A QEFA-optimized LSTM-KAN hybrid model for dissolved oxygen prediction and control in aquaculture
Year: 2025
Type: article
Language: en
Topic: Water Quality Monitoring Technologies
Authors and affiliations:
raw_author_name: Zhuhong Che
raw_affiliation_strings: Academy of Intelligent Agricultural Engineering Innovations, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
College of Artificial Intelligence, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangdong Provincial Agricultural Products Safety Big Data Engineering Technology Research Center, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangzhou Key Laboratory of Agricultural Products Quality & Safety Traceability Information Technology, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Intelligent Agriculture Engineering Technology Research Center of Guangdong Higher Education Institutes, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
raw_author_name: Longqin Xu
raw_affiliation_strings: Academy of Intelligent Agricultural Engineering Innovations, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
College of Artificial Intelligence, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangdong Provincial Agricultural Products Safety Big Data Engineering Technology Research Center, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangzhou Key Laboratory of Agricultural Products Quality & Safety Traceability Information Technology, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Intelligent Agriculture Engineering Technology Research Center of Guangdong Higher Education Institutes, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
raw_author_name: Bohao Zhang
raw_affiliation_strings: Academy of Intelligent Agricultural Engineering Innovations, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
College of Artificial Intelligence, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangdong Provincial Agricultural Products Safety Big Data Engineering Technology Research Center, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangzhou Key Laboratory of Agricultural Products Quality & Safety Traceability Information Technology, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Intelligent Agriculture Engineering Technology Research Center of Guangdong Higher Education Institutes, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
raw_author_name: Weiwei Zhang
raw_affiliation_strings: Academy of Intelligent Agricultural Engineering Innovations, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
College of Artificial Intelligence, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangdong Provincial Agricultural Products Safety Big Data Engineering Technology Research Center, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangzhou Key Laboratory of Agricultural Products Quality & Safety Traceability Information Technology, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Intelligent Agriculture Engineering Technology Research Center of Guangdong Higher Education Institutes, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
raw_author_name: Xinmiao Wang
raw_affiliation_strings: Academy of Intelligent Agricultural Engineering Innovations, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
College of Artificial Intelligence, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangdong Provincial Agricultural Products Safety Big Data Engineering Technology Research Center, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangzhou Key Laboratory of Agricultural Products Quality & Safety Traceability Information Technology, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Intelligent Agriculture Engineering Technology Research Center of Guangdong Higher Education Institutes, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
raw_author_name: Huiyuan Pang
raw_affiliation_strings: Academy of Intelligent Agricultural Engineering Innovations, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
College of Artificial Intelligence, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangdong Provincial Agricultural Products Safety Big Data Engineering Technology Research Center, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangzhou Key Laboratory of Agricultural Products Quality & Safety Traceability Information Technology, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Intelligent Agriculture Engineering Technology Research Center of Guangdong Higher Education Institutes, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
raw_author_name: Tonglai Liu
raw_affiliation_strings: Academy of Intelligent Agricultural Engineering Innovations, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
College of Artificial Intelligence, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangdong Provincial Agricultural Products Safety Big Data Engineering Technology Research Center, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangzhou Key Laboratory of Agricultural Products Quality & Safety Traceability Information Technology, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Intelligent Agriculture Engineering Technology Research Center of Guangdong Higher Education Institutes, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
raw_author_name: Shahbaz Gul Hassan
raw_affiliation_strings: Academy of Intelligent Agricultural Engineering Innovations, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
College of Artificial Intelligence, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangdong Provincial Agricultural Products Safety Big Data Engineering Technology Research Center, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangzhou Key Laboratory of Agricultural Products Quality & Safety Traceability Information Technology, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Intelligent Agriculture Engineering Technology Research Center of Guangdong Higher Education Institutes, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
raw_author_name: Liang Wang
raw_affiliation_strings: School of Chemistry and Chemical Engineering, University of Surrey, Guildford, GU2 7XH, UK
raw_author_name: Shuangyin Liu
raw_affiliation_strings: Academy of Intelligent Agricultural Engineering Innovations, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
College of Artificial Intelligence, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangdong Provincial Agricultural Products Safety Big Data Engineering Technology Research Center, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Guangzhou Key Laboratory of Agricultural Products Quality & Safety Traceability Information Technology, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China
Intelligent Agriculture Engineering Technology Research Center of Guangdong Higher Education Institutes, Zhongkai University of Agriculture and Engineering, Guangzhou, 510225, China