https://github.com/red-portal/widebanddoa.jl

https://github.com/red-portal/widebanddoa.jl

Last synced: 3 months ago
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• Host: GitHub
• URL: https://github.com/red-portal/widebanddoa.jl
• Owner: Red-Portal
• License: mit
• Created: 2023-12-21T22:33:39.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2024-11-20T20:11:29.000Z (7 months ago)
• Last Synced: 2025-01-18T03:45:59.056Z (5 months ago)
• Language: Julia
• Size: 23.3 MB
• Stars: 1
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        

[![Docs](https://img.shields.io/badge/docs-dev-blue.svg)](http://krkim.me/WidebandDoA.jl/)

[![Build Status](https://github.com/Red-Portal/WideBandDOA.jl/actions/workflows/CI.yml/badge.svg?branch=main)](https://github.com/Red-Portal/WideBandDOA.jl/actions/workflows/CI.yml?query=branch%3Amain)

# WidebandDoA

This repository provides the code to reproduce the paper:

> Fully Bayesian Wideband Direction-of-Arrival Estimation with RJMCMC

## Installation

```julia

using Pkg

Pkg.add(url="https://github.com/Red-Portal/ReversibleJump.jl.git")

Pkg.add(url="https://github.com/Red-Portal/WidebandDoA.jl.git")

```

However, to run the unit tests, some additioanal work is needed.

First, go to the root director of `WidebandDoA`, and execute the following:

```julia

using Pkg

Pkg.activate("test")

Pkg.develop(url="https://github.com/Red-Portal/ReversibleJump.jl.git")

Pkg.develop(url="https://github.com/Red-Portal/MCMCTesting.jl.git")

```

This is necessary because Julia's test runner is not a fan of unregistered packages like `ReversibleJump` and `MCMCTesting`.

    

Then, you should be able to run the tests:

```julia

using Pkg

Pkg.test("WidebandDoA")

```

## Demonstration

We provide a comprehensive demonstration of the package in the [documentation](https://krkim.me/WidebandDoA.jl/dev/demonstration/).

For instance, for signals generated from `k = 4` sources with the following angle-frequency spectrum:

![](https://github.com/Red-Portal/WidebandDoA.jl/blob/gh-pages/dev/angle_frequency_spectrum_plot.svg) 

We show how to obtain estimate the model order through our Bayesian model:

![](https://github.com/Red-Portal/WidebandDoA.jl/blob/gh-pages/dev/model_order_hist.svg)

and the direction-of-arrivals:

![](https://github.com/Red-Portal/WidebandDoA.jl/blob/gh-pages/dev/doa_hist.svg)

One can also reconstruct the latent source signals as follows:

![](https://github.com/Red-Portal/WidebandDoA.jl/blob/gh-pages/dev/recon_mmse_comparison.svg)