A novel fast model predictive control with actuator saturation for large-scale structures

•A novel fast model predictive control with actuator saturation for large-scale structures is proposed.•The explicit structure of the MPC saturation controller is obtained.•The optimal control can be achieved by one linear complementarity problem and one transient analysis.•The proposed fast MPC sat...

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Published inComputers & structures Vol. 187; pp. 35 - 49
Main Authors Peng, Haijun, Li, Fei, Zhang, Sheng, Chen, Biaosong
Format Journal Article
LanguageEnglish
Published New York Elsevier Ltd 15.07.2017
Elsevier BV
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Abstract •A novel fast model predictive control with actuator saturation for large-scale structures is proposed.•The explicit structure of the MPC saturation controller is obtained.•The optimal control can be achieved by one linear complementarity problem and one transient analysis.•The proposed fast MPC saturation controller is highly efficient and can be applied under a large step-length. One of the most critical issues faced in the application of active control to engineering structures is actuator saturation. In this paper, a novel fast model predictive control with actuator saturation for large-scale structures is proposed. First, based on the second-order dynamic equation, the explicit expression form of the Newmark-β method is derived. Then, according to the parametric variational principle, the explicit structure of the model predictive control (MPC) saturation controller is obtained. A linear complementary problem for the proposed fast MPC saturation controller is developed, replacing the quadratic programming problem for the original MPC saturation controller. The optimal control input can be achieved by solving one linear complementarity problem and one transient analysis problem. Particularly, the physical meaning of the explicit expression form of the Newmark-β method is discovered and applied for increasing computational efficiency and saving memory. Finally, numerical simulations of a plane adjacent frame building subjected to earthquake ground motion demonstrate that the proposed fast MPC saturation controller is highly efficient and can be applied under a large step-length, especially for large-scale structural dynamic control problems.
AbstractList •A novel fast model predictive control with actuator saturation for large-scale structures is proposed.•The explicit structure of the MPC saturation controller is obtained.•The optimal control can be achieved by one linear complementarity problem and one transient analysis.•The proposed fast MPC saturation controller is highly efficient and can be applied under a large step-length. One of the most critical issues faced in the application of active control to engineering structures is actuator saturation. In this paper, a novel fast model predictive control with actuator saturation for large-scale structures is proposed. First, based on the second-order dynamic equation, the explicit expression form of the Newmark-β method is derived. Then, according to the parametric variational principle, the explicit structure of the model predictive control (MPC) saturation controller is obtained. A linear complementary problem for the proposed fast MPC saturation controller is developed, replacing the quadratic programming problem for the original MPC saturation controller. The optimal control input can be achieved by solving one linear complementarity problem and one transient analysis problem. Particularly, the physical meaning of the explicit expression form of the Newmark-β method is discovered and applied for increasing computational efficiency and saving memory. Finally, numerical simulations of a plane adjacent frame building subjected to earthquake ground motion demonstrate that the proposed fast MPC saturation controller is highly efficient and can be applied under a large step-length, especially for large-scale structural dynamic control problems.
One of the most critical issues faced in the application of active control to engineering structures is actuator saturation. In this paper, a novel fast model predictive control with actuator saturation for large-scale structures is proposed. First, based on the second-order dynamic equation, the explicit expression form of the Newmark-β method is derived. Then, according to the parametric variational principle, the explicit structure of the model predictive control (MPC) saturation controller is obtained. A linear complementary problem for the proposed fast MPC saturation controller is developed, replacing the quadratic programming problem for the original MPC saturation controller. The optimal control input can be achieved by solving one linear complementarity problem and one transient analysis problem. Particularly, the physical meaning of the explicit expression form of the Newmark-β method is discovered and applied for increasing computational efficiency and saving memory. Finally, numerical simulations of a plane adjacent frame building subjected to earthquake ground motion demonstrate that the proposed fast MPC saturation controller is highly efficient and can be applied under a large step-length, especially for large-scale structural dynamic control problems.
Author Peng, Haijun
Zhang, Sheng
Li, Fei
Chen, Biaosong
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Keywords Fast model predictive control
Linear complementary
Quadratic programming
Explicit expression form
Actuator saturation
Large-scale structures
Language English
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Snippet •A novel fast model predictive control with actuator saturation for large-scale structures is proposed.•The explicit structure of the MPC saturation controller...
One of the most critical issues faced in the application of active control to engineering structures is actuator saturation. In this paper, a novel fast model...
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SubjectTerms Active control
Actuator saturation
Computer memory
Computer simulation
Computing time
Dynamic control
Earthquake construction
Earthquakes
Explicit expression form
Fast model predictive control
Ground motion
Large-scale structures
Linear complementary
Linear equations
Mathematical models
Numerical analysis
Optimal control
Predictive control
Quadratic programming
Saturation
Scale (ratio)
Seismic engineering
Seismic response
Studies
Transient analysis
Title A novel fast model predictive control with actuator saturation for large-scale structures
URI https://dx.doi.org/10.1016/j.compstruc.2017.03.014
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Volume 187
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