Generalized Predictive PID Control for Main Steam Temperature Based on Improved PSO Algorithm
Author(s) -
Zhongda Tian,
Shujiang Li,
Yanhong Wang
Publication year - 2017
Publication title -
journal of advanced computational intelligence and intelligent informatics
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.172
H-Index - 20
eISSN - 1343-0130
pISSN - 1883-8014
DOI - 10.20965/jaciii.2017.p0507
Subject(s) - control theory (sociology) , pid controller , particle swarm optimization , overshoot (microwave communication) , computer science , model predictive control , temperature control , controller (irrigation) , inertia , fuzzy control system , convergence (economics) , control system , fuzzy logic , control engineering , algorithm , engineering , control (management) , artificial intelligence , telecommunications , agronomy , physics , electrical engineering , classical mechanics , economic growth , economics , biology
The large inertia and long delay characteristics of main steam temperature control system in thermal power plants will reduce the system control performance. In order to improve the system control performance, a generalized predictive PID control for main steam temperature strategy based on improved particle swarm optimization algorithm is proposed. The performance index of incremental PID controller of main control loop and PD controller of auxiliary control loop based on generalized predictive control algorithm is established. An improved particle swarm optimization algorithm with better fitness and faster convergence speed is proposed for online parameters optimization of performance index. The optimal control value of PID controller and PD controller can be obtained. The simulation experiment compared with fuzzy PID and fuzzy neural network is carried out. Simulation results show that proposed control method has faster response speed, smaller overshoot and control error, better tracking performance, and reduces the lag effect of the control system.
Accelerating Research
Robert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom
Address
John Eccles HouseRobert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom