Optimizating SWAT performance using a Python tool
Transcript of Optimizating SWAT performance using a Python tool
![Page 1: Optimizating SWAT performance using a Python tool](https://reader030.fdocuments.net/reader030/viewer/2022012505/61807940419e223af8674e12/html5/thumbnails/1.jpg)
Optimizating SWAT performance using a Python tool
Carla Camargos*, Tobias Houska, Lutz [email protected]
Justus-Liebig University Giessen, Germany
This project has received funding from the European Union’s Seventh Framework Programme for research, technologicaldevelopment and demonstration under grant agreement no 607000.
![Page 2: Optimizating SWAT performance using a Python tool](https://reader030.fdocuments.net/reader030/viewer/2022012505/61807940419e223af8674e12/html5/thumbnails/2.jpg)
Motivation
9/19/2018 2018 SWAT International Conference: Optimization of SWAT performance using a Python tool 2
Sensitivity Analysis
Calibration
Uncertainty Analysis
Validation
Artificial Bee Colony (ABC)
Differential evolution Markov chain (DE-MC_Z)
DiffeRential Evolution Adaptive Metropolis (DREAM)
Fourier Amplitude Sensitivity Test (FAST)
Fitness Scaled Chaotic Artificial Bee Colony (FSCABC)
Latin hypercube sampling (LHS)
Monte Carlo (MC) Markov Chain Monte Carlo (MCMC)
Maximum Likelihood Estimation (MLE)
Robust Parameter Estimation (ROPE)
Simulated Annealing (SA)
Shuffled Complex Evolution Algortithm (SCE-UA)
![Page 3: Optimizating SWAT performance using a Python tool](https://reader030.fdocuments.net/reader030/viewer/2022012505/61807940419e223af8674e12/html5/thumbnails/3.jpg)
9/19/2018 2018 SWAT International Conference: Optimization of SWAT performance using a Python tool 3
http://fb09-pasig.umwelt.uni-giessen.de/spotpy/
• Free
• Open source
• Parallel processing
![Page 4: Optimizating SWAT performance using a Python tool](https://reader030.fdocuments.net/reader030/viewer/2022012505/61807940419e223af8674e12/html5/thumbnails/4.jpg)
SPOTPY + SWAT
9/19/2018 2018 SWAT International Conference: Optimization of SWAT performance using a Python tool 4
![Page 5: Optimizating SWAT performance using a Python tool](https://reader030.fdocuments.net/reader030/viewer/2022012505/61807940419e223af8674e12/html5/thumbnails/5.jpg)
SPOTPY + SWAT
9/19/2018 2018 SWAT International Conference: Optimization of SWAT performance using a Python tool 5
![Page 6: Optimizating SWAT performance using a Python tool](https://reader030.fdocuments.net/reader030/viewer/2022012505/61807940419e223af8674e12/html5/thumbnails/6.jpg)
SPOTPY + SWAT
9/19/2018 2018 SWAT International Conference: Optimization of SWAT performance using a Python tool 6
![Page 7: Optimizating SWAT performance using a Python tool](https://reader030.fdocuments.net/reader030/viewer/2022012505/61807940419e223af8674e12/html5/thumbnails/7.jpg)
SPOTPY + SWAT
9/19/2018 2018 SWAT International Conference: Optimization of SWAT performance using a Python tool 7
![Page 8: Optimizating SWAT performance using a Python tool](https://reader030.fdocuments.net/reader030/viewer/2022012505/61807940419e223af8674e12/html5/thumbnails/8.jpg)
SPOTPY + SWAT
9/19/2018 2018 SWAT International Conference: Optimization of SWAT performance using a Python tool 8
http://fb09-pasig.umwelt.uni-giessen.de/spotpy/Tutorial/8-Algorithm_guide/
![Page 9: Optimizating SWAT performance using a Python tool](https://reader030.fdocuments.net/reader030/viewer/2022012505/61807940419e223af8674e12/html5/thumbnails/9.jpg)
Comparing methodologies
9/19/2018 2018 SWAT International Conference: Optimization of SWAT performance using a Python tool 9
![Page 10: Optimizating SWAT performance using a Python tool](https://reader030.fdocuments.net/reader030/viewer/2022012505/61807940419e223af8674e12/html5/thumbnails/10.jpg)
9/19/2018 2018 SWAT International Conference: Optimization of SWAT performance using a Python tool 10
MCMCMCLHS
Dens
ityDe
nsity
Dens
ity
![Page 11: Optimizating SWAT performance using a Python tool](https://reader030.fdocuments.net/reader030/viewer/2022012505/61807940419e223af8674e12/html5/thumbnails/11.jpg)
Comparing methodologies
9/19/2018 11
LHSMCMCMC
![Page 12: Optimizating SWAT performance using a Python tool](https://reader030.fdocuments.net/reader030/viewer/2022012505/61807940419e223af8674e12/html5/thumbnails/12.jpg)
9/19/2018
Flow duration curve
![Page 13: Optimizating SWAT performance using a Python tool](https://reader030.fdocuments.net/reader030/viewer/2022012505/61807940419e223af8674e12/html5/thumbnails/13.jpg)
Thank you!
More information: http://fb09-pasig.umwelt.uni-giessen.de/spotpy/
9/19/2018 2018 SWAT International Conference: Optimization of SWAT performance using a Python tool 13
![Page 14: Optimizating SWAT performance using a Python tool](https://reader030.fdocuments.net/reader030/viewer/2022012505/61807940419e223af8674e12/html5/thumbnails/14.jpg)
9/19/2018 2018 SWAT International Conference: Optimization of SWAT performance using a Python tool 14