""" Reeds Shepp path planner sample code author Atsushi Sakai(@Atsushi_twi) """ import math import matplotlib.pyplot as plt import numpy as np show_animation = True class Path: def __init__(self): self.lengths = [] self.ctypes = [] self.L = 0.0 self.x = [] self.y = [] self.yaw = [] self.directions = [] def plot_arrow(x, y, yaw, length=1.0, width=0.5, fc="r", ec="k"): """ Plot arrow """ if not isinstance(x, float): for (ix, iy, iyaw) in zip(x, y, yaw): plot_arrow(ix, iy, iyaw) else: plt.arrow(x, y, length * math.cos(yaw), length * math.sin(yaw), fc=fc, ec=ec, head_width=width, head_length=width) plt.plot(x, y) def mod2pi(x): # Be consistent with fmod in cplusplus here. v = np.mod(x, np.copysign(2.0 * math.pi, x)) if v < -math.pi: v += 2.0 * math.pi else: if v > math.pi: v -= 2.0 * math.pi return v def straight_left_straight(x, y, phi): phi = mod2pi(phi) if y > 0.0 and 0.0 < phi < math.pi * 0.99: xd = - y / math.tan(phi) + x t = xd - math.tan(phi / 2.0) u = phi v = math.sqrt((x - xd) ** 2 + y ** 2) - math.tan(phi / 2.0) return True, t, u, v elif y < 0.0 < phi < math.pi * 0.99: xd = - y / math.tan(phi) + x t = xd - math.tan(phi / 2.0) u = phi v = -math.sqrt((x - xd) ** 2 + y ** 2) - math.tan(phi / 2.0) return True, t, u, v return False, 0.0, 0.0, 0.0 def set_path(paths, lengths, ctypes): path = Path() path.ctypes = ctypes path.lengths = lengths # check same path exist for tpath in paths: typeissame = (tpath.ctypes == path.ctypes) if typeissame: if sum(np.abs(tpath.lengths)) - sum(np.abs(path.lengths)) <= 0.01: return paths # not insert path path.L = sum([abs(i) for i in lengths]) # Base.Test.@test path.L >= 0.01 if path.L >= 0.01: paths.append(path) return paths def straight_curve_straight(x, y, phi, paths): flag, t, u, v = straight_left_straight(x, y, phi) if flag: paths = set_path(paths, [t, u, v], ["S", "L", "S"]) flag, t, u, v = straight_left_straight(x, -y, -phi) if flag: paths = set_path(paths, [t, u, v], ["S", "R", "S"]) return paths def polar(x, y): r = math.sqrt(x ** 2 + y ** 2) theta = math.atan2(y, x) return r, theta def left_straight_left(x, y, phi): u, t = polar(x - math.sin(phi), y - 1.0 + math.cos(phi)) if t >= 0.0: v = mod2pi(phi - t) if v >= 0.0: return True, t, u, v return False, 0.0, 0.0, 0.0 def left_right_left(x, y, phi): u1, t1 = polar(x - math.sin(phi), y - 1.0 + math.cos(phi)) if u1 <= 4.0: u = -2.0 * math.asin(0.25 * u1) t = mod2pi(t1 + 0.5 * u + math.pi) v = mod2pi(phi - t + u) if t >= 0.0 >= u: return True, t, u, v return False, 0.0, 0.0, 0.0 def curve_curve_curve(x, y, phi, paths): flag, t, u, v = left_right_left(x, y, phi) if flag: paths = set_path(paths, [t, u, v], ["L", "R", "L"]) flag, t, u, v = left_right_left(-x, y, -phi) if flag: paths = set_path(paths, [-t, -u, -v], ["L", "R", "L"]) flag, t, u, v = left_right_left(x, -y, -phi) if flag: paths = set_path(paths, [t, u, v], ["R", "L", "R"]) flag, t, u, v = left_right_left(-x, -y, phi) if flag: paths = set_path(paths, [-t, -u, -v], ["R", "L", "R"]) # backwards xb = x * math.cos(phi) + y * math.sin(phi) yb = x * math.sin(phi) - y * math.cos(phi) flag, t, u, v = left_right_left(xb, yb, phi) if flag: paths = set_path(paths, [v, u, t], ["L", "R", "L"]) flag, t, u, v = left_right_left(-xb, yb, -phi) if flag: paths = set_path(paths, [-v, -u, -t], ["L", "R", "L"]) flag, t, u, v = left_right_left(xb, -yb, -phi) if flag: paths = set_path(paths, [v, u, t], ["R", "L", "R"]) flag, t, u, v = left_right_left(-xb, -yb, phi) if flag: paths = set_path(paths, [-v, -u, -t], ["R", "L", "R"]) return paths def curve_straight_curve(x, y, phi, paths): flag, t, u, v = left_straight_left(x, y, phi) if flag: paths = set_path(paths, [t, u, v], ["L", "S", "L"]) flag, t, u, v = left_straight_left(-x, y, -phi) if flag: paths = set_path(paths, [-t, -u, -v], ["L", "S", "L"]) flag, t, u, v = left_straight_left(x, -y, -phi) if flag: paths = set_path(paths, [t, u, v], ["R", "S", "R"]) flag, t, u, v = left_straight_left(-x, -y, phi) if flag: paths = set_path(paths, [-t, -u, -v], ["R", "S", "R"]) flag, t, u, v = left_straight_right(x, y, phi) if flag: paths = set_path(paths, [t, u, v], ["L", "S", "R"]) flag, t, u, v = left_straight_right(-x, y, -phi) if flag: paths = set_path(paths, [-t, -u, -v], ["L", "S", "R"]) flag, t, u, v = left_straight_right(x, -y, -phi) if flag: paths = set_path(paths, [t, u, v], ["R", "S", "L"]) flag, t, u, v = left_straight_right(-x, -y, phi) if flag: paths = set_path(paths, [-t, -u, -v], ["R", "S", "L"]) return paths def left_straight_right(x, y, phi): u1, t1 = polar(x + math.sin(phi), y - 1.0 - math.cos(phi)) u1 = u1 ** 2 if u1 >= 4.0: u = math.sqrt(u1 - 4.0) theta = math.atan2(2.0, u) t = mod2pi(t1 + theta) v = mod2pi(t - phi) if t >= 0.0 and v >= 0.0: return True, t, u, v return False, 0.0, 0.0, 0.0 def generate_path(q0, q1, max_curvature): dx = q1[0] - q0[0] dy = q1[1] - q0[1] dth = q1[2] - q0[2] c = math.cos(q0[2]) s = math.sin(q0[2]) x = (c * dx + s * dy) * max_curvature y = (-s * dx + c * dy) * max_curvature paths = [] paths = straight_curve_straight(x, y, dth, paths) paths = curve_straight_curve(x, y, dth, paths) paths = curve_curve_curve(x, y, dth, paths) return paths def interpolate(ind, length, mode, max_curvature, origin_x, origin_y, origin_yaw, path_x, path_y, path_yaw, directions): if mode == "S": path_x[ind] = origin_x + length / max_curvature * math.cos(origin_yaw) path_y[ind] = origin_y + length / max_curvature * math.sin(origin_yaw) path_yaw[ind] = origin_yaw else: # curve ldx = math.sin(length) / max_curvature ldy = 0.0 if mode == "L": # left turn ldy = (1.0 - math.cos(length)) / max_curvature elif mode == "R": # right turn ldy = (1.0 - math.cos(length)) / -max_curvature gdx = math.cos(-origin_yaw) * ldx + math.sin(-origin_yaw) * ldy gdy = -math.sin(-origin_yaw) * ldx + math.cos(-origin_yaw) * ldy path_x[ind] = origin_x + gdx path_y[ind] = origin_y + gdy if mode == "L": # left turn path_yaw[ind] = origin_yaw + length elif mode == "R": # right turn path_yaw[ind] = origin_yaw - length if length > 0.0: directions[ind] = 1 else: directions[ind] = -1 return path_x, path_y, path_yaw, directions def generate_local_course(total_length, lengths, mode, max_curvature, step_size): n_point = math.trunc(total_length / step_size) + len(lengths) + 4 px = [0.0 for _ in range(n_point)] py = [0.0 for _ in range(n_point)] pyaw = [0.0 for _ in range(n_point)] directions = [0.0 for _ in range(n_point)] ind = 1 if lengths[0] > 0.0: directions[0] = 1 else: directions[0] = -1 ll = 0.0 for (m, l, i) in zip(mode, lengths, range(len(mode))): if l > 0.0: d = step_size else: d = -step_size # set origin state ox, oy, oyaw = px[ind], py[ind], pyaw[ind] ind -= 1 if i >= 1 and (lengths[i - 1] * lengths[i]) > 0: pd = - d - ll else: pd = d - ll while abs(pd) <= abs(l): ind += 1 px, py, pyaw, directions = interpolate( ind, pd, m, max_curvature, ox, oy, oyaw, px, py, pyaw, directions) pd += d ll = l - pd - d # calc remain length ind += 1 px, py, pyaw, directions = interpolate( ind, l, m, max_curvature, ox, oy, oyaw, px, py, pyaw, directions) # remove unused data while px[-1] == 0.0: px.pop() py.pop() pyaw.pop() directions.pop() return px, py, pyaw, directions def pi_2_pi(angle): return (angle + math.pi) % (2 * math.pi) - math.pi def calc_paths(sx, sy, syaw, gx, gy, gyaw, maxc, step_size): q0 = [sx, sy, syaw] q1 = [gx, gy, gyaw] paths = generate_path(q0, q1, maxc) for path in paths: x, y, yaw, directions = generate_local_course( path.L, path.lengths, path.ctypes, maxc, step_size * maxc) # convert global coordinate path.x = [math.cos(-q0[2]) * ix + math.sin(-q0[2]) * iy + q0[0] for (ix, iy) in zip(x, y)] path.y = [-math.sin(-q0[2]) * ix + math.cos(-q0[2]) * iy + q0[1] for (ix, iy) in zip(x, y)] path.yaw = [pi_2_pi(iyaw + q0[2]) for iyaw in yaw] path.directions = directions path.lengths = [length / maxc for length in path.lengths] path.L = path.L / maxc return paths def reeds_shepp_path_planning(sx, sy, syaw, gx, gy, gyaw, maxc, step_size=0.2): paths = calc_paths(sx, sy, syaw, gx, gy, gyaw, maxc, step_size) if not paths: return None, None, None, None, None minL = float("Inf") best_path_index = -1 for i, _ in enumerate(paths): if paths[i].L <= minL: minL = paths[i].L best_path_index = i bpath = paths[best_path_index] return bpath.x, bpath.y, bpath.yaw, bpath.ctypes, bpath.lengths def main(): print("Reeds Shepp path planner sample start!!") # start_x = -1.0 # [m] # start_y = -4.0 # [m] # start_yaw = np.deg2rad(-20.0) # [rad] # # end_x = 5.0 # [m] # end_y = 5.0 # [m] # end_yaw = np.deg2rad(25.0) # [rad] start_x = 0.0 # [m] start_y = 0.0 # [m] start_yaw = np.deg2rad(0.0) # [rad] end_x = 0.0 # [m] end_y = 0.0 # [m] end_yaw = np.deg2rad(0.0) # [rad] curvature = 1.0 step_size = 0.1 px, py, pyaw, mode, clen = reeds_shepp_path_planning( start_x, start_y, start_yaw, end_x, end_y, end_yaw, curvature, step_size) if show_animation: # pragma: no cover plt.cla() plt.plot(px, py, label="final course " + str(mode)) # plotting plot_arrow(start_x, start_y, start_yaw) plot_arrow(end_x, end_y, end_yaw) plt.legend() plt.grid(True) plt.axis("equal") plt.show() if not px: assert False, "No path" if __name__ == '__main__': main()