Fuzzy logic based adaptive vibration control system for structures subjected to seismic and wind loads

Abdulateef, Wisam S.; Hejazi, Farzad

Abstract

In this study, an attempt has been made to develop a Fuzzy Logic Multi Verse Optimal Control (FLMVOC) system as a new adaptive real-time vibration control mechanism for structures subjected to seismic excitation and wind load by utilizing the capability of the stochastic optimization method and fuzzy logic technique. The magnetorheological damper (MR) is deployed as a controllable vibration damping system in this study due to its excellent damping performance and low energy consumption. Therefore, the analytical model for the MR damper is formulated and integrated with the developed fuzzy logic optimal control (FLOC) algorithm. The story drift and absolute acceleration have been defined as the inputs of the fuzzy logic controller (FLC), while the MR commanding voltage is considered as the controller's output. Then, the membership functions and fuzzy rule base have been formulated. To derive the optimal controller, the FLC with full parameters has been trained with multi objective multi verse algorithm (MOMVO). For this purpose, the MATLAB program and its Simulinks have been integrated and hybridised with finite element package to simulate and evaluate structure response for various input parameters. The developed FLMVOC system has been implemented in three story shear building subjected to seismic load and 60 story wind induced high rise building in order to evaluate its efficiency in diminishing the dynamic response of the structure. The result revealed that FLMVOC system successfully reduced structural drifts by 60%, 53%, and 41% under the effect of El Centro, Kobe, and Northridge earthquakes, respectively, while the floor absolute acceleration was reduced by 38%, 17%, and 10%, respectively. For the wind induced structure, the proposed system showed the ability to maintain the floor acceleration within people's comfort criterion in addition to the reduction in story drift.

Citation

Abdulateef, W. S., & Hejazi, F. (2023). Fuzzy logic based adaptive vibration control system for structures subjected to seismic and wind loads. Structures, 55, 1507-1531. https://doi.org/10.1016/j.istruc.2023.06.108

• Journal Article Type: Article
• Acceptance Date: Jun 22, 2023
• Online Publication Date: Jul 1, 2023
• Publication Date: 2023-09
• Deposit Date: Jul 2, 2023
• Publicly Available Date: Jul 3, 2023
• Journal: Structures
• Electronic ISSN: 2352-0124
• Publisher: Elsevier
• Peer Reviewed: Peer Reviewed
• Volume: 55
• Pages: 1507-1531
• DOI: https://doi.org/10.1016/j.istruc.2023.06.108
• Keywords: Safety, Risk, Reliability and Quality; Building and Construction; Architecture; Civil and Structural Engineering
• Public URL: https://uwe-repository.worktribe.com/output/10900769
• Publisher URL: https://www.sciencedirect.com/science/article/pii/S2352012423008688?via%3Dihub