PyAEZ is a python package consisted of many algorithms related to Agro-ecalogical zoning (AEZ) framework. PyAEZ tries to encapsulate all complex calculations in AEZ and try to provide user friendly, and intuitive ways to input data and output results after calculations.
PyAEZ includes 6 main modules as below. Additionally to that, UtilityCalculations module is also included in PyAEZ to perform additional related utility calculations.
- Module I: Climate Regime
- Module II: Crop Simulations
- Module III: Climate Constraints
- Module IV: Soil Constraints
- Module V: Terrain Constraints
- Module VI: Economic Suitability Analysis
- UtilityCalculations Module
Other than 6 main modules and utility module, following 3 major algorithms related to AEZ also are included in PyAEZ. Those 3 major algorithms can be utilized individually without running whole PyAEZ.
- Biomass Calculations
- Evapotranspiration Calculations
- CropWat Calculations
- numpy
- scipy
- gdal
- numba (optional)
Following 6 Jupyter notebooks in the repository can be used as worked full example for PyAEZ 6 major modules.
- NB1_ClimateRegime.ipynb
- NB2_CropSimulation.ipynb
- NB3_ClimaticConstraints.ipynb
- NB4_SoilConstraints.ipynb
- NB5_TerrainConstraints.ipynb
- NB6_EconomicSuitability.ipynb
Note: NB2_CropSimulation.ipynb takes a huge amount of time due to automatic crop calendar calculations. Hence, we have rewritten core parts of PyAEZ (CropWatCalc.py, BioMassCalc.py and ETOCalc.py) with Numba compatible manner as well. Numba translates Python functions to optimized machine code at runtime, allowing calculation speeds close to C or FORTRAN. If you are using Numba, you can replace CropWatCalc.py, BioMassCalc.py and ETOCalc.py files in PyAEZ/code/ with Numba version of those files located in PyAEZ/code/numba_core/ when you are running NB2_CropSimulation.ipynb.
API Documentation is located in "docs" folder.
Use this bibtex to cite us.
@misc{PyAEZ_2020,
title={PyAEZ Python Package for Agro-ecological zoning (AEZ)},
author={N. Lakmal Deshapriya, Thaileng Thol, Kavinda Gunasekara, Rajendra Shrestha, Gianluca Franceschini, Freddy Nachtergaele, Monica Petri, Beau Damen},
year={2020},
publisher={Github},
journal={GitHub repository},
howpublished={\url{https://github.com/gicait/PyAEZ}},
}
Geoinformatics Center of Asian Institute of Technology.
Principal Investigators (PIs) of the project:
- Dr. Kavinda Gunasekara (kavinda@ait.asia)
- Prof. Rajendra Shrestha (rajendra@ait.ac.th)
Food and Agriculture Organization of the United Nations (FAO) and FAO SAMIS (Strengthening Agro-climatic Monitoring and Information System) Project in Lao PDR.
- Abatzoglou, J.T., S.Z. Dobrowski, S.A. Parks, K.C. Hegewisch, 2018, Terraclimate, a high-resolution global dataset of monthly climate and climatic water balance from 1958-2015, Scientific Data,
- de Wit, C. T. (1965). Photosynthesis of leaf canopies. Agricultural Research Report No. 663. PUDOC, Wageningen, 57 .
- FAO. (1992). Cropwat: A computer program for irrigation planning and management. Land and Water Development Division, Rome, Italy, FAO Irrigation and Drainage Paper no 46 .
- FAO. (1998). Crop evapotranspiration. FAO Irrigation and Drainage Paper no.56 Rome, Italy.
- FAO. (2017). Final Report: National Agro-Economic Zoning for Major Crops in Thailand (NAEZ).
- Fischer, G., van Velthuizen, H., Shah, M., & Nachtergaele, F. (2002a). Global agroecological assessment for agriculture in the 21st century: Methodology and results. IIASA RR-02-02, IIASA, Laxenburg, Austria.
- Monteith, J. L. (1965). Evapotranspiration and the environment. In The State and Movement of Water in Living Organisms, 205-234.
- Monteith, J. L. (1981). Evapotranspiration and surface temperature. Quarterly Journal Royal Meteorological Society, 107 , 1-27.