RoboWaiter/robowaiter/algos/navigate/DstarLite/navigate.py

80 lines
3.0 KiB
Python

#!/usr/bin/env python3
# -*- encoding: utf-8 -*-
import math
import sys
import time
import matplotlib.pyplot as plt
import numpy as np
from mpl_toolkits.axes_grid1 import make_axes_locatable
from robowaiter.algos.navigate.DstarLite.dstar_lite import DStarLite
class Navigator:
'''
导航类
'''
def __init__(self, scene, area_range, map, scale_ratio=5):
self.scene = scene
self.area_range = area_range # 地图实际坐标范围 xmin, xmax, ymin, ymax
self.map = map # 缩放并离散化的地图 array(X,Y)
self.scale_ratio = scale_ratio # 地图缩放率
self.step_length = 50 # 步长(单次移动)
self.step_num = self.step_length // self.scale_ratio # 单次移动地图格数
self.v = 200 # 速度
self.step_time = self.step_length/self.v + 0.1 # 单步移动时长
self.planner = DStarLite(area_range=area_range, map=map, scale_ratio=scale_ratio)
@staticmethod
def is_reached(pos: np.array((float, float)), goal: np.array((float, float)), dis_limit=25):
'''
判断是否到达目标
'''
dis = np.linalg.norm(pos - goal)
return dis < dis_limit
def reset_goal(self, goal:(float, float)):
# TODO: 使目标可达
# 目标在障碍物上:从目标开始方形向外扩展,直到找到可行点
# 目标在地图外面:起点和目标连线最靠近目标的可行点
pass
def navigate(self, goal: (float, float), animation=True):
'''
单次导航,直到到达目标
'''
pos = np.array((self.scene.status.location.X, self.scene.status.location.Y)) # 机器人当前: 位置 和 朝向
yaw = self.scene.status.rotation.Yaw
print('------------------navigation_start----------------------')
while not self.is_reached(pos, goal):
dyna_obs = [(walker.pose.X, walker.pose.Y) for walker in self.scene.status.walkers] # 动态障碍物(顾客)位置列表
path = self.planner.planning(pos, goal, dyna_obs, step_num=self.step_num)
if path:
next_step = min(self.step_num, len(path))
(next_x, next_y) = path[next_step-1]
print('plan pos:', (next_x, next_y), end=' ')
scene_info = self.scene.walk_to(next_x, next_y, yaw, velocity=self.v)
yaw = scene_info.rotation.Yaw
if animation:
self.planner.draw_graph(self.step_num) # 画出搜索路径
# time.sleep(self.step_time)
pos = np.array((self.scene.status.location.X, self.scene.status.location.Y))
print('reach pos:', pos)
self.planner.reset() # 完成一轮导航,重置变量
if self.is_reached(pos, goal):
print('The robot has achieved goal !!')