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 in | Computers & structures Vol. 187; pp. 35 - 49 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
New York
Elsevier Ltd
15.07.2017
Elsevier BV |
Subjects | |
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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. |
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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 |
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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 |
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