Compressor Anti-Surge Nonlinear Model Predictive Control Based on LS-SVM

被引：0

作者：

Wang Chuan-Xin ^{[1
]}

Shao Cheng ^{[1
]}

Han Yu ^{[2
]}

机构：

[1] Dalian Univ Technol, Inst Adv Control Technol, Dalian 116024, Peoples R China

[2] Dalian Univ Technol, Sch Software, Dalian 116620, Peoples R China

来源：

IMCIC 2010: INTERNATIONAL MULTI-CONFERENCE ON COMPLEXITY, INFORMATICS AND CYBERNETICS, VOL II | 2010年

关键词：

Anti-Surge Control; Predictive Control; LS-SVM; Genetic Algorithm; Compressor;

D O I：

暂无

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

An anti-surge nonlinear model predictive control system based on Least-Squared Support Vector Machine (LS-SVM) is proposed to increase the efficiency of compressor. In controller design, a compressor dynamic model is created by LS-SVM. A rolling optimization method combing genetic algorithm and LS-SVM is taken to get better real-time performance. Use the control signal of next equipment's inlet valve as feedforward to adjust the reference trajectory. Simulation and experiment are performed to show the effective of this method.

引用

页码：314 / 317

页数：4

共 50 条

[21] A new anti-surge control system of turbo-compressor
Zhang, JB
Proceedings of the World Engineers' Convention 2004: Vol D, Environment Protection and Disaster Mitigation, 2004, : 329 - 331
[22] Identification and model predictive control of LPV models based on LS-SVM for MIMO system
State Key Laboratory of Industrial Control Technology, Department of Control Science and Engineering, Zhejiang University, Hangzhou
Zhejiang
310027, China
Huagong Xuebao, 1 (197-205):
[23] An adaptive internal model control based on LS-SVM
Sun, Changyin
Song, Jinya
ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 3, PROCEEDINGS, 2007, 4493 : 479 - +
[24] Dynamic Inverse Control of Nonlinear Missile Based on LS-SVM
Yang Zhi-Feng
Lei Hu-min
Xu Xing-zhong
Wu Ping
Li Qing-liang
2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 3367 - 3371
[25] Robust Control Based on LS-SVM for Uncertain Nonlinear System
Yang, Hong
Luo, Fei
Xu, YuGe
2008 IEEE CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2008, : 438 - 441
[26] Deep predictive controller designed for centrifugal compressor system anti-surge
Zhong, Lulu
Liu, Yang
Zhao, Jun
Wang, Wei
2020 CHINESE AUTOMATION CONGRESS (CAC 2020), 2020, : 6554 - 6559
[27] Generalized Predictive Control based on LS-SVM Inverse System Method
Li, Hua
Huang, L-J
2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 2604 - 2609
[28] LS-SVM based constrained inverse control for a class of nonlinear systems
1600, ICIC Express Letters Office (10):
[29] Fuzzy nonlinear regression model based on LS-SVM in feature space
Hong, Dug Hun
Hwang, Changha
FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, PROCEEDINGS, 2006, 4223 : 208 - 216
[30] Compressor anti-surge control system optimization energy saving renovation
Cao, Hui
Wang, Chen
Lin, Changji
EQUIPMENT MANUFACTURING TECHNOLOGY AND AUTOMATION, PTS 1-3, 2011, 317-319 : 2177 - +

← 1 2 3 4 5 →