Potato Storage Temperature Prediction Control Based on PSO and ESNs

Authors

Junxia Liu, 1. Department of Electrical and Information, Xinjiang Institute of Engineering, Urumqi 830023, China;;2. School of Information Science and Engineering, Xinjiang University, Urumqi 830046 China;
Xinrong Xiong, 1. Department of Electrical and Information, Xinjiang Institute of Engineering, Urumqi 830023, China;;
Hu Bing, 1. Department of Electrical and Information, Xinjiang Institute of Engineering, Urumqi 830023, China;;

Abstract

Abstract: According to the current situation of potato storage and serious waste of raw materials and human resources of potato processing enterprises, combined with temperature data characteristics of potato storage from Xinjiang Great Russell Agricultural Science and Technology Development LTD., and control effect of the conventional control methods which is not ideal, a new temperature predictive control method was proposed, which rolled to optimize the input control variable by using particle swarm optimization algorithm and get the actual output values, use ESNs to forecast the temperature in the storage, the system was corrected by deviation between forecasting output and actual output. The simulation results show that the proposed temperature control method is effective, not only the control effect is better than that of the LS-SVM predictive control, but also has good adaptability and robustness to disturbance signals.

Recommended Citation

Liu, Junxia; Xiong, Xinrong; and Bing, Hu (2020) "Potato Storage Temperature Prediction Control Based on PSO and ESNs," Journal of System Simulation: Vol. 28: Iss. 7, Article 30.
Available at: https://dc-china-simulation.researchcommons.org/journal/vol28/iss7/30

First Page

1701

Revised Date

2015-07-21

DOI Link

https://doi.org/

Last Page

1705

CLC

TP391.9

Recommended Citation

Liu Junxia, Xiong Xinrong, Hu Bing. Potato Storage Temperature Prediction Control Based on PSO and ESNs[J]. Journal of System Simulation, 2016, 28(7): 1701-1705.