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Shisato Yano
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add sections of particle filter and dijkstra path planning
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README.md

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Python sample codes and documents about Autonomous vehicle control algorithm. This project can be used as a technical guide book to study the algorithms and the software architectures for beginners.
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![](src/simulations/mapping/ndt_map_construction/ndt_map_construction.gif)
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## Table of Contents
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* [What is this?](#what-is-this)
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* [Examples of Simulation](#examples-of-simulation)
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* [Localization](#localization)
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* [Extended Kalman Filter Localization](#extended-kalman-filter-localization)
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* [Unscented Kalman Filter Localization](#unscented-kalman-filter-localization)
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* [Particle Filter Localization](#particle-filter-localization)
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* [Mapping](#mapping)
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* [NDT Map Construction](#ndt-map-construction)
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* [Path Planning](#path-planning)
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* [A*](#a)
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* [Dijkstra](#dijkstra)
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* [Path Tracking](#path-tracking)
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* [Pure pursuit Path Tracking](#pure-pursuit-path-tracking)
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* [Rear wheel feedback Path Tracking](#rear-wheel-feedback-path-tracking)
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![](src/simulations/localization/extended_kalman_filter_localization/extended_kalman_filter_localization.gif)
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#### Unscented Kalman Filter Localization
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![](src/simulations/localization/unscented_kalman_filter_localization/unscented_kalman_filter_localization.gif)
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#### EKF(Blue) vs UKF(Cian)
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![](src/simulations/localization/ekf_vs_ukf_comparison/ekf_vs_ukf_comparison.gif)
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#### Particle Filter Localization
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![](src/simulations/localization/particle_filter_localization/particle_filter_localization.gif)
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#### EKF(Blue) vs UKF(Cyan) vs PF(Lime)
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![](src/simulations/localization/ekf_ukf_pf_comparison/ekf_ukf_pf_comparison.gif)
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### Mapping
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#### NDT Map Construction
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![](src/simulations/mapping/ndt_map_construction/ndt_map_construction.gif)
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Navigation
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![](src/simulations/path_planning/astar_path_planning/astar_navigate.gif)
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#### Dijkstra
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Planning
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Planning(Reduce frames by sampling every nth node to prevent memory exhaustion)
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![](src/simulations/path_planning/dijkstra_path_planning/dijkstra_search.gif)
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Navigation
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![](src/simulations/path_planning/dijkstra_path_planning/dijkstra_navigate.gif)
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