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README.md

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[![Build Status](https://travis-ci.com/yukkysaito/amcl_3d.svg?branch=master)](https://travis-ci.com/yukkysaito/amcl_3d)
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I develop this package every weekend.
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# Work in progress
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90%
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# Install Requirements
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```
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$ git clone https://github.com/yukkysaito/amcl_3d.git <catkin_ws/src path>
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$ rosdep install --from-paths <amcl_3d path> -y
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```
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# TODO
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- add prediction model (particle filter)
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# Done
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- design interface (particle filter)
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- make ros package template
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- add basic resample function (particle filter)
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- add init function(particle filter)
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- build check (travis ci)
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- resampling timing based on ESS (effective sample size)
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- add simple likelihood model for lidar measurement (particle filter)
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- implement argumented mcl
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- implement kld sampling
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# Reference
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## English Reference
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### General
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- http://www.probabilistic-robotics.org/
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### Effective Sampling Size
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- http://www.cns.nyu.edu/~eorhan/notes/particle-filtering.pdf
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### Avoidance Numerical Underflow
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- http://www.maths.lu.se/fileadmin/maths/forskning_research/InferPartObsProcess/particlemethods.pdf
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## Japanese Reference
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- http://lab.cntl.kyutech.ac.jp/~nishida/lecture/psc/no11.pdf
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- https://gihyo.jp/book/2018/978-4-7741-9646-6
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- https://qiita.com/MoriKen/items/dfb6eb168649873589f0
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[![Build Status](https://travis-ci.com/yukkysaito/amcl_3d.svg?branch=master)](https://travis-ci.com/yukkysaito/amcl_3d)
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AMCL(Adaptive Monte Carlo Localization) in 3D for ROS.
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# Install Requirements
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```
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$ git clone https://github.com/rsasaki0109/amcl_3d <catkin_ws/src path>
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$ rosdep install --from-paths <amcl_3d path> -y
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```
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# Demo
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```
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wget https://openspur.org/~atsushi.w/dataset/mcl_3dl/short_test.bag
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```
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```
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roslaunch amcl_3d amcl_3d_rosbag.launch
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```
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![demo](./gif/demo.gif)
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# Reference
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## English Reference
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### General
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- http://www.probabilistic-robotics.org/
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### Effective Sampling Size
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- http://www.cns.nyu.edu/~eorhan/notes/particle-filtering.pdf
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### Avoidance Numerical Underflow
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- http://www.maths.lu.se/fileadmin/maths/forskning_research/InferPartObsProcess/particlemethods.pdf
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## Japanese Reference
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- http://lab.cntl.kyutech.ac.jp/~nishida/lecture/psc/no11.pdf
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- https://gihyo.jp/book/2018/978-4-7741-9646-6
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- https://qiita.com/MoriKen/items/dfb6eb168649873589f0

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