Prediction of dissolved oxygen in pond culture water based on K-means clustering and gated recurrent unit neural network

• Published in: Aquacultural engineering Vol. 91; p. 102122
• Main Authors: Cao, Xinkai, Liu, Yiran, Wang, Jianping, Liu, Chunhong, Duan, Qingling
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.11.2020
• Subjects: Dissolved oxygen prediction; Gated recurrent unit neural network; K-means clustering; Pond culture; Gated recurrent unit neural network; Dissolved oxygen prediction; Pond culture; K-means clustering

•Propose a prediction method for predicting the dissolved oxygen in pond culture.•Improve the clustering similarity calculation method according to the characteristics of dissolved oxygen time series.•Design a sample set processing method for flexible selection of predictive variables and predictive...