " ID[55] = 1\n", + " ID[57] = 1\n", + " ID[58] = 1\n", + " ID[60] = 1\n", + " ID[61] = 1\n", + " ID[63] = 1\n", + " ID[64] = 1\n", + " ID[65] = 1\n", + " ID[66] = 1\n", + " ID[67] = 1\n", + " ID[69] = 1\n", + " ID[70] = 1\n", + " ID[2] = 1\n", + " ID[3] = 1\n", + " ID[4] = 1\n", + " end\n", + " if AV_number == 35\n", + " ID[6] = 1\n", + " ID[8] = 1\n", + " ID[10] = 1\n", + " ID[12] = 1\n", + " ID[14] = 1\n", + " ID[16] = 1\n", + " ID[18] = 1\n", + " ID[20] = 1\n", + " ID[22] = 1\n", + " ID[24] = 1\n", + " ID[26] = 1\n", + " ID[28] = 1\n", + " ID[30] = 1\n", + " ID[32] = 1\n", + " ID[34] = 1\n", + " ID[36] = 1\n", + " ID[38] = 1\n", + " ID[40] = 1\n", + " ID[42] = 1\n", + " ID[44] = 1\n", + " ID[46] = 1\n", + " ID[48] = 1\n", + " ID[50] = 1\n", + " ID[52] = 1\n", + " ID[54] = 1\n", + " ID[56] = 1\n", + " ID[58] = 1\n", + " ID[60] = 1\n", + " ID[62] = 1\n", + " ID[64] = 1\n", + " ID[66] = 1\n", + " ID[68] = 1\n", + " ID[70] = 1\n", + " ID[2] = 1\n", + " ID[4] = 1\n", + " end\n", + " if AV_number == 32\n", + " ID[6] = 1\n", + " ID[8] = 1\n", + " ID[10] = 1\n", + " ID[12] = 1\n", + " ID[14] = 1\n", + " ID[16] = 1\n", + " ID[18] = 1\n", + " ID[20] = 1\n", + " ID[22] = 1\n", + " ID[24] = 1\n", + " ID[26] = 1\n", + " ID[28] = 1\n", + " ID[30] = 1\n", + " ID[32] = 1\n", + " ID[34] = 1\n", + " ID[36] = 1\n", + " ID[38] = 1\n", + " ID[40] = 1\n", + " ID[42] = 1\n", + " ID[44] = 1\n", + " ID[46] = 1\n", + " ID[48] = 1\n", + " ID[50] = 1\n", + " ID[52] = 1\n", + " ID[54] = 1\n", + " ID[56] = 1\n", + " ID[58] = 1\n", + " ID[60] = 1\n", + " ID[62] = 1\n", + " ID[64] = 1\n", + " ID[66] = 1\n", + " ID[68] = 1\n", + " end\n", + " if AV_number == 28\n", + " ID[6] = 1\n", + " ID[8] = 1\n", + " ID[11] = 1\n", + " ID[13] = 1\n", + " ID[16] = 1\n", + " ID[18] = 1\n", + " ID[21] = 1\n", + " ID[23] = 1\n", + " ID[26] = 1\n", + " ID[28] = 1\n", + " ID[31] = 1\n", + " ID[33] = 1\n", + " ID[36] = 1\n", + " ID[38] = 1\n", + " ID[41] = 1\n", + " ID[43] = 1\n", + " ID[46] = 1\n", + " ID[48] = 1\n", + " ID[51] = 1\n", + " ID[53] = 1\n", + " ID[56] = 1\n", + " ID[58] = 1\n", + " ID[61] = 1\n", + " ID[63] = 1\n", + " ID[66] = 1\n", + " ID[68] = 1\n", + " ID[1] = 1\n", + " ID[3] = 1\n", + " end\n", + " if AV_number == 25\n", + " ID[6] = 1\n", + " ID[8] = 1\n", + " ID[11] = 1\n", + " ID[13] = 1\n", + " ID[16] = 1\n", + " ID[18] = 1\n", + " ID[21] = 1\n", + " ID[23] = 1\n", + " ID[26] = 1\n", + " ID[28] = 1\n", + " ID[31] = 1\n", + " ID[33] = 1\n", + " ID[36] = 1\n", + " ID[38] = 1\n", + " ID[41] = 1\n", + " ID[43] = 1\n", + " ID[46] = 1\n", + " ID[48] = 1\n", + " ID[51] = 1\n", + " ID[53] = 1\n", + " ID[56] = 1\n", + " ID[58] = 1\n", + " ID[61] = 1\n", + " ID[63] = 1\n", + " ID[66] = 1\n", + " end\n", + " if AV_number == 21\n", + " ID[6] = 1\n", + " ID[9] = 1\n", + " ID[12] = 1\n", + " ID[15] = 1\n", + " ID[18] = 1\n", + " ID[21] = 1\n", + " ID[24] = 1\n", + " ID[27] = 1\n", + " ID[30] = 1\n", + " ID[33] = 1\n", + " ID[36] = 1\n", + " ID[39] = 1\n", + " ID[42] = 1\n", + " ID[45] = 1\n", + " ID[48] = 1\n", + " ID[51] = 1\n", + " ID[54] = 1\n", + " ID[57] = 1\n", + " ID[60] = 1\n", + " ID[63] = 1\n", + " ID[66] = 1\n", + " end\n", + " if AV_number == 18\n", + " ID[6] = 1\n", + " ID[9] = 1\n", + " ID[13] = 1\n", + " ID[16] = 1\n", + " ID[20] = 1\n", + " ID[23] = 1\n", + " ID[27] = 1\n", + " ID[31] = 1\n", + " ID[35] = 1\n", + " ID[38] = 1\n", + " ID[42] = 1\n", + " ID[45] = 1\n", + " ID[49] = 1\n", + " ID[53] = 1\n", + " ID[56] = 1\n", + " ID[60] = 1\n", + " ID[63] = 1\n", + " ID[67] = 1\n", + " end\n", + " if AV_number == 14\n", + " ID[6] = 1\n", + " ID[11] = 1\n", + " ID[16] = 1\n", + " ID[21] = 1\n", + " ID[26] = 1\n", + " ID[31] = 1\n", + " ID[36] = 1\n", + " ID[41] = 1\n", + " ID[46] = 1\n", + " ID[51] = 1\n", + " ID[56] = 1\n", + " ID[61] = 1\n", + " ID[66] = 1\n", + " ID[1] = 1\n", + " end\n", + " if AV_number == 11\n", + " ID[6] = 1\n", + " ID[12] = 1\n", + " ID[18] = 1\n", + " ID[26] = 1\n", + " ID[32] = 1\n", + " ID[38] = 1\n", + " ID[44] = 1\n", + " ID[52] = 1\n", + " ID[58] = 1\n", + " ID[64] = 1\n", + " ID[70] = 1\n", + " end\n", + " if AV_number == 7\n", + " ID[6] = 1\n", + " ID[16] = 1\n", + " ID[26] = 1\n", + " ID[36] = 1\n", + " ID[46] = 1\n", + " ID[56] = 1\n", + " ID[66] = 1\n", + " end\n", + " if AV_number == 4\n", + " ID[6] = 1\n", + " ID[23] = 1\n", + " ID[39] = 1\n", + " ID[56] = 1\n", + " end\n", + " end\n", + " end\n", + " if N == 45 \n", + " if platoon_bool == 1 # platoon\n", + " \n", + " if AV_number == 45\n", + " ID = ones(N)\n", + " end\n", + " \n", + " if AV_number == 32\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + " ID[20] = 1\n", + " ID[21] = 1\n", + " ID[22] = 1\n", + " ID[23] = 1\n", + " ID[24] = 1\n", + " ID[25] = 1\n", + " ID[26] = 1\n", + " ID[27] = 1\n", + " ID[28] = 1\n", + " ID[29] = 1\n", + " ID[30] = 1\n", + " ID[31] = 1\n", + " ID[32] = 1\n", + " ID[33] = 1\n", + " ID[34] = 1\n", + " ID[35] = 1\n", + " ID[36] = 1\n", + " ID[37] = 1\n", + " end\n", + " if AV_number == 23\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + " ID[20] = 1\n", + " ID[21] = 1\n", + " ID[22] = 1\n", + " ID[23] = 1\n", + " ID[24] = 1\n", + " ID[25] = 1\n", + " ID[26] = 1\n", + " ID[27] = 1\n", + " ID[28] = 1\n", + " end\n", + " if AV_number == 21\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + " ID[20] = 1\n", + " ID[21] = 1\n", + " ID[22] = 1\n", + " ID[23] = 1\n", + " ID[24] = 1\n", + " ID[25] = 1\n", + " ID[26] = 1\n", + " end\n", + " if AV_number == 18\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + " ID[20] = 1\n", + " ID[21] = 1\n", + " ID[22] = 1\n", + " ID[23] = 1\n", + " end\n", + " if AV_number == 16\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + " ID[20] = 1\n", + " ID[21] = 1\n", + " end\n", + " if AV_number == 14\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + " end\n", + " if AV_number == 12\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " end\n", + " if AV_number == 9\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " end\n", + " if AV_number == 7\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " end\n", + " if AV_number == 5\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " end\n", + " if AV_number == 3\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " end\n", + " else # not platoon\n", + " \n", + " if AV_number == 45\n", + " ID = ones(N)\n", + " end\n", + "\n", + " if AV_number == 32\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + " ID[21] = 1\n", + " ID[22] = 1\n", + " ID[24] = 1\n", + " ID[25] = 1\n", + " ID[27] = 1\n", + " ID[28] = 1\n", + " ID[29] = 1\n", + " ID[30] = 1\n", + " ID[31] = 1\n", + " ID[33] = 1\n", + " ID[34] = 1\n", + " ID[36] = 1\n", + " ID[37] = 1\n", + " ID[39] = 1\n", + " ID[40] = 1\n", + " ID[42] = 1\n", + " ID[43] = 1\n", + " ID[45] = 1\n", + " ID[1] = 1\n", + " ID[3] = 1\n", + " ID[4] = 1\n", + " end\n", + "\n", + " if AV_number == 23\n", + " ID[6] = 1\n", + " ID[8] = 1\n", + " ID[10] = 1\n", + " ID[12] = 1\n", + " ID[14] = 1\n", + " ID[16] = 1\n", + " ID[18] = 1\n", + " ID[20] = 1\n", + " ID[22] = 1\n", + " ID[24] = 1\n", + " ID[26] = 1\n", + " ID[28] = 1\n", + " ID[30] = 1\n", + " ID[32] = 1\n", + " ID[34] = 1\n", + " ID[36] = 1\n", + " ID[38] = 1\n", + " ID[40] = 1\n", + " ID[42] = 1\n", + " ID[44] = 1\n", + " ID[1] = 1\n", + " ID[3] = 1\n", + " ID[4] = 1\n", + " end\n", + " if AV_number == 21\n", + " ID[6] = 1\n", + " ID[8] = 1\n", + " ID[10] = 1\n", + " ID[12] = 1\n", + " ID[14] = 1\n", + " ID[16] = 1\n", + " ID[18] = 1\n", + " ID[21] = 1\n", + " ID[23] = 1\n", + " ID[25] = 1\n", + " ID[27] = 1\n", + " ID[29] = 1\n", + " ID[31] = 1\n", + " ID[34] = 1\n", + " ID[36] = 1\n", + " ID[38] = 1\n", + " ID[40] = 1\n", + " ID[42] = 1\n", + " ID[44] = 1\n", + " ID[1] = 1\n", + " ID[3] = 1\n", + " end\n", + " if AV_number == 18\n", + " ID[6] = 1\n", + " ID[8] = 1\n", + " ID[11] = 1\n", + " ID[13] = 1\n", + " ID[16] = 1\n", + " ID[18] = 1\n", + " ID[21] = 1\n", + " ID[23] = 1\n", + " ID[26] = 1\n", + " ID[28] = 1\n", + " ID[31] = 1\n", + " ID[33] = 1\n", + " ID[36] = 1\n", + " ID[38] = 1\n", + " ID[41] = 1\n", + " ID[43] = 1\n", + " ID[1] = 1\n", + " ID[3] = 1\n", + " end\n", + " if AV_number == 16\n", + " ID[6] = 1\n", + " ID[8] = 1\n", + " ID[11] = 1\n", + " ID[13] = 1\n", + " ID[16] = 1\n", + " ID[18] = 1\n", + " ID[21] = 1\n", + " ID[23] = 1\n", + " ID[26] = 1\n", + " ID[28] = 1\n", + " ID[31] = 1\n", + " ID[33] = 1\n", + " ID[36] = 1\n", + " ID[38] = 1\n", + " ID[41] = 1\n", + " ID[43] = 1\n", + " end\n", + " if AV_number == 14\n", + " ID[6] = 1\n", + " ID[9] = 1\n", + " ID[12] = 1\n", + " ID[15] = 1\n", + " ID[18] = 1\n", + " ID[21] = 1\n", + " ID[24] = 1\n", + " ID[27] = 1\n", + " ID[30] = 1\n", + " ID[33] = 1\n", + " ID[36] = 1\n", + " ID[39] = 1\n", + " ID[42] = 1\n", + " ID[45] = 1\n", + " end\n", + " if AV_number == 12\n", + " ID[6] = 1\n", + " ID[9] = 1\n", + " ID[13] = 1\n", + " ID[16] = 1\n", + " ID[20] = 1\n", + " ID[23] = 1\n", + " ID[27] = 1\n", + " ID[30] = 1\n", + " ID[34] = 1\n", + " ID[37] = 1\n", + " ID[41] = 1\n", + " ID[44] = 1\n", + " end\n", + " if AV_number == 9\n", + " ID[6] = 1\n", + " ID[11] = 1\n", + " ID[16] = 1\n", + " ID[21] = 1\n", + " ID[26] = 1\n", + " ID[31] = 1\n", + " ID[36] = 1\n", + " ID[41] = 1\n", + " ID[1] = 1\n", + " end\n", + " if AV_number == 7\n", + " ID[6] = 1\n", + " ID[12] = 1\n", + " ID[18] = 1\n", + " ID[26] = 1\n", + " ID[32] = 1\n", + " ID[40] = 1\n", + " ID[1] = 1\n", + " end\n", + " if AV_number == 5\n", + " ID[6] = 1\n", + " ID[15] = 1\n", + " ID[24] = 1\n", + " ID[33] = 1\n", + " ID[42] = 1\n", + " end\n", + " if AV_number == 3\n", + " ID[6] = 1\n", + " ID[21] = 1\n", + " ID[36] = 1\n", + " end\n", + " end\n", + " end\n", + " if N == 20\n", + " if platoon_bool == 1\n", + " if AV_number == 20\n", + " ID = ones(N)\n", + " end\n", + " if AV_number == 15\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[16] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + " ID[20] = 1\n", + " end\n", + " if AV_number == 10\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " end\n", + " if AV_number == 9\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " end\n", + " if AV_number == 8\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " end\n", + " if AV_number == 7\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " end\n", + " if AV_number == 6\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " ID[11] = 1\n", + " end\n", + " if AV_number == 5\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[10] = 1\n", + " end\n", + " if AV_number == 4\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " end\n", + " if AV_number == 3\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " ID[8] = 1\n", + " end \n", + " if AV_number == 2\n", + " ID[6] = 1\n", + " ID[7] = 1\n", + " end\n", + " if AV_number == 1\n", + " ID[6] = 1\n", + " end\n", + " else\n", + " if AV_number == 20\n", + " ID = ones(N)\n", + " end\n", + " if AV_number == 15\n", + " ID[6] = 1\n", + " ID[8] = 1\n", + " ID[9] = 1\n", + " ID[11] = 1\n", + " ID[12] = 1\n", + " ID[13] = 1\n", + " ID[14] = 1\n", + " ID[15] = 1\n", + " ID[17] = 1\n", + " ID[18] = 1\n", + " ID[19] = 1\n", + " ID[20] = 1\n", + " ID[1] = 1\n", + " ID[3] = 1\n", + " ID[4] = 1\n", + " end\n", + " if AV_number == 10\n", + " ID[6] = 1\n", + " ID[8] = 1\n", + " ID[10] = 1\n", + " ID[12] = 1\n", + " ID[14] = 1\n", + " ID[16] = 1\n", + " ID[18] = 1\n", + " ID[20] = 1\n", + " ID[2] = 1\n", + " ID[4] = 1\n", + " end\n", + " if AV_number == 9\n", + " ID[6] = 1\n", + " ID[8] = 1\n", + " ID[11] = 1\n", + " ID[13] = 1\n", + " ID[16] = 1\n", + " ID[18] = 1\n", + " ID[20] = 1\n", + " ID[2] = 1\n", + " ID[4] = 1\n", + " end\n", + " if AV_number == 8\n", + " ID[6] = 1\n", + " ID[8] = 1\n", + " ID[10] = 1\n", + " ID[12] = 1\n", + " ID[14] = 1\n", + " ID[16] = 1\n", + " ID[18] = 1\n", + " ID[20] = 1\n", + " end\n", + " if AV_number == 7\n", + " ID[6] = 1\n", + " ID[8] = 1\n", + " ID[11] = 1\n", + " ID[13] = 1\n", + " ID[16] = 1\n", + " ID[18] = 1\n", + " ID[1] = 1\n", + " end\n", + " if AV_number == 6\n", + " ID[6] = 1\n", + " ID[9] = 1\n", + " ID[12] = 1\n", + " ID[15] = 1\n", + " ID[18] = 1\n", + " ID[1] = 1\n", + " end\n", + " if AV_number == 5\n", + " ID[6] = 1\n", + " ID[10] = 1\n", + " ID[14] = 1\n", + " ID[18] = 1\n", + " ID[2] = 1\n", + " end\n", + " if AV_number == 4\n", + " ID[6] = 1\n", + " ID[11] = 1\n", + " ID[16] = 1\n", + " ID[1] = 1\n", + " end\n", + " if AV_number == 3\n", + " ID[6] = 1\n", + " ID[13] = 1\n", + " ID[19] = 1\n", + " end\n", + " if AV_number == 2\n", + " ID[6] = 1\n", + " ID[16] = 1\n", + " end\n", + " if AV_number == 1\n", + " ID[6] = 1\n", + " end\n", + " end\n", + " \n", + " end\n", + " return ID\n", + "end" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Julia 1.9.2", + "language": "julia", + "name": "julia-1.9" + }, + "language_info": { + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia", + "version": "1.9.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}