An adaptive internal model control based on LS-SVM

Changyin Sun; Jinya Song

doi:10.1007/978-3-540-72395-0_61

An adaptive internal model control based on LS-SVM

Changyin Sun
, Jinya Song

Southeast University, Nanjing
Hohai University

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

4 引用（Scopus）

摘要

Based on least squares support vector machines regression algorithm, reverse model of system model is constructed, and adaptive internal model controller is developed in this paper. First, least squares support vector machine (LS-SVM) regression model and its training algorithm are introduced, provides SMO-based on pruning algorithms for LS-SVM. Then it is used in adaptive internal model control (IMC) for constructing internal model and designing the internal model controller. At last, LS-SVM regression based adaptive internal model control is used to control a benchmark nonlinear system. Simulation results show that the controller has simple structure, good control performance and robustness.

源语言	英语
主期刊名	Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings
出版商	Springer Verlag
页	479-485
页数	7
版本	PART 3
ISBN（印刷版）	9783540723943
DOI	https://doi.org/10.1007/978-3-540-72395-0_61
出版状态	已出版 - 2007
已对外发布	是
活动	4th International Symposium on Neural Networks, ISNN 2007 - Nanjing, 中国期限: 3 6月 2007 → 7 6月 2007

出版系列

姓名	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
编号	PART 3
卷	4493 LNCS
ISSN（印刷版）	0302-9743
ISSN（电子版）	1611-3349

会议

会议	4th International Symposium on Neural Networks, ISNN 2007
国家/地区	中国
市	Nanjing
时期	3/06/07 → 7/06/07

访问文件

10.1007/978-3-540-72395-0_61

其它文件与链接

链接到 Scopus 的出版物

引用此

Sun, C., & Song, J. (2007). An adaptive internal model control based on LS-SVM. 在 Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings (PART 3 编辑, 页码 479-485). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); 卷 4493 LNCS, 号码 PART 3). Springer Verlag. https://doi.org/10.1007/978-3-540-72395-0_61

Sun, Changyin ; Song, Jinya. / An adaptive internal model control based on LS-SVM. Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings. PART 3. 编辑 Springer Verlag, 2007. 页码 479-485 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); PART 3).

@inproceedings{3d605afb99104c2c9bf9291f2d28743c,

title = "An adaptive internal model control based on LS-SVM",

abstract = "Based on least squares support vector machines regression algorithm, reverse model of system model is constructed, and adaptive internal model controller is developed in this paper. First, least squares support vector machine (LS-SVM) regression model and its training algorithm are introduced, provides SMO-based on pruning algorithms for LS-SVM. Then it is used in adaptive internal model control (IMC) for constructing internal model and designing the internal model controller. At last, LS-SVM regression based adaptive internal model control is used to control a benchmark nonlinear system. Simulation results show that the controller has simple structure, good control performance and robustness.",

author = "Changyin Sun and Jinya Song",

year = "2007",

doi = "10.1007/978-3-540-72395-0\_61",

language = "英语",

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pages = "479--485",

booktitle = "Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings",

edition = "PART 3",

note = "4th International Symposium on Neural Networks, ISNN 2007 ; Conference date: 03-06-2007 Through 07-06-2007",

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Sun, C & Song, J 2007, An adaptive internal model control based on LS-SVM. 在 Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings. PART 3 编辑, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 号码 PART 3, 卷 4493 LNCS, Springer Verlag, 页码 479-485, 4th International Symposium on Neural Networks, ISNN 2007, Nanjing, 中国, 3/06/07. https://doi.org/10.1007/978-3-540-72395-0_61

An adaptive internal model control based on LS-SVM. / Sun, Changyin; Song, Jinya.
Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings. PART 3. 编辑 Springer Verlag, 2007. 页码 479-485 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); 卷 4493 LNCS, 号码 PART 3).

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

TY - GEN

T1 - An adaptive internal model control based on LS-SVM

AU - Sun, Changyin

AU - Song, Jinya

PY - 2007

Y1 - 2007

N2 - Based on least squares support vector machines regression algorithm, reverse model of system model is constructed, and adaptive internal model controller is developed in this paper. First, least squares support vector machine (LS-SVM) regression model and its training algorithm are introduced, provides SMO-based on pruning algorithms for LS-SVM. Then it is used in adaptive internal model control (IMC) for constructing internal model and designing the internal model controller. At last, LS-SVM regression based adaptive internal model control is used to control a benchmark nonlinear system. Simulation results show that the controller has simple structure, good control performance and robustness.

AB - Based on least squares support vector machines regression algorithm, reverse model of system model is constructed, and adaptive internal model controller is developed in this paper. First, least squares support vector machine (LS-SVM) regression model and its training algorithm are introduced, provides SMO-based on pruning algorithms for LS-SVM. Then it is used in adaptive internal model control (IMC) for constructing internal model and designing the internal model controller. At last, LS-SVM regression based adaptive internal model control is used to control a benchmark nonlinear system. Simulation results show that the controller has simple structure, good control performance and robustness.

UR - https://www.scopus.com/pages/publications/38049103034

U2 - 10.1007/978-3-540-72395-0_61

DO - 10.1007/978-3-540-72395-0_61

M3 - 会议稿件

AN - SCOPUS:38049103034

SN - 9783540723943

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 479

EP - 485

BT - Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings

PB - Springer Verlag

T2 - 4th International Symposium on Neural Networks, ISNN 2007

Y2 - 3 June 2007 through 7 June 2007

ER -

Sun C, Song J. An adaptive internal model control based on LS-SVM. 在 Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings. PART 3 编辑 Springer Verlag. 2007. 页码 479-485. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); PART 3). doi: 10.1007/978-3-540-72395-0_61

An adaptive internal model control based on LS-SVM

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