Automation of membrane capacitive deionization process using reinforcement learning

•Deep reinforcement learning (DRL) was applied to automate MCDI process.•The numerical MCDI transport model is combined as the environment.•The DRL model reduces energy consumption for desalination by 22%. Capacitive deionization (CDI) is an alternative desalination technology that uses electrochemi...

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Veröffentlicht in:	Water research (Oxford) 2022-12, Vol.227, p.119337-119337, Article 119337
Hauptverfasser:	Yoon, Nakyung, Park, Sanghun, Son, Moon, Cho, Kyung Hwa
Format:	Artikel
Sprache:	eng
Schlagworte:	Automation Deep reinforcement learning Membrane capacitive deionization Optimization
Online-Zugang:	Volltext
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