目录

1 路径决策的概览

2 路径决策的代码流程及框架

3 相关算法解析

1 路径决策的概览

在上一个任务中获得了最优的路径，PathDecider的功能是根据静态障碍物做出自车的决策

//输入
Status PathDecider::Process(const ReferenceLineInfo *reference_line_info, const PathData &path_data,  PathDecision *const path_decision)
//输出的时候，路径决策的信息都保存到了path_decision中

2 路径决策的代码流程及框架

Process函数的主要功能是调用了MakeObjectDecision函数。而在MakeObjectDecision函数中调用了MakeStaticObstacleDecision函数。

路径决策的主要功能都在MakeStaticObstacleDecision中

上图的红框中是循环体的主要内容，主要功能是遍历每个障碍物做决策

Status PathDecider::Process(const ReferenceLineInfo *reference_line_info,
                            const PathData &path_data,
                            PathDecision *const path_decision) {
  // skip path_decider if reused path
  if (FLAGS_enable_skip_path_tasks && reference_line_info->path_reusable()) {
    return Status::OK();
  }
 
  std::string blocking_obstacle_id;
  if (reference_line_info->GetBlockingObstacle() != nullptr) {
    blocking_obstacle_id = reference_line_info->GetBlockingObstacle()->Id();
  }
  // 调用MakeObjectDecision函数
  if (!MakeObjectDecision(path_data, blocking_obstacle_id, path_decision)) {
    const std::string msg = "Failed to make decision based on tunnel";
    AERROR << msg;
    return Status(ErrorCode::PLANNING_ERROR, msg);
  }
  return Status::OK();
}
 
bool PathDecider::MakeObjectDecision(const PathData &path_data,
                                     const std::string &blocking_obstacle_id,
                                     PathDecision *const path_decision) {
  // path decider的主要功能在MakeStaticObstacleDecision中
  if (!MakeStaticObstacleDecision(path_data, blocking_obstacle_id,
                                  path_decision)) {
    AERROR << "Failed to make decisions for static obstacles";
    return false;
  }
  return true;
}

3 相关算法解析

算法解析已经展示在下面的代码段中了

  ... ...
  // 1.获取frenet坐标下的path路径
  const auto &frenet_path = path_data.frenet_frame_path();
  if (frenet_path.empty()) {
    AERROR << "Path is empty.";
    return false;
  }
  ... ...

  ... ...
  // 2.遍历每个障碍物，做决策
  for (const auto *obstacle : path_decision->obstacles().Items()) {
    const std::string &obstacle_id = obstacle->Id();
    const std::string obstacle_type_name =
        PerceptionObstacle_Type_Name(obstacle->Perception().type());
    ADEBUG << "obstacle_id[<< " << obstacle_id << "] type["
           << obstacle_type_name << "]";
    ... ...

    // 2.1 如果障碍物不是静态的或者是virtual的，就跳过
    if (!obstacle->IsStatic() || obstacle->IsVirtual()) {    // （stop fence，各种fence）
      continue;
    }

    // 2.2 如果障碍物已经有 ignore/stop 决策，就跳过
    if (obstacle->HasLongitudinalDecision() &&
        obstacle->LongitudinalDecision().has_ignore() &&
        obstacle->HasLateralDecision() &&
        obstacle->LateralDecision().has_ignore()) {
      continue;
    }
    if (obstacle->HasLongitudinalDecision() &&
        obstacle->LongitudinalDecision().has_stop()) {
      // STOP decision
      continue;
    }

    // 2.3 如果障碍物挡住了路径，加stop决策
    if (obstacle->Id() == blocking_obstacle_id &&
        !injector_->planning_context()
             ->planning_status()
             .path_decider()
             .is_in_path_lane_borrow_scenario()) {
      // Add stop decision
      ADEBUG << "Blocking obstacle = " << blocking_obstacle_id;
      ObjectDecisionType object_decision;
      *object_decision.mutable_stop() = GenerateObjectStopDecision(*obstacle);
      path_decision->AddLongitudinalDecision("PathDecider/blocking_obstacle",
                                             obstacle->Id(), object_decision);
      continue;
    }

    // 2.4 如果是clear-zone，跳过
    if (obstacle->reference_line_st_boundary().boundary_type() ==
        STBoundary::BoundaryType::KEEP_CLEAR) {
      continue;
    }

    // 2.5 如果障碍物不在路径上，跳过
    ObjectDecisionType object_decision;
    object_decision.mutable_ignore();
    const auto &sl_boundary = obstacle->PerceptionSLBoundary();
    if (sl_boundary.end_s() < frenet_path.front().s() ||
        sl_boundary.start_s() > frenet_path.back().s()) {
      path_decision->AddLongitudinalDecision("PathDecider/not-in-s",
                                             obstacle->Id(), object_decision);
      path_decision->AddLateralDecision("PathDecider/not-in-s", obstacle->Id(),
                                        object_decision);
      continue;
    }

    // 2.6 nudge判断，如果距离静态障碍物距离太远，则忽略。
    //               如果静态障碍物距离车道中心太近并且不能避让，则停止，添加停止点信息。
    //               如果横向方向很近并且可以避让，则避开，添加避让信息。
    if (curr_l - lateral_radius > sl_boundary.end_l() ||
        curr_l + lateral_radius < sl_boundary.start_l()) {
      // 1. IGNORE if laterally too far away.
      path_decision->AddLateralDecision("PathDecider/not-in-l", obstacle->Id(),
                                        object_decision);
    } else if (sl_boundary.end_l() >= curr_l - min_nudge_l &&
               sl_boundary.start_l() <= curr_l + min_nudge_l) {
      // 2. STOP if laterally too overlapping.
      *object_decision.mutable_stop() = GenerateObjectStopDecision(*obstacle);
 
      if (path_decision->MergeWithMainStop(
              object_decision.stop(), obstacle->Id(),
              reference_line_info_->reference_line(),
              reference_line_info_->AdcSlBoundary())) {
        path_decision->AddLongitudinalDecision("PathDecider/nearest-stop",
                                               obstacle->Id(), object_decision);
      } else {
        ObjectDecisionType object_decision;
        object_decision.mutable_ignore();
        path_decision->AddLongitudinalDecision("PathDecider/not-nearest-stop",
                                               obstacle->Id(), object_decision);
      }
    } else {
      // 3. NUDGE if laterally very close.
      if (sl_boundary.end_l() < curr_l - min_nudge_l) {  // &&
        // sl_boundary.end_l() > curr_l - min_nudge_l - 0.3) {
        // LEFT_NUDGE
        ObjectNudge *object_nudge_ptr = object_decision.mutable_nudge();
        object_nudge_ptr->set_type(ObjectNudge::LEFT_NUDGE);
        object_nudge_ptr->set_distance_l(
            config_.path_decider_config().static_obstacle_buffer());
        path_decision->AddLateralDecision("PathDecider/left-nudge",
                                          obstacle->Id(), object_decision);
      } else if (sl_boundary.start_l() > curr_l + min_nudge_l) {  // &&
        // sl_boundary.start_l() < curr_l + min_nudge_l + 0.3) {
        // RIGHT_NUDGE
        ObjectNudge *object_nudge_ptr = object_decision.mutable_nudge();
        object_nudge_ptr->set_type(ObjectNudge::RIGHT_NUDGE);
        object_nudge_ptr->set_distance_l(
            -config_.path_decider_config().static_obstacle_buffer());
        path_decision->AddLateralDecision("PathDecider/right-nudge",
                                          obstacle->Id(), object_decision);
      }
    }

本文参考路径决策 — Apollo Auto 0.0.1 文档 (daobook.github.io) 

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