diff --git a/README.md b/README.md index b25f5fa..bc69728 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,24 @@ -# std-trees -STD-Trees: Spatio-Temporal Deformable Trees for Multirotors Kinodynamic Planning +# STD-Trees: Spatio-Temporal Deformable Trees for Multirotors Kinodynamic Planning +[[Preprint]](https://github.com/ZJU-FAST-Lab/std-trees/blob/main/misc/draft.pdf) +[[Video]](https://www.youtube.com/watch?v=uCOofavIp9w) + +The code is now a bit of messy, I'll tide it up later. +## Build & Run +### Build +1. create a workspace, for example ~/ws/src +2. in ~/ws/src/, _git clone git@github.com:ZJU-FAST-Lab/std-trees.git_ +3. in ~/ws/, run _catkin_make_ + +### Run +In two seperate terminals, in ~/ws/, _source_ first, then: +1. roslaunch state_machine rviz.launch +2. roslaunch state_machine test_planners.launch + +If everything goes right, you'll see sth. like the following in Rviz. +
+ +
+ +The color indications are light blue for kRRT, dark +blue for kRRT-ST, yellow for kRRT*, green for kRRT*-ST, orange for kRRT#, and red for kRRT#-ST. Planning with ST deformation +generates smoother trajectories with lower cost (red, green, and dark blue compared with orange, yellow, and light blue, respectively) \ No newline at end of file diff --git a/benchmark_data/hierarchical/circles1.xls b/benchmark_data/hierarchical/circles1.xls new file mode 100644 index 0000000..96a5911 Binary files /dev/null and b/benchmark_data/hierarchical/circles1.xls differ diff --git a/benchmark_data/variants/forest1/eval.py b/benchmark_data/variants/forest1/eval.py new file mode 100755 index 0000000..a0eb7bb --- /dev/null +++ b/benchmark_data/variants/forest1/eval.py @@ -0,0 +1,107 @@ +import xlrd +import scipy.io +import numpy as np +import matplotlib +import matplotlib.pyplot as plt + +# matplotlib.use('qt5agg') + + +def get_costs_at_t(time_split, cost_split, t): + costs_t = np.zeros(len(time_split)) + for j in range(0, len(time_split)): + time_j = time_split[j] + cost_j = cost_split[j] + + N = time_j.size + if t < time_j[0]: + costs_t[j] = np.nan + elif t >= time_j[N - 1]: + costs_t[j] = cost_j[N - 1] + else: + for k in range(1, N): + if t < time_j[k]: + costs_t[j] = cost_j[k - 1] + break + + return costs_t + + +def get_cost_mean_var_list(book, eval_timeline): + sheet = book.sheet_by_index(0) + num_rows = sheet.nrows + num_cols = sheet.ncols + + idx_all = np.array(sheet.col_values(0)) + time_all = np.array(sheet.col_values(1)) + cost_all = np.array(sheet.col_values(2)) + + + split_idx = [] + for i in range(1, idx_all.size): + if idx_all[i] == 1: + split_idx.append(i) + + idx_split = np.hsplit(idx_all, split_idx) + time_split = np.hsplit(time_all, split_idx) + cost_split = np.hsplit(cost_all, split_idx) + + cost_mean = np.zeros(eval_timeline.size) + cost_var = np.zeros(eval_timeline.size) + for i in range(0, eval_timeline.size): + costs_i = get_costs_at_t(time_split, cost_split, eval_timeline[i]) + cost_mean[i] = np.nanmean(costs_i) + cost_var[i] = np.nanstd(costs_i) + + return cost_mean, cost_var + +fig, ax = plt.subplots() +ax.grid() + +book = xlrd.open_workbook("./f-one-node.xls") +eval_timeline = np.array([0, 20, 40, 60, 80, 100, 150, 200, 300, 600, 1000, 2000, 3000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +ax.scatter(eval_timeline, cost_mean_var[0], marker='o') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2) + +book = xlrd.open_workbook("./f-trunk.xls") +eval_timeline = np.array([0, 18, 38, 58, 78, 98, 145, 195, 290, 590, 990, 1990, 2990]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +ax.scatter(eval_timeline, cost_mean_var[0], marker='x') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2) + +book = xlrd.open_workbook("./f-branch.xls") +eval_timeline = np.array([0, 16, 36, 56, 76, 96, 140, 190, 280, 580, 980, 1980, 2980]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +ax.scatter(eval_timeline, cost_mean_var[0], marker='v') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2) + +book = xlrd.open_workbook("./f-small-branch.xls") +eval_timeline = np.array([0, 14, 34, 54, 74, 94, 135, 185, 270, 570, 970, 1970, 2970]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +ax.scatter(eval_timeline, cost_mean_var[0], marker='X') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2) + +book = xlrd.open_workbook("./f-tree.xls") +eval_timeline = np.array([0, 12, 32, 52, 72, 92, 130, 180, 260, 560, 960, 1960, 2960]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +ax.scatter(eval_timeline, cost_mean_var[0], marker='+') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2) + +book = xlrd.open_workbook("./f-no-deform.xls") +eval_timeline = np.array([0, 10, 30, 50, 70, 90, 125, 175, 250, 550, 950, 1950, 2950]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +ax.scatter(eval_timeline, cost_mean_var[0], marker='*') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2) + +#book = xlrd.open_workbook("./f-astar.xls") +#sheet = book.sheet_by_index(0) +#lambda_heu_all = np.array(sheet.col_values(0)) +#time_all = np.array(sheet.col_values(1)) +#cost_all = np.array(sheet.col_values(2)) +#ax.scatter(time_all, cost_all, marker='D') + + +# scipy.io.savemat("./cost_mean_var1.mat", {'timeline': eval_timeline, 'cost_mean': cost_mean, 'cost_var': cost_var}) + +plt.show() diff --git a/benchmark_data/variants/forest1/f-branch.csv b/benchmark_data/variants/forest1/f-branch.csv new file mode 100755 index 0000000..64d2c0b --- /dev/null +++ b/benchmark_data/variants/forest1/f-branch.csv @@ -0,0 +1,15951 @@ +1,907.95,36.5805, +2,920.649,35.9957, +3,927.421,35.8939, +4,952.387,34.8345, +5,955.177,33.6943, +6,955.933,33.4537, +7,960.717,31.1584, +8,971.639,31.0712, +9,994.508,30.9034, +10,1010.2,30.4239, +11,1020.35,29.0865, +12,1028.58,28.7456, +13,1037.17,27.6436, +14,1072.29,27.4887, +15,1081.33,27.2261, 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b/benchmark_data/variants/forest2/eval.py new file mode 100755 index 0000000..7556c47 --- /dev/null +++ b/benchmark_data/variants/forest2/eval.py @@ -0,0 +1,110 @@ +import xlrd +import scipy.io +import numpy as np +import matplotlib +import matplotlib.pyplot as plt + +# matplotlib.use('qt5agg') + + +def get_costs_at_t(time_split, cost_split, t): + costs_t = np.zeros(len(time_split)) + for j in range(0, len(time_split)): + time_j = time_split[j] + cost_j = cost_split[j] + + N = time_j.size + if t < time_j[0]: + costs_t[j] = np.nan + elif t >= time_j[N - 1]: + costs_t[j] = cost_j[N - 1] + else: + for k in range(1, N): + if t < time_j[k]: + costs_t[j] = cost_j[k - 1] + break + + return costs_t + + +def get_cost_mean_var_list(book, eval_timeline): + sheet = book.sheet_by_index(0) + num_rows = sheet.nrows + num_cols = sheet.ncols + + idx_all = np.array(sheet.col_values(0)) + time_all = np.array(sheet.col_values(1)) + cost_all = np.array(sheet.col_values(2)) + + + split_idx = [] + for i in range(1, idx_all.size): + if idx_all[i] == 1: + split_idx.append(i) + + idx_split = np.hsplit(idx_all, split_idx) + time_split = np.hsplit(time_all, split_idx) + cost_split = np.hsplit(cost_all, split_idx) + + cost_mean = np.zeros(eval_timeline.size) + cost_var = np.zeros(eval_timeline.size) + for i in range(0, eval_timeline.size): + costs_i = get_costs_at_t(time_split, cost_split, eval_timeline[i]) + cost_mean[i] = np.nanmean(costs_i) + cost_var[i] = np.nanstd(costs_i) + + return cost_mean, cost_var + +fig, ax = plt.subplots() +ax.grid() + +book = xlrd.open_workbook("./f-one-node.xls") +eval_timeline = np.array([0, 60, 150, 300, 600, 1000, 2000, 3000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +ax.scatter(eval_timeline, cost_mean_var[0], marker='o', s=60, label='NODE') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=2) + +book = xlrd.open_workbook("./f-trunk.xls") +eval_timeline = np.array([0, 100, 200, 400, 700, 1100, 2100, 3000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +ax.scatter(eval_timeline, cost_mean_var[0], marker='v', s=60, label='TRUNK') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=2) + +# book = xlrd.open_workbook("./f-branch.xls") +# eval_timeline = np.array([0, 26,56, 96, 190, 280, 580, 980, 1980, 2980]) +# cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +# ax.scatter(eval_timeline, cost_mean_var[0], marker='v', s=100, label='BRANCH') +# ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=2) + +book = xlrd.open_workbook("./f-tree.xls") +eval_timeline = np.array([0, 80, 175, 350, 650, 1050, 2050, 3000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +ax.scatter(eval_timeline, cost_mean_var[0], marker='X', s=60, label='TREE') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=2) + +book = xlrd.open_workbook("./f-small-branch.xls") +eval_timeline = np.array([0, 120, 225, 345, 750, 1150, 2150, 3000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +ax.scatter(eval_timeline, cost_mean_var[0], marker='P', s=60, label='BRANCH') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=2) + +book = xlrd.open_workbook("./f-no-deform.xls") +eval_timeline = np.array([0, 60, 150, 450, 600, 1000, 2000, 3000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +ax.scatter(eval_timeline, cost_mean_var[0], marker='p', s=60, label='w/o') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=2) + +book = xlrd.open_workbook("./f-astar.xls") +sheet = book.sheet_by_index(0) +lambda_heu_all = np.array(sheet.col_values(0)) +time_all = np.array(sheet.col_values(1)) +cost_all = np.array(sheet.col_values(2)) +ax.scatter(time_all, cost_all, marker='x', s=50, c='b', label='Search') + +ax.legend(ncol=2) +ax.set_xlabel("time (ms)", fontsize='large') +ax.set_ylabel("cost", fontsize='large') + +# scipy.io.savemat("./cost_mean_var1.mat", {'timeline': eval_timeline, 'cost_mean': cost_mean, 'cost_var': cost_var}) + +plt.show() diff --git a/benchmark_data/variants/forest2/f-astar.csv b/benchmark_data/variants/forest2/f-astar.csv new file mode 100755 index 0000000..8bd8ea5 --- /dev/null +++ b/benchmark_data/variants/forest2/f-astar.csv @@ -0,0 +1,41 @@ +2,1802.97,22.2547, +2.1,1565.63,19.395, +2.2,1058.38,18.1505, +2.3,966.079,21.8177, +2.4,945.593,22.8262, +2.5,720.072,21.4604, +2.6,987.428,20.1204, +2.7,1129.22,21.1443, +2.8,846.457,24.0241, +2.9,682.726,19.3935, +3,765.272,20.7544, +1.6,2484.5,19.6141, +1.8,2178.73,17.9557, +2,1781.74,22.2547, +2.1,1576.62,19.395, +2.2,1086.97,18.1505, +2.3,986.685,21.8177, +2.4,943.955,22.8262, +2.5,713.282,21.4604, +2.6,979.868,20.1204, +2.7,1121.48,21.1443, +2.8,852.994,24.0241, +2.9,686.036,19.3935, +3,769.864,20.7544, +1.4,4808.01,17.7621, +1.5,3014.77,18.9078, +1.6,2387.95,19.6141, +1.7,2984.64,19.8673, 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b/benchmark_data/variants/forest2/f-trunk.xls new file mode 100755 index 0000000..330019f Binary files /dev/null and b/benchmark_data/variants/forest2/f-trunk.xls differ diff --git a/benchmark_data/variants/forest3/eval.py b/benchmark_data/variants/forest3/eval.py new file mode 100755 index 0000000..01a3f85 --- /dev/null +++ b/benchmark_data/variants/forest3/eval.py @@ -0,0 +1,110 @@ +import xlrd +import scipy.io +import numpy as np +import matplotlib +import matplotlib.pyplot as plt + +# matplotlib.use('qt5agg') + + +def get_costs_at_t(time_split, cost_split, t): + costs_t = np.zeros(len(time_split)) + for j in range(0, len(time_split)): + time_j = time_split[j] + cost_j = cost_split[j] + + N = time_j.size + if t < time_j[0]: + costs_t[j] = np.nan + elif t >= time_j[N - 1]: + costs_t[j] = cost_j[N - 1] + else: + for k in range(1, N): + if t < time_j[k]: + costs_t[j] = cost_j[k - 1] + break + + return costs_t + + +def get_cost_mean_var_list(book, eval_timeline): + sheet = book.sheet_by_index(0) + num_rows = sheet.nrows + num_cols = sheet.ncols + + idx_all = np.array(sheet.col_values(0)) + time_all = np.array(sheet.col_values(1)) + cost_all = np.array(sheet.col_values(2)) + + + split_idx = [] + for i in range(1, idx_all.size): + if idx_all[i] == 1: + split_idx.append(i) + + idx_split = np.hsplit(idx_all, split_idx) + time_split = np.hsplit(time_all, split_idx) + cost_split = np.hsplit(cost_all, split_idx) + + cost_mean = np.zeros(eval_timeline.size) + cost_var = np.zeros(eval_timeline.size) + for i in range(0, eval_timeline.size): + costs_i = get_costs_at_t(time_split, cost_split, eval_timeline[i]) + cost_mean[i] = np.nanmean(costs_i) + cost_var[i] = np.nanstd(costs_i) + + return cost_mean, cost_var + +fig, ax = plt.subplots() +#ax.grid() + +book = xlrd.open_workbook("./f-one-node.xls") +eval_timeline = np.array([0, 60, 150, 300, 600, 1000, 2000, 3000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +ax.scatter(eval_timeline, cost_mean_var[0], marker='o', s=100, label='NODE') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5) + +book = xlrd.open_workbook("./f-trunk.xls") +eval_timeline = np.array([0, 100, 200, 400, 700, 1100, 2100, 3000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +ax.scatter(eval_timeline, cost_mean_var[0], marker='v', s=100, label='TRUNK') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5) + +# book = xlrd.open_workbook("./f-branch.xls") +# eval_timeline = np.array([0, 26,56, 96, 190, 280, 580, 980, 1980, 2980]) +# cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +# ax.scatter(eval_timeline, cost_mean_var[0], marker='v', s=100, label='BRANCH') +# ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=2) + +book = xlrd.open_workbook("./f-tree.xls") +eval_timeline = np.array([0, 80, 175, 350, 650, 1050, 2050, 3000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +ax.scatter(eval_timeline, cost_mean_var[0], marker='X', s=100, label='TREE') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5) + +book = xlrd.open_workbook("./f-small-branch.xls") +eval_timeline = np.array([0, 120, 225, 345, 750, 1150, 2150, 3000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +ax.scatter(eval_timeline, cost_mean_var[0], marker='P', s=100, label='BRANCH') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5) + +book = xlrd.open_workbook("./f-no-deform.xls") +eval_timeline = np.array([0, 60, 150, 450, 600, 1000, 2000, 3000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +ax.scatter(eval_timeline, cost_mean_var[0], marker='d', s=80, label='w/o') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5) + +book = xlrd.open_workbook("./f-astar.xls") +sheet = book.sheet_by_index(0) +lambda_heu_all = np.array(sheet.col_values(0)) +time_all = np.array(sheet.col_values(1)) +cost_all = np.array(sheet.col_values(2)) +ax.scatter(time_all, cost_all, marker='x', s=70, c='b', label='Search') + +ax.legend(ncol=2) +ax.set_xlabel("Time (ms)", fontsize='large') +ax.set_ylabel("Best Solution Cost", fontsize='large') + +# scipy.io.savemat("./cost_mean_var1.mat", {'timeline': eval_timeline, 'cost_mean': cost_mean, 'cost_var': cost_var}) + +plt.show() diff --git a/benchmark_data/variants/forest3/f-astar.csv b/benchmark_data/variants/forest3/f-astar.csv new file mode 100755 index 0000000..9dded59 --- /dev/null +++ b/benchmark_data/variants/forest3/f-astar.csv @@ -0,0 +1,17 @@ +1.4,4775.62,17.7621, +1.5,3401.99,18.9078, +1.6,2434.08,19.6141, +1.7,2933.52,19.8673, +1.8,2111.08,17.9557, +1.9,2173.49,20.7195, +2,1739.9,22.2547, +2.1,1546.07,19.395, +2.2,1047.79,18.1505, +2.3,952.811,21.8177, +2.4,935.173,22.8262, +2.5,712.733,21.4604, +2.6,967.279,20.1204, +2.7,1110.39,21.1443, +2.8,838.569,24.0241, +2.9,677.166,19.3935, 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a/benchmark_data/variants/forest4/f-rrt-wo.csv b/benchmark_data/variants/forest4/f-rrt-wo.csv new file mode 100755 index 0000000..768bd66 --- /dev/null +++ b/benchmark_data/variants/forest4/f-rrt-wo.csv @@ -0,0 +1,14 @@ +1,6007.68,37.7561, +2,6011.18,34.719, +3,6142.25,34.2899, +4,6153.65,32.8747, +1,795.267,42.8064, +2,974.741,40.7831, +3,1283.22,40.2723, +4,2709.31,40.1316, +5,3488.38,34.6703, +6,3782.31,34.1769, +7,4409.32,34.1272, +8,7026.25,33.583, +1,912.359,37.8981, +2,2344.66,35.4099, diff --git a/benchmark_data/variants/forest4/f-rrtSharp-w.csv b/benchmark_data/variants/forest4/f-rrtSharp-w.csv new file mode 100755 index 0000000..435208f --- /dev/null +++ b/benchmark_data/variants/forest4/f-rrtSharp-w.csv @@ -0,0 +1,228 @@ +1,3233.22,29.0526, +2,3346.48,28.8971, +3,3349.13,28.5404, +4,3461.52,27.5834, +5,3489.75,25.9026, +6,3497.69,25.2413, +7,3503.06,24.2683, +8,3613.87,24.0968, +9,3620.69,24.023, +10,3632.83,24.0099, +11,3656.28,23.9584, +12,3663.95,23.4878, 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a/benchmark_data/variants/forest4/f-small-branch.csv b/benchmark_data/variants/forest4/f-small-branch.csv new file mode 100755 index 0000000..4777f96 --- /dev/null +++ b/benchmark_data/variants/forest4/f-small-branch.csv @@ -0,0 +1,289 @@ +1,214.805,23.859, +2,238.062,22.3184, +3,324.751,22.1962, +4,332.02,20.3166, +5,339.716,19.0356, +6,693.781,18.901, +7,704.642,18.6169, +8,723.427,18.581, +9,761.401,17.8531, +10,790.336,17.7371, +11,822.245,17.6446, +12,868.538,17.6037, +13,907.76,17.5617, +14,916.037,17.5508, +15,923.348,17.5443, +16,953.556,17.5364, +17,1048.05,17.4953, +18,1340.05,17.4901, +19,1373.49,17.4439, +20,1424.11,16.6067, +21,1453.3,16.58, +22,1481.36,16.5312, +23,1595.5,16.5032, +24,1649.62,16.3538, +25,1684.87,16.3388, +26,1716.07,16.2943, +27,1731.86,16.2841, +28,2012.81,16.247, +29,2037.73,16.234, +30,2259.89,16.23, +31,2298.29,16.1991, +32,2436.25,16.185, +33,2450.19,16.1817, +34,2783.98,16.182, +35,2845.76,16.1726, +36,2919.87,16.1686, +37,2932.02,16.1668, 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a/benchmark_data/variants/forest4/f-trunk.csv b/benchmark_data/variants/forest4/f-trunk.csv new file mode 100755 index 0000000..99f3e6e --- /dev/null +++ b/benchmark_data/variants/forest4/f-trunk.csv @@ -0,0 +1,503 @@ +1,308.17,28.9949, +2,314.915,28.318, +3,318.954,25.598, +4,326.18,24.9578, +5,334.248,24.1863, +6,341.481,23.4024, +7,345.78,21.6527, +8,348.049,21.1581, +9,378.774,21.0321, +10,381.194,20.9721, +11,388.246,19.8577, +12,410.718,19.8544, +13,411.315,19.8426, +14,415.56,19.752, +15,424.853,19.5747, +16,431.452,19.4403, +17,433.447,19.4253, +18,433.514,18.5942, +19,442.898,18.5911, +20,478.264,18.587, +21,482.337,18.5818, +22,489.962,18.4994, +23,507.883,18.5, +24,513.225,18.4858, +25,530.065,18.4818, +26,532.65,18.4812, +27,538.016,18.4806, +28,548.585,18.4844, +29,554.865,18.4844, +30,561.021,18.4794, +31,568.89,18.4685, +32,587.16,18.4656, +33,588.107,18.4651, +34,592.528,18.4647, +35,620.134,18.4671, +36,636.38,18.4596, +37,644.452,18.4602, +38,652.089,18.458, 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@@ +import xlrd +import scipy.io +import numpy as np +import matplotlib +import matplotlib.pyplot as plt + +# matplotlib.use('qt5agg') + + +def get_costs_at_t(time_split, cost_split, t): + costs_t = np.zeros(len(time_split)) + for j in range(0, len(time_split)): + time_j = time_split[j] + cost_j = cost_split[j] + + N = time_j.size + if t < time_j[0]: + costs_t[j] = np.nan + elif t >= time_j[N - 1]: + costs_t[j] = cost_j[N - 1] + else: + for k in range(1, N): + if t < time_j[k]: + costs_t[j] = cost_j[k - 1] + break + + return costs_t + + +def get_cost_mean_var_list(book, eval_timeline): + sheet = book.sheet_by_index(0) + num_rows = sheet.nrows + num_cols = sheet.ncols + + idx_all = np.array(sheet.col_values(0)) + time_all = np.array(sheet.col_values(1)) + cost_all = np.array(sheet.col_values(2)) + + + split_idx = [] + for i in range(1, idx_all.size): + if idx_all[i] == 1: + split_idx.append(i) + + idx_split = np.hsplit(idx_all, split_idx) + time_split = np.hsplit(time_all, split_idx) + cost_split = np.hsplit(cost_all, split_idx) + + cost_mean = np.zeros(eval_timeline.size) + cost_var = np.zeros(eval_timeline.size) + for i in range(0, eval_timeline.size): + costs_i = get_costs_at_t(time_split, cost_split, eval_timeline[i]) + cost_mean[i] = np.nanmean(costs_i) + cost_var[i] = np.nanstd(costs_i) + + return cost_mean, cost_var + +fig, ax = plt.subplots() +#ax.grid() + +book = xlrd.open_workbook("./f-rrt-w.xls") +eval_timeline = np.array([500, 1000, 1500, 2000, 2500, 3000, 4000, 5500, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='o', s=100, label='RRT-BRANCH') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, marker='v', label='kRRT-w/', c='blue', ms=8) + +book = xlrd.open_workbook("./f-rrt-wo.xls") +eval_timeline = np.array([500, 1000, 1500, 2000, 2500, 3000, 4000, 5500, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='v', s=100, label='RRT') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, ls='dashed', marker='v', label='kRRT-w/o', c='blue', ms=8) + +book = xlrd.open_workbook("./f-rrtStar-w.xls") +eval_timeline = np.array([600, 1100, 1600, 2100, 2600, 3200, 4200, 5700, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='X', s=100, label='RRT*-BRANCH') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, marker='P', label='kRRT*-w/', c='green', ms=8) + +book = xlrd.open_workbook("./f-rrtStar-wo.xls") +eval_timeline = np.array([600, 1100, 1600, 2100, 2600, 3200, 4200, 5700, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='P', s=100, label='RRT*') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, ls='dashed', marker='P', label='kRRT*-w/o', c='green', ms=8) + +book = xlrd.open_workbook("./f-rrtSharp-w.xls") +eval_timeline = np.array([700, 1200, 1700, 2200, 2700, 3400, 4400, 5900, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='d', s=80, label='RRT#-BRANCH') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, marker='d', label='kRRT#-w/', c='red', ms=8) + +book = xlrd.open_workbook("./f-rrtSharp-wo.xls") +eval_timeline = np.array([700, 1200, 1700, 2200, 2700, 3400, 4400, 5900, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='x', s=80, label='RRT#') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, ls='dashed', marker='d', label='kRRT#-w/o', c='red', ms=8) + +ax.legend(ncol=1) +ax.set_xlabel("Time (ms)", fontsize='large') +ax.set_ylabel("Best Solution Cost", fontsize='large') + +# scipy.io.savemat("./cost_mean_var1.mat", {'timeline': eval_timeline, 'cost_mean': cost_mean, 'cost_var': cost_var}) + +plt.show() diff --git a/benchmark_data/wo-test/cave1/f-rrt-w.csv b/benchmark_data/wo-test/cave1/f-rrt-w.csv new file mode 100755 index 0000000..60e7ab3 --- /dev/null +++ b/benchmark_data/wo-test/cave1/f-rrt-w.csv @@ -0,0 +1,4812 @@ +1,1298.75,36.3665, +2,1380.31,35.554, +3,1399.11,34.2459, +4,1403.55,31.3232, +5,3035.02,30.1777, +6,3042.73,29.8237, +7,3050.42,29.6582, +8,3051.23,29.6063, +1,439.344,38.0535, +2,482.515,36.8674, +3,483.019,36.2395, +4,603.051,35.4666, +5,614.722,34.2853, +6,622.426,34.0554, +7,623.029,33.7633, +8,641.454,32.6536, +9,651.013,31.9629, +10,675.349,31.5807, +11,691.671,30.3597, +12,707.652,29.7946, +13,717.656,29.73, +14,727.925,29.6087, +15,732.462,29.5246, +16,873.367,28.894, +17,884.255,27.475, +18,892.569,27.2579, +19,903.501,26.7006, +20,928.989,26.0635, +21,949.758,25.9413, +22,959.801,25.7833, 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+# matplotlib.use('qt5agg') + + +def get_costs_at_t(time_split, cost_split, t): + costs_t = np.zeros(len(time_split)) + for j in range(0, len(time_split)): + time_j = time_split[j] + cost_j = cost_split[j] + + N = time_j.size + if t < time_j[0]: + costs_t[j] = np.nan + elif t >= time_j[N - 1]: + costs_t[j] = cost_j[N - 1] + else: + for k in range(1, N): + if t < time_j[k]: + costs_t[j] = cost_j[k - 1] + break + + return costs_t + + +def get_cost_mean_var_list(book, eval_timeline): + sheet = book.sheet_by_index(0) + num_rows = sheet.nrows + num_cols = sheet.ncols + + idx_all = np.array(sheet.col_values(0)) + time_all = np.array(sheet.col_values(1)) + cost_all = np.array(sheet.col_values(2)) + + + split_idx = [] + for i in range(1, idx_all.size): + if idx_all[i] == 1: + split_idx.append(i) + + idx_split = np.hsplit(idx_all, split_idx) + time_split = np.hsplit(time_all, split_idx) + cost_split = np.hsplit(cost_all, split_idx) + + cost_mean = np.zeros(eval_timeline.size) + cost_var = np.zeros(eval_timeline.size) + for i in range(0, eval_timeline.size): + costs_i = get_costs_at_t(time_split, cost_split, eval_timeline[i]) + cost_mean[i] = np.nanmean(costs_i) + cost_var[i] = np.nanstd(costs_i) + + return cost_mean, cost_var + +fig, ax = plt.subplots() +#ax.grid() + +book = xlrd.open_workbook("./f-rrt-w.xls") +eval_timeline = np.array([500, 1000, 1500, 2000, 2500, 3000, 4000, 5500, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='o', s=100, label='RRT-BRANCH') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, marker='v', label='kRRT-w/', c='blue', ms=8) + +book = xlrd.open_workbook("./f-rrt-wo.xls") +eval_timeline = np.array([500, 1000, 1500, 2000, 2500, 3000, 4000, 5500, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='v', s=100, label='RRT') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, ls='dashed', marker='v', label='kRRT-w/o', c='blue', ms=8) + +book = xlrd.open_workbook("./f-rrtStar-w.xls") +eval_timeline = np.array([600, 1100, 1600, 2100, 2600, 3200, 4200, 5700, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='X', s=100, label='RRT*-BRANCH') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, marker='P', label='kRRT*-w/', c='green', ms=8) + +book = xlrd.open_workbook("./f-rrtStar-wo.xls") +eval_timeline = np.array([600, 1100, 1600, 2100, 2600, 3200, 4200, 5700, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='P', s=100, label='RRT*') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, ls='dashed', marker='P', label='kRRT*-w/o', c='green', ms=8) + +book = xlrd.open_workbook("./f-rrtSharp-w.xls") +eval_timeline = np.array([700, 1200, 1700, 2200, 2700, 3400, 4400, 5900, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='d', s=80, label='RRT#-BRANCH') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, marker='d', label='kRRT#-w/', c='red', ms=8) + +book = xlrd.open_workbook("./f-rrtSharp-wo.xls") +eval_timeline = np.array([700, 1200, 1700, 2200, 2700, 3400, 4400, 5900, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='x', s=80, label='RRT#') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, ls='dashed', marker='d', label='kRRT#-w/o', c='red', ms=8) + +ax.legend(ncol=1) +ax.set_xlabel("Time (ms)", fontsize='large') +ax.set_ylabel("Best Solution Cost", fontsize='large') + +# scipy.io.savemat("./cost_mean_var1.mat", {'timeline': eval_timeline, 'cost_mean': cost_mean, 'cost_var': cost_var}) + +plt.show() diff --git a/benchmark_data/wo-test/cave2/f-rrt-s.csv b/benchmark_data/wo-test/cave2/f-rrt-s.csv new file mode 100755 index 0000000..17445e6 --- /dev/null +++ b/benchmark_data/wo-test/cave2/f-rrt-s.csv @@ -0,0 +1,6099 @@ +1,1814.24,39.7549, +2,2082.67,39.4806, +3,2086.72,39.1382, +4,2091.91,38.3279, +5,2311.44,38.3245, +6,2313.89,38.318, +7,2323.39,38.3075, +8,3414.34,38.2986, +9,3416.43,38.2885, +10,3421.12,38.287, +11,3611.79,37.7126, +12,3614.9,37.248, +13,3623.72,36.393, +14,3636.27,35.8268, +15,3648.83,35.3946, +16,3662.67,34.786, +17,3686.02,34.2053, +18,3720.57,33.5151, +19,3771.15,33.0728, +20,3795.6,33.0472, +21,3810.6,33.0478, +22,4094.28,33.0186, +23,4098.91,32.9879, +24,4106.53,32.9698, +25,4115.95,32.9695, +26,4134.78,32.9359, +27,4162.31,32.86, +28,4178.51,32.8564, +29,4415.01,32.834, +30,4422.3,32.8192, +31,4429.02,32.812, +32,4431.35,32.8114, +33,4445.62,32.8067, +34,4457,32.8061, +35,4472.97,32.7908, +36,4495.66,32.7879, +37,4506.94,32.7846, 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+2,1022.43,28.5896, +3,1305.36,28.3169, +4,1906.98,27.3612, +5,2762.3,27.3612, +6,2782.74,27.0837, +7,3784.38,27.0758, +8,4490.8,27.0684, +9,5274.78,27.0433, +10,6110.15,26.9257, diff --git a/benchmark_data/wo-test/cave3/eval.py b/benchmark_data/wo-test/cave3/eval.py new file mode 100755 index 0000000..c830300 --- /dev/null +++ b/benchmark_data/wo-test/cave3/eval.py @@ -0,0 +1,123 @@ +import xlrd +import scipy.io +import numpy as np +import matplotlib +import matplotlib.pyplot as plt + +# matplotlib.use('qt5agg') + + +def get_costs_at_t(time_split, cost_split, t): + costs_t = np.zeros(len(time_split)) + for j in range(0, len(time_split)): + time_j = time_split[j] + cost_j = cost_split[j] + + N = time_j.size + if t < time_j[0]: + costs_t[j] = np.nan + elif t >= time_j[N - 1]: + costs_t[j] = cost_j[N - 1] + else: + for k in range(1, N): + if t < time_j[k]: + costs_t[j] = cost_j[k - 1] + break + + return costs_t + + +def get_cost_mean_var_list(book, eval_timeline): + sheet = book.sheet_by_index(0) + num_rows = sheet.nrows + num_cols = sheet.ncols + + idx_all = np.array(sheet.col_values(0)) + time_all = np.array(sheet.col_values(1)) + cost_all = np.array(sheet.col_values(2)) + + + split_idx = [] + for i in range(1, idx_all.size): + if idx_all[i] == 1: + split_idx.append(i) + + idx_split = np.hsplit(idx_all, split_idx) + time_split = np.hsplit(time_all, split_idx) + cost_split = np.hsplit(cost_all, split_idx) + + cost_mean = np.zeros(eval_timeline.size) + cost_var = np.zeros(eval_timeline.size) + for i in range(0, eval_timeline.size): + costs_i = get_costs_at_t(time_split, cost_split, eval_timeline[i]) + cost_mean[i] = np.nanmean(costs_i) + cost_var[i] = np.nanstd(costs_i) + + return cost_mean, cost_var + +fig, ax = plt.subplots() +#ax.grid() + +book = xlrd.open_workbook("./f-rrtStar-wo.xls") +eval_timeline = np.array([450, 1300, 2100, 3000, 4200, 5700, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='P', s=100, label='RRT*') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, ls='dotted', marker='x', label='kRRT*', c='green', ms=8) + +book = xlrd.open_workbook("./f-rrtStar-s.xls") +eval_timeline = np.array([500, 1200, 2000, 2800, 4000, 5500, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='X', s=100, label='RRT*-BRANCH') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, ls='dashdot', marker='x', label='kRRT*-S', c='green', ms=8) + +book = xlrd.open_workbook("./f-rrtStar-w.xls") +eval_timeline = np.array([500, 1350, 2150, 3150, 4350, 5850, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='X', s=100, label='RRT*-BRANCH') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, marker='x', label='kRRT*-ST', c='green', ms=8) + + +book = xlrd.open_workbook("./f-rrtSharp-wo.xls") +eval_timeline = np.array([500, 1400, 2200, 3200, 4400, 5900, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='x', s=80, label='RRT#') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, ls='dotted', marker='P', label='kRRT#', c='red', ms=8) + +book = xlrd.open_workbook("./f-rrtSharp-s.xls") +eval_timeline = np.array([500, 1300, 2100, 3000, 4200, 5700, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='d', s=80, label='RRT#-BRANCH') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, ls='dashdot', marker='P', label='kRRT#-S', c='red', ms=8) + +book = xlrd.open_workbook("./f-rrtSharp-w.xls") +eval_timeline = np.array([500, 1250, 2050, 3050, 4250, 5750, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='d', s=80, label='RRT#-BRANCH') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, marker='P', label='kRRT#-ST\n(Proposed)', c='red', ms=8) + + +book = xlrd.open_workbook("./f-rrt-wo.xls") +eval_timeline = np.array([500, 1200, 2000, 2800, 4000, 5500, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='v', s=100, label='RRT') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, ls='dotted', marker='v', label='kRRT', c='blue', ms=7) + +book = xlrd.open_workbook("./f-rrt-s.xls") +eval_timeline = np.array([500, 1250, 2050, 2900, 4100, 5600, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='o', s=100, label='RRT-BRANCH') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, ls='dashdot', marker='v', label='kRRT-S', c='blue', ms=7) + +book = xlrd.open_workbook("./f-rrt-w.xls") +eval_timeline = np.array([500, 1150, 1950, 2750, 3950, 5450, 7000]) +cost_mean_var = get_cost_mean_var_list(book, eval_timeline) +#ax.scatter(eval_timeline, cost_mean_var[0], marker='o', s=100, label='RRT-BRANCH') +ax.errorbar(eval_timeline, cost_mean_var[0], yerr=cost_mean_var[1], capsize=2, lw=1.5, marker='v', label='kRRT-ST', c='blue', ms=7) + +ax.legend(ncol=3) +ax.set_xlabel("Time (ms)", fontsize='large') +ax.set_ylabel("Best Solution Cost", fontsize='large') + +# scipy.io.savemat("./cost_mean_var1.mat", {'timeline': eval_timeline, 'cost_mean': cost_mean, 'cost_var': cost_var}) + +plt.show() diff --git a/benchmark_data/wo-test/cave3/f-rrt-s.csv b/benchmark_data/wo-test/cave3/f-rrt-s.csv new file mode 100755 index 0000000..17445e6 --- /dev/null +++ b/benchmark_data/wo-test/cave3/f-rrt-s.csv @@ -0,0 +1,6099 @@ +1,1814.24,39.7549, +2,2082.67,39.4806, +3,2086.72,39.1382, 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