StateEstimation
所属分类:项目开发与运营
开发工具:Julia
文件大小:0KB
下载次数:0
上传日期:2023-03-01 18:11:06
上 传 者:
sh-1993
说明: 斯坦福CS238 AA228不确定决策的置信状态估计,
(Belief state estimation for Stanford s CS238 AA228 Decision Making Under Uncertainty,)
文件列表:
Project.toml (765, 2023-11-16)
gif/ (0, 2023-11-16)
gif/kalman_filter.gif (1816232, 2023-11-16)
gif/particle_filter.gif (1496085, 2023-11-16)
html/ (0, 2023-11-16)
html/crying_baby_problem.html (570754, 2023-11-16)
html/crying_baby_problem.svg (114526, 2023-11-16)
html/kalman_filter.html (7101650, 2023-11-16)
html/particle_filter.html (6220542, 2023-11-16)
html/title.svg (146606, 2023-11-16)
slides/ (0, 2023-11-16)
slides/MDPs to POMDPs.pptx (1880963, 2023-11-16)
slides/mdps-to-pomdps-slide.png (43236, 2023-11-16)
src/ (0, 2023-11-16)
src/StateEstimation.jl (61, 2023-11-16)
src/crying_baby_problem.jl (48746, 2023-11-16)
src/kalman_filter.jl (64614, 2023-11-16)
src/particle_filter.jl (53974, 2023-11-16)
src/section_counters.jl (796, 2023-11-16)
# StateEstimation.jl
Section for CS238/AA228 *Decision Making Under Uncertainty* at Stanford University.
Belief state estimation in [Pluto](https://github.com/fonsp/Pluto.jl) notebooks.
```julia
] dev https://github.com/sisl/StateEstimation.jl
```
Then open Julia, run `using Pluto; Pluto.run()`, and open notebooks in `~/.julia/dev/StateEstimation/src/`.
# Pluto notebooks
## Crying baby POMDP
[![Crying baby](https://img.shields.io/badge/pluto-crying%20baby%20POMDP-d2c295)](http://htmlview.glitch.me/?https://raw.githubusercontent.com/sisl/StateEstimation.jl/master/html/crying_baby_problem.html)
- [POMDPs.jl version located here](https://htmlview.glitch.me/?https://github.com/JuliaAcademy/Decision-Making-Under-Uncertainty/blob/master/html/2-POMDPs.jl.html)
## Kalman filtering
[![Kalman filtering](https://img.shields.io/badge/pluto-kalman%20filtering-00505c)](http://htmlview.glitch.me/?https://raw.githubusercontent.com/sisl/StateEstimation.jl/master/html/kalman_filter.html)
## Particle filtering
[![Particle filtering](https://img.shields.io/badge/pluto-particle%20filtering-928b81)](http://htmlview.glitch.me/?https://raw.githubusercontent.com/sisl/StateEstimation.jl/master/html/particle_filter.html)
## Slides
Slides generated using [julia-tufte-beamer](https://github.com/mossr/julia-tufte-beamer) and located here: [**Beliefs: State Uncertainty**](https://github.com/mossr/julia-tufte-beamer/blob/aa228/beliefs/main.pdf)
And the MDP to POMDP slides are located here: [**MDPs to POMDPs.pptx**](slides/MDPs%20to%20POMDPs.pptx)
---
Written by [Robert Moss](https://github.com/mossr).
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