PathPlanning - Common used path planning algorithms with animations.

Overview

Overview

This repository implements some common path planning algorithms used in robotics, including Search-based algorithms and Sampling-based algorithms. We designed animation for each algorithm to display the running process. The related papers are listed in Papers.

Directory Structure

.
└── Search-based Planning
    ├── Breadth-First Searching (BFS)
    ├── Depth-First Searching (DFS)
    ├── Best-First Searching
    ├── Dijkstra's
    ├── A*
    ├── Bidirectional A*
    ├── Anytime Repairing A*
    ├── Learning Real-time A* (LRTA*)
    ├── Real-time Adaptive A* (RTAA*)
    ├── Lifelong Planning A* (LPA*)
    ├── Dynamic A* (D*)
    ├── D* Lite
    └── Anytime D*
└── Sampling-based Planning
    ├── RRT
    ├── RRT-Connect
    ├── Extended-RRT
    ├── Dynamic-RRT
    ├── RRT*
    ├── Informed RRT*
    ├── RRT* Smart
    ├── Anytime RRT*
    ├── Closed-Loop RRT*
    ├── Spline-RRT*
    ├── Fast Marching Trees (FMT*)
    └── Batch Informed Trees (BIT*)
└── Papers

Animations - Search-Based

Best-First & Dijkstra

dfs dijkstra

A* and A* Variants

astar biastar
repeatedastar arastar
lrtastar rtaastar
lpastar dstarlite
lpastar dstarlite

Animation - Sampling-Based

RRT & Variants

value iteration value iteration
value iteration value iteration
value iteration value iteration
value iteration value iteration
value iteration value iteration

Papers

Search-base Planning

Sampling-based Planning

Comments
  • facing issues when trying to change the search space

    facing issues when trying to change the search space

    I tried to change the search space dimensions and obstacles but it is not being implemented when i execute the code. The same search space and obstacles set by you appears instead. Please help as I need to test the algorithms to suit them to my need.

    opened by shivanshu-sahoo 3
  • use a_star ,change the goal point ,but can't get the route

    use a_star ,change the goal point ,but can't get the route

    ![road](https://user-images.githubusercontent.com/42332058/157599499-7cd79207-4150-4f6c-991e-4600a74487d hello,when i use a star,change the goal point,but it can't get the result,can u give me some sdvice ,i will be appreciated

    opened by EllisHui 1
  • hello

    hello

    if np.random.random() > goal_sample_rate: return Node((np.random.uniform(self.x_range[0] + delta, self.x_range[1] - delta), np.random.uniform(self.y_range[0] + delta, self.y_range[1] - delta)))

        return self.s_goal
    

    why np.random.random() > goal_sample_rate:???and if not why return self.s_goal???

    opened by NewYork7 1
  • Update rrt_connect.py

    Update rrt_connect.py

    fixed a error in line 57 ’if node_new_prim and not self.utils.is_collision(node_new_prim, node_new_prim) ‘ has changed to be ’if node_new_prim and not self.utils.is_collision(node_new_prim, node_near_prim):‘

    opened by Jason33Wang 1
  • Some advice about license compliance

    Some advice about license compliance

    Hello, such a nice repository benefits me a lot and so kind of you to make it open source!

    Question There’s some possible legal issues on the license of your repository when you combine numerous third-party packages. For instance, matplotlib, scipy, numpy and random you imported are licensed with Python Software Foundation License (PSF), BSD License, BSD License and Python Software Foundation License, respectively. However, the MIT license of your repository are less strict than above package licenses, which has violated the whole license compatibility in your repository and may bring legal and financial risks.

    Advice You can select another proper license for your repository, or write a custom license with license exception if some license terms couldn’t be summed up consistently.

    Best wishes!

    opened by Ashley123456789 0
  • There is a problem in astar algorithm.

    There is a problem in astar algorithm.

    Hi zhm-real: In astart, you build a priority queue.However, it will have repetition point when update the f value of a point. I would like to know that how to avoid this situation or something i miss that you have already avioded this situation.`

    opened by Killajam 1
  • I have a question of

    I have a question of "rrt_star.py" in rrt_2D.

    rrt_star.py : this part of code

    def find_near_neighbor(self, node_new):
            n = len(self.vertex) + 1
            r = min(self.search_radius * math.sqrt((math.log(n) / n)), self.step_len)
            dist_table = [math.hypot(nd.x - node_new.x, nd.y - node_new.y) for nd in self.vertex]
            dist_table_index = [ind for ind in range(len(dist_table)) if dist_table[ind] <= r and
                                not self.utils.is_collision(node_new, self.vertex[ind])]
            return dist_table_index
    

    r is the search radius to search for potential best parent nodes,but I don‘t think it should use min() function. I guess the function of the code about r is that as the vertex increases, the radius of the search for the parent node also increases. But it should use max() function. Maybe there is something I misunderstood, but using max() works better works more in principle..

    using min(): 屏幕截图 2022-03-07 172100 using max(): 屏幕截图 2022-03-07 171957

    Is it my understanding of your code is wrong, I hope to get your help.

    opened by KuKuKI233 1
  • AttributeError: 'rrt_demo' object has no attribute 'Parent'

    AttributeError: 'rrt_demo' object has no attribute 'Parent'

    Hi, When I run the rrt3D.py, it occured a mistake: Original exception was: Traceback (most recent call last): File "/home/xia/mydemo01_ws/src/PathPlanning-master/Sampling_based_Planning/rrt_3D/utils3D.py", line 410, in <module> A.run() File "/home/xia/mydemo01_ws/src/PathPlanning-master/Sampling_based_Planning/rrt_3D/utils3D.py", line 403, in run visualization(self) File "/home/xia/mydemo01_ws/src/PathPlanning-master/Sampling_based_Planning/rrt_3D/../../Sampling_based_Planning/rrt_3D/plot_util3D.py", line 96, in visualization for i in initparams.Parent: AttributeError: 'rrt_demo' object has no attribute 'Parent' What should I do next?

    opened by KuKuKI233 0
  • An exception occurred when drawing with bfs in

    An exception occurred when drawing with bfs in "Search_2D"

    I downloaded the entire zip and unzipped it in PyCharm. When I tried bfs for testing, everything went well until plot.animation(path,visited,"Breadth-first Search (BFS)")

    Then I created a breakpoint and found the statement that stops the program. It is plt.plot(self.xI[0], self.xI[1], "bs") in def plot_grid(self, name) :In Search_based_Planning/Search_2D/plotting.py.

    There may be something I didn't realize, but can you give a solution or some help? thanks : )

    my environment is as follows:

    1. Python 3.8.12 with acaconda
    2. matplotlib 3.4.3
    3. numpy 1.18.5

    By the way, queue.py is best renamed to something like diy_queue.py, and queue.py will cause problems AttributeError: module'queue' has no attribute'queue'

    opened by xioacd99 0
Owner
Huiming Zhou
Focusing on autonomous driving.
Huiming Zhou
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