Transforming Prediction into Decision: Leveraging Transformer-Long Short-Term Memory Networks and Automatic Control for Enhanced Water Treatment Efficiency and Sustainability

Transforming Prediction into Decision: Leveraging Transformer-Long Short-Term Memory Networks and Automatic Control for Enhanced Water Treatment Efficiency and Sustainability

The study addresses the critical issue of accurately predicting ammonia nitrogen (NH<sub>3</sub>-N) concentration in a sequencing batch reactor (SBR) system, achieving reduced consumption through automatic control technology. NH<sub>3</sub>-N concentration serves as a key ind...

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Bibliographic Details
Main Authors:	Cheng Qiu, Qingchuan Li, Jiang Jing, Ningbo Tan, Jieping Wu, Mingxi Wang, Qianglin Li
Format:	Article
Language:	English
Published:	MDPI AG 2025-03-01
Series:	Sensors
Subjects:	ammonia nitrogen prediction sequencing batch reactor transformer network long short-term memory network automatic control
Online Access:	https://www.mdpi.com/1424-8220/25/6/1652
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