Map.py 7.6 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251
  1. import math
  2. from dijkstra.dijkstra_algorithm import Graph
  3. import numpy as np
  4. import scipy.spatial as spt
  5. import message_pb2 as message
  6. import uuid
  7. class Node(object):
  8. def __init__(self, id, x, y):
  9. self.id_ = id
  10. self.x_ = x
  11. self.y_ = y
  12. def distance(self, other):
  13. if not isinstance(other, (Node, StreetNode, SpaceNode)):
  14. print(" node must be Node,street_node,space_node")
  15. return -1
  16. return math.sqrt(math.pow(other.x_ - self.x_, 2) + math.pow(other.y_ - self.y_, 2))
  17. class StreetNode(Node):
  18. def __init__(self, id, x, y):
  19. Node.__init__(self, id, x, y)
  20. class SpaceNode(Node):
  21. def __init__(self, id, x, y, connect_nodeId):
  22. Node.__init__(self, id, x, y)
  23. self.connect_nodeId_ = connect_nodeId
  24. def singleton(cls):
  25. _instance = {}
  26. def inner():
  27. if cls not in _instance:
  28. _instance[cls] = cls()
  29. return _instance[cls]
  30. return inner
  31. '''
  32. map 采用单例
  33. '''
  34. @singleton
  35. class DijikstraMap(object):
  36. def __init__(self):
  37. self.nodes_ = {}
  38. self.graph_ = Graph()
  39. def AddVertex(self, node):
  40. if isinstance(node, (StreetNode)):
  41. print("add street node :%s " % (node.id_))
  42. self.nodes_[node.id_] = node
  43. if isinstance(node, (SpaceNode)):
  44. if self.nodes_.get(node.connect_nodeId_) == None:
  45. print("add space node failed ,connect street node not exist")
  46. return False
  47. print("add space node :%s connect_id:%s" % (node.id_, node.connect_nodeId_))
  48. self.nodes_[node.id_] = node
  49. self.graph_.AddVertex(node.id_, [node.x_, node.y_])
  50. return True
  51. def AddEdge(self, id1, id2, direct=False):
  52. if self.nodes_.get(id1) == None or self.nodes_.get(id2) == None:
  53. raise ("Add edge failed %s or %s node is not exist" % (id1, id2))
  54. print("Add Edge :%s-%s" % (id1, id2))
  55. self.graph_.AddEdge(id1, id2)
  56. if direct == False:
  57. self.graph_.AddEdge(id2, id1)
  58. def VertexDict(self):
  59. return self.nodes_
  60. def Edges(self):
  61. return self.graph_.graph_edges
  62. def findNeastNode(self,pt):
  63. labels=[]
  64. pts=[]
  65. for item in self.nodes_.items():
  66. [label,node]=item
  67. labels.append(label)
  68. pts.append([node.x_,node.y_])
  69. points=np.array(pts)
  70. ckt=spt.KDTree(data=points,leafsize=10)
  71. find_pt=np.array(pt)
  72. d,i=ckt.query(find_pt)
  73. if i>=0 and i<len(pts):
  74. return [labels[i],pts[i]]
  75. def GetShortestPath(self, beg, end):
  76. [pathId, distance] = self.graph_.shortest_path(beg, end)
  77. print("distance:", distance)
  78. print("path:", pathId)
  79. path = []
  80. for nodeId in pathId:
  81. node = self.nodes_[nodeId]
  82. path.append(node)
  83. return path
  84. @staticmethod
  85. def CreatePath(pathNodes,delta):
  86. last_node=None
  87. trajectry=[]
  88. for node in pathNodes:
  89. if last_node==None:
  90. last_node=node
  91. continue
  92. dis=last_node.distance(node)
  93. if dis<0.5:
  94. last_node=node
  95. continue #同一点
  96. else:
  97. vector=[node.x_-last_node.x_,node.y_-last_node.y_]
  98. dx=vector[0]
  99. dy=vector[1]
  100. yaw=math.asin(dy/math.sqrt(dx*dx+dy*dy))
  101. if yaw>=0:
  102. if dx<0:
  103. yaw=math.pi-yaw
  104. if yaw<0:
  105. if dx<0:
  106. yaw=-math.pi-yaw
  107. len=int(math.sqrt(dx*dx+dy*dy)/delta)
  108. ax=math.cos(yaw)*delta
  109. ay=math.sin(yaw)*delta
  110. poses=[]
  111. if isinstance(last_node,(SpaceNode)):
  112. yaw=yaw+math.pi
  113. for i in range(len+1):
  114. pose=[last_node.x_+i*ax,last_node.y_+i*ay,yaw]
  115. poses.append(pose)
  116. trajectry.append(poses)
  117. last_node=node
  118. return trajectry
  119. @staticmethod
  120. def CreateNavCmd(pose, path):
  121. if len(path) <= 1:
  122. return None
  123. cmd = message.NavCmd()
  124. cmd.action=0 # 新导航
  125. key = str(uuid.uuid4())
  126. cmd.key=(key)
  127. adjustdiff = message.Pose2d()
  128. node_mpcdiff = message.Pose2d()
  129. enddiff = message.Pose2d()
  130. lastAdjustDiff=message.Pose2d()
  131. # 目标点精度设置
  132. adjustdiff.x=(0.1)
  133. adjustdiff.y=(0.05)
  134. adjustdiff.theta=(0.5 * math.pi / 180.0)
  135. node_mpcdiff.x=(0.1)
  136. node_mpcdiff.y=(0.1)
  137. node_mpcdiff.theta=(10 * math.pi / 180.0)
  138. enddiff.x=(0.1)
  139. enddiff.y=(0.1)
  140. enddiff.theta=(5 * math.pi / 180.0)
  141. lastAdjustDiff.x=(0.03)
  142. lastAdjustDiff.y=(0.03)
  143. lastAdjustDiff.theta=(0.3 * math.pi / 180.0)
  144. # 速度限制
  145. v_limit = message.SpeedLimit()
  146. angular_limit = message.SpeedLimit()
  147. horize_limit = message.SpeedLimit()
  148. v_limit.min=(0.1)
  149. v_limit.max=(0.2)
  150. horize_limit.min=(0.05)
  151. horize_limit.max=(0.2)
  152. angular_limit.min=(1)
  153. angular_limit.max=(25.0)
  154. # mpc速度限制
  155. mpc_x_limit = message.SpeedLimit()
  156. mpc_angular_limit = message.SpeedLimit()
  157. mpc_x_limit.min=(0.05)
  158. mpc_x_limit.max=(1.5)
  159. mpc_angular_limit.min=(0 * math.pi / 180.0)
  160. mpc_angular_limit.max=(3 * math.pi / 180.0)
  161. # 创建动作集----------------------
  162. last_node = None
  163. count = 0
  164. for node in path:
  165. if last_node == None:
  166. last_node = node
  167. count+=1
  168. continue
  169. # 运动到上一点
  170. vector = [node.x_ - last_node.x_, node.y_ - last_node.y_]
  171. dx = vector[0]
  172. dy = vector[1]
  173. yaw = math.asin(dy / math.sqrt(dx * dx + dy * dy))
  174. if yaw >= 0:
  175. if dx < 0:
  176. yaw = math.pi - yaw
  177. if yaw < 0:
  178. if dx < 0:
  179. yaw = -math.pi - yaw
  180. if isinstance(last_node, (SpaceNode)):
  181. yaw = yaw + math.pi
  182. # 添加调整动作
  183. act_adjust = message.Action()
  184. act_adjust.type=(1)
  185. act_adjust.target.x=(last_node.x_)
  186. act_adjust.target.y=(last_node.y_)
  187. act_adjust.target.theta=(yaw)
  188. #最后一个调整点
  189. if count==len(path)-2:
  190. act_adjust.target_diff.CopyFrom(lastAdjustDiff)
  191. else:
  192. act_adjust.target_diff.CopyFrom(adjustdiff)
  193. act_adjust.velocity_limit.CopyFrom(v_limit)
  194. act_adjust.horize_limit.CopyFrom(horize_limit)
  195. act_adjust.angular_limit.CopyFrom(angular_limit)
  196. cmd.actions.add().CopyFrom(act_adjust)
  197. # 添加mpc动作
  198. act_along = message.Action()
  199. act_along.type=(2)
  200. act_along.begin.x=(last_node.x_)
  201. act_along.begin.y=(last_node.y_)
  202. act_along.begin.theta=(yaw)
  203. act_along.target.x=(node.x_)
  204. act_along.target.y=(node.y_)
  205. act_along.target.theta=(yaw)
  206. if count==len(path)-1:
  207. act_along.target_diff.CopyFrom(enddiff)
  208. else:
  209. act_along.target_diff.CopyFrom(node_mpcdiff)
  210. act_along.velocity_limit.CopyFrom(mpc_x_limit)
  211. act_along.angular_limit.CopyFrom(mpc_angular_limit)
  212. cmd.actions.add().CopyFrom(act_along)
  213. last_node = node
  214. count+=1
  215. return cmd