Unleashing Analytics to Reduce Costs and Improve Quality in Wastewater Treatment

References

• Altman E (1999) Constrained Markov Decision Processes (CRC Press, Boca Raton, FL).Google Scholar
• Åmand L, Olsson G, Carlsson B (2013) Aeration control—A review. Water Sci. Tech. 67(11):2374–2398.Google Scholar
• de Ghellinck G (1960) Les problemes de decisions sequentielles. Cahiers Centre d’Etudes Rech. Oper. 2:161–179.Google Scholar
• d’Epenoux F (1963) A probabilistic production and inventory problem. Management Sci. 10(1):98–108.Link, Google Scholar
• EnviroSim Associates (2019) BioWin. Accessed January 29, 2019, http://envirosim.com/products/biowin.Google Scholar
• Friedman JH (1991) Multivariate adaptive regression splines. Ann. Statist. 19(1):1–67.Google Scholar
• Hakanen J, Sahlstedt K, Miettinen K (2013) Wastewater treatment plant design and operation under multiple conflicting objective functions. Environ. Model. Software 46(August):240–249.Google Scholar
• Maktabifard M, Zaborowska E, Makinia J (2018) Achieving energy neutrality in wastewater treatment plants through energy savings and enhancing renewable energy production. Rev. Environ. Sci. Bio/Tech. 17(4):655–689.Google Scholar
• Manne A (1960) Linear programming and sequential decisions. Management Sci. 6(3):259–267.Link, Google Scholar
• Metcalf & Eddy/AECOM, Tchobanoglous G, Stensel HD, Tsuchihashi R, Burton FL (2014) Wastewater Engineering: Treatment and Resource Recovery, 5th ed. (McGraw-Hill Education, New York).Google Scholar
• Puterman M (1994) Markov Decision Processes: Discrete Stochastic Dynamic Programming (John Wiley & Sons, New York).Google Scholar
• Sutton R, Barto A (2018) Reinforcement Learning: An Introduction (MIT Press, Cambridge, MA).Google Scholar
• Van Horne MP, Rohrbacher J, Pitt P (2012) Coming full circle: Moving wastewater treatment plants toward energy neutrality. Proc. Water Environ. Federation 18(7):7646–7663.Google Scholar
• Water and Wastewater International (2016) Spanish wastewater “smart plant” cuts energy, sludge and chemical use. Press release (May 16), Aqualia Spain, Lleida, Spain. http://www.waterworld.com/articles/wwi/2016/05/spanish-wastewater-smart-plant-cuts-energy-sludge-and-chemical-use.html.Google Scholar
• Zadorojniy A, Shwartz A, Wasserkrug S, Zeltyn S (2016) Operational optimization of wastewater treatment plants: A CMDP based decomposition approach. Ann. Oper. Res., ePub ahead of print February 23, https://doi.org/10.1007/s10479-016-2146-z.Google Scholar