Adaptive neural model-based predictive control of a solar power plant

被引：3

作者：

Gil, P ^{[1
]}

Henriques, J ^{[1
]}

Carvalho, P ^{[1
]}

Duarte-Ramos, H ^{[1
]}

Dourado, A ^{[1
]}

机构：

[1] Univ Coimbra, CISUC Informat Engn Dept, P-3030 Coimbra, Portugal

来源：

PROCEEDING OF THE 2002 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-3 | 2002年

关键词：

solar power plant; state-space neural networks; online training; constrained model-based predictive control; dual unscented Kalman filter;

D O I：

10.1109/IJCNN.2002.1007465

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper describes the application of a non-linear adaptive constrained model-based predictive control scheme to the distributed collector field of a solar power plant at the Plataforma Solar de Almeria (Spain). This methodology exploits the intrinsic non-linear modelling capabilities of non-linear state-space neural networks and their online training by means of an unscented Kalman filter. Tests on the ACUREX field illustrate the great engineering potential of the proposed control strategy.

引用

页码：2098 / 2103

页数：2

共 50 条

[1] Adaptive neural model-based decentralized predictive control
Wang, DH
Soh, CB
[J]. INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2000, 31 (01) : 119 - 130
[2] Hierarchical model-based predictive control of a power plant portfolio
Edlund, K.
Bendtsen, J. D.
Jorgensen, J. B.
[J]. CONTROL ENGINEERING PRACTICE, 2011, 19 (10) : 1126 - 1136
[3] Adaptive neural model-based predictive control with steady state offset compensation for a distributed solar collector field
Gil, P
Henriques, J
Carvalho, P
Duarte-Ramos, H
Dourado, A
[J]. PROCEEDINGS OF 2003 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS & SIGNAL PROCESSING, PROCEEDINGS, VOLS 1 AND 2, 2003, : 283 - 288
[4] Nonlinear modelling and adaptive predictive control of a solar power plant
Pickhardt, R
[J]. CONTROL ENGINEERING PRACTICE, 2000, 8 (08) : 937 - 947
[5] A neural net model-based multivariable long-range predictive control strategy applied in thermal power plant control
Prasad, G
Swidenbank, E
Hogg, BW
[J]. IEEE TRANSACTIONS ON ENERGY CONVERSION, 1998, 13 (02) : 176 - 182
[6] Adaptive neural output regulation control of a solar power plant
Henriques, J.
Gil, P.
Cardoso, A.
Carvalho, P.
Dourado, A.
[J]. CONTROL ENGINEERING PRACTICE, 2010, 18 (10) : 1183 - 1196
[7] Robust model predictive control for a nanofluid based solar thermal power plant
Omar Lopez-Bautista, Angel
Flores-Tlacuahuac, Antonio
Angel Gutierrez-Limon, Miguel
[J]. JOURNAL OF PROCESS CONTROL, 2020, 94 : 97 - 109
[8] Model-Based Power Plant Master Control
Thomas, Jean
[J]. AUTOMATIKA, 2014, 55 (03) : 228 - 238
[9] Model predictive control of the steam cycle in a solar power plant
Mier, Dominik
Moellenbruck, Florian
Jost, Michael
Grote, Wolfgang
Moennigmann, Martin
[J]. IFAC PAPERSONLINE, 2015, 48 (08): : 710 - 715
[10] ADAPTIVE MODEL-BASED CONTROL USING NEURAL NETWORKS
MILLS, PM
ZOMAYA, AY
TADE, MO
[J]. INTERNATIONAL JOURNAL OF CONTROL, 1994, 60 (06) : 1163 - 1192

← 1 2 3 4 5 →