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ROSHAN

ROSHAN (Rescue Oriented Simulation: Handling and Navigating Fires), is a wildfire simulation tool. ROSHAN integrates the principles of cellular automata with reinforcement learning to simulate wildfire dynamics and automatic handling. entral to this simulation tool is its rendering and simulation of fire spread, achieved by integrating data from the CORINE database. The interactive graphical interface of ROSHAN facilitates real-time monitoring and manipulation of fire scenarios. A key component in ROSHAN is the incorporation of a Reinforcement Learning agent, embodied as a drone, which learns to detect and mitigate fires.

You can read everything about the development here.

Installation

Dependencies

These modules go under externals:

DearImgui

https://github.com/ocornut/imgui

https://github.com/aiekick/ImGuiFileDialog

JSON

https://github.com/nlohmann/json

Pybind11

sudo apt install libpython3.9-dev

https://github.com/pybind/pybind11

NodeJS

cd openstreetmap

npm install express body-parser

npm install --save-dev nodemon

CORINE CLC+

Download Corine CLC+ Backbone - 10 meter (Year 2018)

https://land.copernicus.eu/pan-european/clc-plus/clc-backbone/clc-backbone?tab=download

Move *CLMS_CLCplus_RASTER_2018_010m_eu_03035_V1_1.tif to /CORINE/dataset/

Install GDAL and GDAL C++ headers

sudo apt install libgdal-dev gdal-bin libsdl2-image-dev

SDL2 - min. 2.0.17

Install SDL2 according to:

https://github.com/libsdl-org/SDL/releases/tag/release-2.26.5 https://github.com/libsdl-org/SDL_image/releases/tag/release-2.6.3

Anaconda & PyTorch

conda create --name roshan python=3.9 libffi==3.3

conda activate roshan

pip install torch torchvision

conda install tensorboard

conda install packaging

LLM Support

pip install transformers[torch] onnxruntime bitsandbytes optimum onnx

Compile

cd \ROSHAN

mkdir build && cd build

cmake .. && make -j&(nproc)

Usage

Just the ROSHAN Simulation

cd build

./ROSHAN

ROSHAN + Reinforcement Learning

cd drone_agent/FireSimAgent

python main.py

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