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Janus: A Python Package for Agent-Based Modeling of Land Use and Land Cover Change
- Source :
- Journal of Open Research Software; Vol 8, No 1 (2020); 15, Journal of Open Research Software, Vol 8, Iss 1 (2020)
- Publication Year :
- 2020
- Publisher :
- Ubiquity Press, 2020.
-
Abstract
- Janus is an open source Python package for agent-based modeling (ABM) of land use and land cover change (LULCC). Many ABMs of LULCC have been created across platforms, some of which are not ideal for large scale, high resolution scenarios. This model provides a simple object-oriented framework for creating ABMs specific to LULCC. The organizational philosophy of the modeling framework is to create software objects (agents) that are associated with specific and contextual attributes which are isolated from where those agents exist in the spatial setting of the model, and still provide clear linkages between the agent, their environment, and other agents in the simulation. In this way, the framework allows for assembly of LULCC ABMs with low (programmatic) overhead, making the models extensible and providing clear mechanisms for integrating them with process-oriented biophysical models. Provided with Janus is a suite of geospatial data preprocessing tools that can use arbitrary land cover products as an input. Crop choice decisions are based on potential crop prices, these can be created synthetically, or drawn from integrated human-Earth systems models such as the Global Change Assessment Model. Janus is publicly accessible through GitHub and provides an example dataset for testing.
- Subjects :
- Geospatial analysis
Computer science
0207 environmental engineering
Agent-based modeling
land use land cover change
agriculture
python
02 engineering and technology
Land cover
Library and Information Sciences
computer.software_genre
01 natural sciences
010305 fluids & plasmas
Software
0103 physical sciences
Preprocessor
Janus
020701 environmental engineering
computer.programming_language
lcsh:Computer software
Land use
business.industry
Suite
agent-based modeling
Python (programming language)
lcsh:QA76.75-76.765
Software engineering
business
computer
hydrology
earth system modeling
Information Systems
Subjects
Details
- Language :
- English
- ISSN :
- 20499647
- Database :
- OpenAIRE
- Journal :
- Journal of Open Research Software
- Accession number :
- edsair.doi.dedup.....dfa287ab67fcfda5f716730cf0763a69