An eXtreme Gradient Boosting-based Framework for the Prediction of Effluent Chlorine Residual in Chlorination Wastewater Treatment Plants
This is the repository for the aforementioned undergraduate thesis by Avancena et al. (2024).
The links below show the Google Colab notebooks that were used to implement the methodology of the study.
CAS
- All variables & Effluent Chlorine Residual as Target: https://colab.research.google.com/drive/1Nbso0YILcgZeGQ3pOXzGi7tWImXGKNS4?usp=share_link
- Excluding effluent variables & Total Coliform Effluent as Target: https://colab.research.google.com/drive/1Nbso0YILcgZeGQ3pOXzGi7tWImXGKNS4?usp=share_link
- Excluding effluent variables & Effluent Chlorine Residual as Target: https://colab.research.google.com/drive/1zgpM9Z6cqSpqAA697zhDIpPYlSn1a-Cy?usp=sharing
MBBR
- All variables & Effluent Chlorine Residual as Target: https://colab.research.google.com/drive/1oM-O_Ol8nYRuQhBIRZIr3LPokFoVWq61?usp=share_link
- Excluding effluent variables & Total Coliform Effluent as Target: https://colab.research.google.com/drive/1Y8Ons-dPsgzuvpzdLkpcxKtPJ44GbekH?usp=sharing
- Excluding effluent variables & Fecal Coliform Effluent as Target: https://colab.research.google.com/drive/1dtnH2RUSxQs12J37WxD5VaSjWVC8V37B?usp=sharing
- Excluding effluent variables & Effluent Chlorine Residual as Target: https://colab.research.google.com/drive/1Z_tS0ucp8MfpbUIrngqOkyqbvvCI3B3r?usp=sharing