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Title: GitHub - WH-0501/PythonRobotics: Python sample codes for robotics algorithms.

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Description: Python sample codes for robotics algorithms. Contribute to WH-0501/PythonRobotics development by creating an account on GitHub.

Open Graph Description: Python sample codes for robotics algorithms. Contribute to WH-0501/PythonRobotics development by creating an account on GitHub.

X Description: Python sample codes for robotics algorithms. Contribute to WH-0501/PythonRobotics development by creating an account on GitHub.

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What is this?https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#what-is-this
Requirementshttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#requirements
How to usehttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#how-to-use
Localizationhttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#localization
Extended Kalman Filter localizationhttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#extended-kalman-filter-localization
Unscented Kalman Filter localizationhttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#unscented-kalman-filter-localization
Particle filter localizationhttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#particle-filter-localization
Histogram filter localizationhttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#histogram-filter-localization
Mappinghttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#mapping
Gaussian grid maphttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#gaussian-grid-map
Ray casting grid maphttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#ray-casting-grid-map
k-means object clusteringhttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#k-means-object-clustering
Object shape recognition using circle fittinghttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#object-shape-recognition-using-circle-fitting
SLAMhttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#slam
Iterative Closest Point (ICP) Matchinghttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#iterative-closest-point-icp-matching
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Dijkstra algorithmhttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#dijkstra-algorithm
A* algorithmhttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#a-algorithm
Potential Field algorithmhttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#potential-field-algorithm
Model Predictive Trajectory Generatorhttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#model-predictive-trajectory-generator
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Linear–quadratic regulator (LQR) speed and steering controlhttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#linearquadratic-regulator-lqr-speed-and-steering-control
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Authorshttps://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#authors
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#what-is-this
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#requirements
cvxpy 0.4.xhttp://www.cvxpy.org/en/latest/
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#how-to-use
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#localization
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#extended-kalman-filter-localization
https://github.com/AtsushiSakai/PythonRobotics/raw/master/Localization/extended_kalman_filter/animation.gif
PROBABILISTIC ROBOTICShttp://www.probabilistic-robotics.org/
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#unscented-kalman-filter-localization
https://github.com/AtsushiSakai/PythonRobotics/raw/master/Localization/unscented_kalman_filter/animation.gif
Discriminatively Trained Unscented Kalman Filter for Mobile Robot Localizationhttps://www.researchgate.net/publication/267963417_Discriminatively_Trained_Unscented_Kalman_Filter_for_Mobile_Robot_Localization
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#particle-filter-localization
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https://github.com/AtsushiSakai/PythonRobotics/raw/master/Localization/histogram_filter/animation.gif
PROBABILISTIC ROBOTICShttp://www.probabilistic-robotics.org/
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#mapping
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https://github.com/AtsushiSakai/PythonRobotics/raw/master/SLAM/iterative_closest_point/animation.gif
Introduction to Mobile Robotics: Iterative Closest Point Algorithmhttps://cs.gmu.edu/~kosecka/cs685/cs685-icp.pdf
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PROBABILISTIC ROBOTICShttp://www.probabilistic-robotics.org/
SLAM simulations by Tim Baileyhttp://www-personal.acfr.usyd.edu.au/tbailey/software/slam_simulations.htm
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PROBABILISTIC ROBOTICShttp://www.probabilistic-robotics.org/
SLAM simulations by Tim Baileyhttp://www-personal.acfr.usyd.edu.au/tbailey/software/slam_simulations.htm
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https://github.com/AtsushiSakai/PythonRobotics/raw/master/SLAM/GraphBasedSLAM/animation.gif
A Tutorial on Graph-Based SLAMhttp://www2.informatik.uni-freiburg.de/~stachnis/pdf/grisetti10titsmag.pdf
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#path-planning
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#dynamic-window-approach
The Dynamic Window Approach to Collision Avoidancehttps://www.ri.cmu.edu/pub_files/pub1/fox_dieter_1997_1/fox_dieter_1997_1.pdf
https://github.com/AtsushiSakai/PythonRobotics/raw/master/PathPlanning/DynamicWindowApproach/animation.gif
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Robotic Motion Planning:Potential Functionshttps://www.cs.cmu.edu/~motionplanning/lecture/Chap4-Potential-Field_howie.pdf
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https://github.com/AtsushiSakai/PythonRobotics/raw/master/PathPlanning/ModelPredictiveTrajectoryGenerator/lookuptable.png?raw=True
Optimal rough terrain trajectory generation for wheeled mobile robotshttp://journals.sagepub.com/doi/pdf/10.1177/0278364906075328
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#state-lattice-planning
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#uniform-polar-sampling
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Probabilistic roadmap - Wikipediahttps://en.wikipedia.org/wiki/Probabilistic_roadmap
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#voronoi-road-map-planning
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Robotic Motion Planninghttps://www.cs.cmu.edu/~motionplanning/lecture/Chap5-RoadMap-Methods_howie.pdf
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Incremental Sampling-based Algorithms for Optimal Motion Planninghttps://arxiv.org/abs/1005.0416
Sampling-based Algorithms for Optimal Motion Planninghttp://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.419.5503&rep=rep1&type=pdf
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Motion Planning in Complex Environments using Closed-loop Predictionhttp://acl.mit.edu/papers/KuwataGNC08.pdf
Real-time Motion Planning with Applications to Autonomous Urban Drivinghttp://acl.mit.edu/papers/KuwataTCST09.pdf
[1601.06326] Sampling-based Algorithms for Optimal Motion Planning Using Closed-loop Predictionhttps://arxiv.org/abs/1601.06326
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#lqr-rrt
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LQR-RRT*: Optimal Sampling-Based Motion Planning with Automatically Derived Extension Heuristicshttp://lis.csail.mit.edu/pubs/perez-icra12.pdf
MahanFathi/LQR-RRTstar: LQR-RRT* method is used for random motion planning of a simple pendulum in it's phase plothttps://github.com/MahanFathi/LQR-RRTstar
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#cubic-spline-planning
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https://github.com/AtsushiSakai/PythonRobotics/raw/master/PathPlanning/CubicSpline/Figure_2.png?raw=True
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https://github.com/AtsushiSakai/PythonRobotics/raw/master/PathPlanning/BSplinePath/Figure_1.png?raw=True
B-spline - Wikipediahttps://en.wikipedia.org/wiki/B-spline
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#bezier-path-planning
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https://github.com/AtsushiSakai/PythonRobotics/raw/master/PathPlanning/BezierPath/Figure_2.png?raw=True
Continuous Curvature Path Generation Based on Bezier Curves for Autonomous Vehicleshttp://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.294.6438&rep=rep1&type=pdf
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#quintic-polynomials-planning
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Local Path Planning And Motion Control For Agv In Positioninghttp://ieeexplore.ieee.org/document/637936/
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#dubins-path-planning
https://github.com/AtsushiSakai/PythonRobotics/raw/master/PathPlanning/DubinsPath/animation.gif?raw=True
Dubins path - Wikipediahttps://en.wikipedia.org/wiki/Dubins_path
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#reeds-shepp-planning
https://github.com/AtsushiSakai/PythonRobotics/raw/master/PathPlanning/ReedsSheppPath/animation.gif?raw=true
15.3.2 Reeds-Shepp Curveshttp://planning.cs.uiuc.edu/node822.html
optimal paths for a car that goes both forwards and backwardshttps://pdfs.semanticscholar.org/932e/c495b1d0018fd59dee12a0bf74434fac7af4.pdf
ghliu/pyReedsShepp: Implementation of Reeds Shepp curve.https://github.com/ghliu/pyReedsShepp
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#lqr-based-path-planning
https://github.com/AtsushiSakai/PythonRobotics/raw/master/PathPlanning/LQRPlanner/animation.gif?raw=true
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https://github.com/AtsushiSakai/PythonRobotics/raw/master/PathPlanning/FrenetOptimalTrajectory/animation.gif
Optimal Trajectory Generation for Dynamic Street Scenarios in a Frenet Framehttps://www.researchgate.net/profile/Moritz_Werling/publication/224156269_Optimal_Trajectory_Generation_for_Dynamic_Street_Scenarios_in_a_Frenet_Frame/links/54f749df0cf210398e9277af.pdf
Optimal trajectory generation for dynamic street scenarios in a Frenet Framehttps://www.youtube.com/watch?v=Cj6tAQe7UCY
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#path-tracking
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A Survey of Motion Planning and Control Techniques for Self-driving Urban Vehicleshttps://arxiv.org/abs/1604.07446
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#stanley-control
https://github.com/AtsushiSakai/PythonRobotics/raw/master/PathTracking/stanley_controller/animation.gif
Stanley: The robot that won the DARPA grand challengehttp://robots.stanford.edu/papers/thrun.stanley05.pdf
Automatic Steering Methods for Autonomous Automobile Path Trackinghttps://www.ri.cmu.edu/pub_files/2009/2/Automatic_Steering_Methods_for_Autonomous_Automobile_Path_Tracking.pdf
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#rear-wheel-feedback-control
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A Survey of Motion Planning and Control Techniques for Self-driving Urban Vehicleshttps://arxiv.org/abs/1604.07446
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https://github.com/AtsushiSakai/PythonRobotics/raw/master/PathTracking/lqr_steer_control/animation.gif
ApolloAuto/apollo: An open autonomous driving platformhttps://github.com/ApolloAuto/apollo
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#linearquadratic-regulator-lqr-speed-and-steering-control
https://github.com/AtsushiSakai/PythonRobotics/raw/master/PathTracking/lqr_speed_steer_control/animation.gif
Towards fully autonomous driving: Systems and algorithms - IEEE Conference Publicationhttp://ieeexplore.ieee.org/document/5940562/
https://patch-diff.githubusercontent.com/WH-0501/PythonRobotics#model-predictive-speed-and-steering-control
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Welcome to CVXPYhttp://www.cvxpy.org/en/latest/
Vehicle Dynamics and Control | Rajesh Rajamani | Springerhttp://www.springer.com/us/book/9781461414322
MPC Course Material - MPC Lab @ UC-Berkeleyhttp://www.mpc.berkeley.edu/mpc-course-material
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Atsushi Sakaihttps://github.com/AtsushiSakai/
@Atsushi_twihttps://twitter.com/Atsushi_twi
Daniel Ingramhttps://github.com/daniel-s-ingram
Joe Diniushttps://github.com/jwdinius
atsushisakai.github.io/PythonRobotics/https://atsushisakai.github.io/PythonRobotics/
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