OpenLDM

Introduction

The software is called Open land use land cover Dynamic Modeling Platform (OpenLDMP).This software is developed as an extension of requirements felt for land change analysis and modeling for Indian river basins, at Indian Institute of Remote Sensing ,Dehradun (IIRS) under the ISRO Geosphere Biosphere Program(ISRO-IGBP) project.

Installation

Download software

1. Clone project directory

 git clone https://github.com/ashutoshkumarjha/OpenLDM.git

Installation Dependencies

1. Download the anaconda
2. Follow the instruction to install
3. Create a anaconda envrionment using the command

  conda env create -n OpenLDM -f environment.yml

Testing successful Installation

Command Line

   conda activate OpenLDM
   cd src
   R -f runSteps1a.R

On Successfull excution predicted file (Test-neighwithNA-allocNA-134596782-randomForest-2005-re.tif) in output direcory would be generated.There will be also some other files with suffix SM.tif and NW.tif also representing the suitability map and neighbourhood file for each class.

Using own Data for Model

Command Line

For command line change the runSteps1a.R based on the new data sets and modeling conditions. Make sure to enable the data consistency check line.Use the following command

   cd src
   R -f runSteps1a.R

GUI mode

   cd src
   python runLULCgui5.py 

Just follow the GUI. For any help please browse help section.

Contributing

Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change. Please make sure to update tests as appropriate.

Authors

• Ashutosh Kumar Jha

Citation

Software

@misc{Jha2020, author = {Jha, Ashutosh Kumar }, title = {Open land use land cover Dynamic Modeling Platform (OpenLDMP)}, year = {2020}, publisher = {GitHub}, journal = {GitHub repository}, howpublished = {\url{https://github.com/ashutoshkumarjha/OpenLDM}}, commit = {29b942808ea9cd371fca4a0747e1e85452e02181} }

Paper

@article{Jha2022, author = {Ashutosh Kumar Jha and S. K. Ghosh and S. K. Srivastav and Sameer Saran}, doi = {10.1007/s12524-022-01516-9}, issn = {0255-660X}, journal = {Journal of the Indian Society of Remote Sensing}, month = {2}, title = {OpenLDM: Open-Source Land-Use and Land-Cover Dynamics Modeling Platform}, url = { https://link.springer.com/10.1007/s12524-022-01516-9 }, year = {2022}, }

License

GPL