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Optimized AI controller for reinforced concrete frame structures under earthquake excitation

  • Chen, Tim (Faculty of Information Technology, Ton Duc Thang University) ;
  • Crosbie, Robert C. (Faculty of Mathematics, Technische Universitat Dresden) ;
  • Anandkumarb, Azita (Computing and Mathematical Sciences, University of Bath) ;
  • Melville, Charles (Department Electrical & Electronic Engineering, University of Bath) ;
  • Chan, Jcy (Department Electrical & Electronic Engineering, University of Bath)
  • Received : 2020.06.03
  • Accepted : 2020.11.20
  • Published : 2021.01.25
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Abstract

This article discusses the issue of optimizing controller design issues, in which the artificial intelligence (AI) evolutionary bat (EB) optimization algorithm is combined with the fuzzy controller in the practical application of the building. The controller of the system design includes different sub-parts such as system initial condition parameters, EB optimal algorithm, fuzzy controller, stability analysis and sensor actuator. The advantage of the design is that for continuous systems with polytypic uncertainties, the integrated H2/H∞ robust output strategy with modified criterion is derived by asymptotically adjusting design parameters. Numerical verification of the time domain and the frequency domain shows that the novel system design provides precise prediction and control of the structural displacement response, which is necessary for the active control structure in the fuzzy model. Due to genetic algorithm (GA), we use a hierarchical conditions of the Hurwitz matrix test technique and the limits of average performance, Hierarchical Fitness Function Structure (HFFS). The dynamic fuzzy controller proposed in this paper is used to find the optimal control force required for active nonlinear control of building structures. This method has achieved successful results in closed system design from the example.

Keywords

References

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