Smart Structures and Systems

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Intelligent algorithm and optimum design of fuzzy theory for structural control

  • Chen, Z.Y. (School of Science, Guangdong University of Petrochemical Technology) ;
  • Wang, Ruei-Yuan (School of Science, Guangdong University of Petrochemical Technology) ;
  • Meng, Yahui (School of Science, Guangdong University of Petrochemical Technology) ;
  • Chen, Timothy (California Institute of Technology)
  • Received : 2022.03.13
  • Accepted : 2022.05.30
  • Published : 2022.11.25
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Abstract

The optimal design of structural composite materials is a research topic that attracts the attention of lots researchers. For many more thirty years, there has been increasing interest in the applications in all kinds of topics, which means taking advantage of fuzzy set theory, fuzzy analysis, and fuzzy control for designing high-performance and efficient structural systems is a fundamental concern for engineers, and many applications require the use of a systems approach to combine structural and active control systems. Therefore, an intelligent method can be designed based on the mitigation method, and by establishing the stable of the closed-loop fuzzy mitigation system, the behavior of the closed-loop fuzzy mitigation system can be accurately predicted. In this article, the intelligent algorithm and optimum design of fuzzy theory for structural control has been provided and demonstrated effective and efficient in practical engineering issues.

Keywords

Acknowledgement

The authors are grateful for the research grants given to Ruei Yuan Wang from the Projects of Talents Recruitment of GDUPT, Peoples R China under Grant NO. 2019rc098, and the research grants given to ZY Chen from the Projects of Talents Recruitment of GDUPT (NO. 2021rc002) in Guangdong Province, Peoples R China. as well as to the anonymous reviewers for constructive suggestions.

References

  1. Bai, Y., Nardi, D.C., Zhou, X., Picon, R.A. and Florez-Lopez, J. (2021), "A new comprehensive model of damage for flexural subassemblies prone to fatigue", Comput. Struct., 256, 106639. https://doi.org/10.1016/j.compstruc.2021.106639
  2. Battista, R.C. and Varela, W.D. (2019), "A system of multiple controllers for attenuating the dynamic response of multimode floor structures to human walking", Smart Struct. Syst., Int. J., 23(5), 467-478. https://doi.org/10.12989/sss.2019.23.5.467
  3. Bedirhanoglu, I. (2020), "A practical neuro-fuzzy model for estimating modulus of elasticity of concrete", Struct. Eng. Mech, Int. J., 51(2), 249-265. https://doi.org/10.12989/sem.2020.51.2.249
  4. Casciati, F. (1997), "Checking the stability of a fuzzy controller for nonlinear structures", Microcomput. Civil Eng., 12, 205-215. https://doi.org/10.1111/0885-9507.00057
  5. Casciati, F. and Faravelli, L. (2009), "A passive control device with SMA components: from the prototype to the model", Struct. Control Health Monitor., 16, 751-765. https://doi.org/10.1002/stc.328
  6. Casciati, F. and Casciati, S. (2018), "Amelioration and retrofitting of educational buildings", Earthq. Eng. Eng. Vib., 17(1), 47-51. https://doi.org/10.1007/s11803-018-0424-2
  7. Casciati, S., Chassiakos, A.G. and Masri, S.F. (2014), "Toward a paradigm for civil structural control", Smart Struct. Syst., Int. J., 14(5), 981-1004. https://doi.org/10.12989/sss.2014.14.5.981
  8. Chen, C.W. (2007), "The stability of an oceanic structure with T-S fuzzy models", Math. Comput. Simul., 80, 402-426. https://doi.org/10.1016/j.matcom.2009.08.001
  9. Chen, C.W. (2009), "Modeling and control for nonlinear structural systems via a NN-based approach", Exp. Syst. Appl., 36, 4765-4772. https://doi.org/10.1016/j.eswa.2008.06.062
  10. Chen, C.W. (2011a), "Stability analysis and robustness design of nonlinear systems: An NN-based approach", Appl. Soft Comput., 11, 2735-2742. https://doi.org/10.1016/j.asoc.2010.11.004
  11. Chen, C.W. (2011b), "Modeling, control, and stability analysis for time-delay TLP systems using the fuzzy Lyapunov method", Neur. Comput. Appl., 20, 527-534. https://doi.org/10.1007/s00521-011-0576-8
  12. Chen, C.W. (2014a), "Interconnected TS fuzzy technique for nonlinear time-delay structural systems", Nonlin. Dyn., 76(1), 13-22. https://doi.org/10.1007/s11071-013-0841-8
  13. Chen, C.W. (2014b), "A criterion of robustness intelligent nonlinear control for multiple time-delay systems based on fuzzy Lyapunov methods", Nonlin. Dyn., 76(1), 23-31. https://doi.org/10.1007/s11071-013-0869-9
  14. Chen, C. (2020), "On the algorithmic stability of optimal control with derivative operators", Circuits Syst. Signal Process., 39(12), 5863-5881. https://doi.org/10.1007/s00034-020-01447-
  15. Chen, C.W., Chiang, W.L., Tsai, C.H., Chen, C.Y. and Wang, M.H. (2005), "Fuzzy Lyapunov method for stability conditions of nonlinear systems", Int. J. Artif. Intell. Tool., 15, 163-171. https://doi.org/10.1142/S0218213006002618
  16. Chen, C.W., Yeh, K., Chiang, W.L., Chen, C.Y. and Wu, D.J. (2007a), "Modeling, H∞ control and stability analysis for structural systems using Takagi-Sugeno fuzzy model", J. Vib. Control, 13, 1519-1534. https://doi.org/10.1177/1077546307073690
  17. Chen, C.W., Lin, C.L., Tsai, C.H., Chen, C.Y. and Yeh, K. (2007b), "A novel delay-dependent criterion for time-delay TS fuzzy systems using fuzzy Lyapunov method", Int. J. Artif. Intell. Tool., 16, 545-552. https://doi.org/10.1142/S0218213007003400
  18. Chen, C.W., Yeh, K. and Liu, K.F.R. (2009a), "Adaptive fuzzy sliding mode control for seismically excited bridges with lead rubber bearing isolation", Int. J. Uncertain. Fuzz. Knowl-Based Syst., 17, 705-727. https://doi.org/10.1142/S0218488509006224
  19. Chen, C., Shen, C.W., Chen, C.W., Liu, K.F.R. and Cheng, M.J. (2009b), "A stability criterion for time-delay tension leg platform systems subjected to external force", China Ocean Eng., 23, 49-57.
  20. Chen, C.W., Lin, J.W., Lee, W.I. and Chen, C.W. (2009c), "Fuzzy control for an oceanic structure: a case study in time-delay TLP system", J. Vib. Control, 16, 147-160. https://doi.org/10.1177/1077546309339424
  21. Chen, C.W., Shen, C.W., Chen, C.Y. and Cheng, M.J. (2011a), "Stability analysis of an oceanic structure using the Lyapunov method", Eng. Comput., 27, 186-204. https://doi.org/10.1108/02644401011022364
  22. Chen, C.W., Chen, P.C. and Chiang, W.L. (2011b), "Stabilization of adaptive neural network controllers for nonlinear structural systems using a singular perturbation approach", J. Vib. Control, 17, 1241-1252. https://doi.org/10.1177/1077546309352827
  23. Chen, C.W., Tseng, C.P., Hsu, W.K. and Chiang, W.L. (2012), "A novel strategy to determine the insurance and risk control plan for natural disaster risk management", Nat. Hazard., 64, 1391-1403. https://doi.org/10.1007/s11069-012-0305-3
  24. Chen, T., Bird, A., Muhammad, J.M., Cao, S.B., Melvilled, C. and Cheng, C.Y.J. (2019), "Prediction and control of buildings with sensor actuators of fuzzy EB algorithm", Earthq. Struct., Int. J., 17(3), 307-315. https://doi.org/10.12989/eas.2019.17.3.307
  25. Gu, M., Mo, H., Qiu, J., Yuan, J. and Xia, Q. (2022), "Behavior of floating stone columns reinforced with geogrid encasement in model tests", Frontiers Mater., 9, 980851. https://doi.org/10.3389/fmats.2022.980851
  26. Hao, R., Lu, Z., Ding, H. and Chen, L. (2022), "A nonlinear vibration isolator supported on a flexible plate: analysis and experiment", Nonlinear Dyn., 108(2), 941-958. https://doi.org/10.1007/s11071-022-07243-7
  27. Huang, H., Huang, M., Zhang, W., Pospisil, S. and Wu, T. (2020), "Experimental investigation on rehabilitation of corroded RC columns with BSP and HPFL under combined loadings", J. Struct. Eng., 146(8), 04020157. https://doi.org/10.1061/(ASCE)ST.1943-541X.0002725
  28. Li, J., Xu, K., Chaudhuri, S., Yumer, E., Zhang, H. and Guibas, L. (2017), "GRASS: Generative recursive autoencoders for shape structures", ACM Transact. Graphics, 36(4), 1-14. https://doi.org/10.1145/3072959.3073637
  29. Li, A., Spano, D., Krivochiza, J., Domouchtsidis, S., Tsinos, C.G., Masouros, C., Chatzinotas, S., Li, Y., Vucetic, B. and Ottersten, B. (2020), "A tutorial on interference exploitation via symbollevel precoding: overview, state-of-the-art and future directions", IEEE Commun. Surveys Tutorials, 22(2), 796-839. https://doi.org/10.1109/COMST.2020.2980570
  30. Liao, Y. (2018), "Dynamics of two-species harvesting model of almost periodic facultative mutualism with discrete and distributed delays", Eng. Lett., 26(1), 7-13.
  31. Liao, L., Du, L. and Guo, Y. (2021), "Semi-supervised SAR target detection based on an improved faster R-CNN", Remote Sensing, 14(1), 143. https://doi.org/10.3390/rs14010143
  32. Lin, C., Wang, J.F., Chen, C., Chen, C. and Yen, C.V. (2009), "Improving the generalization performance of RBF neural networks using a linear regression technique", Expert Syst. Applicat., 36, 12049-12053. https://doi.org/10.1016/j.eswa.2009.03.012
  33. Lin, J., Chen, C. and Lee, W. (2010a), "Modeling and fuzzy PDC control and its application to an oscillatory TLP structure", Mathe. Problems Eng., 2010, 1-13. https://doi.org/10.1155/2010/120403
  34. Lin, J., Chen, C., Lee, W. and Chen, C. (2010b), "Fuzzy control for an oceanic structure: a case study in time-delay TLP system", J. Vib. Control, 16, 147-160. https://doi.org/10.1177/1077546309339424
  35. Lin, J., Chen, C., Shen, C. and Cheng, M. (2010c), "Application of fuzzy-model-based control to nonlinear structural systems with time delay: an LMI method", J. Vib. Control, 16, 1651-1672. https://doi.org/10.1177/1077546309104185
  36. Lin, J., Shen, C., Chen, C. and Cheng, M. (2010d), "Stability analysis of an oceanic structure using the Lyapunov method", Eng. Computat., 27, 186-204. https://doi.org/10.1108/02644401011022364
  37. Lu, L.T., Chiang, W.L. and Tang, J.P. (1998), "LQG/LTR control methodology in active structure control", J. Eng. Mech., 124(4), 446-454. https://doi.org/10.1061/(ASCE)0733-9399(1998)124:4(446)
  38. Ma, K., Li, Z., Liu, P., Yang, J., Geng, Y., Yang, B. and Guan, X. (2021b), "Reliability-constrained throughput optimization of industrial wireless sensor networks with energy harvesting relay", IEEE Internet Things J., 8(17), 13343-13354. https://doi.org/10.1109/JIOT.2021.3065966.
  39. Ma, Z., Zheng, W., Chen, X. and Yin, L. (2021b), "Joint embedding VQA model based on dynamic word vector", PeerJ Comput. Sci., 7, e353. https://doi.org/10.7717/peerj-cs.353
  40. Ma, K., Hu, X., Yue, Z., Wang, Y., Yang, J., Zhao, H. and Liu, Z. (2022), "Voltage Regulation With Electric Taxi Based on Dynamic Game Strategy", IEEE Transact. Vehicular Technol., 71(3), 2413-2426. https://doi.org/10.1109/TVT.2022.3141954
  41. Ni, T., Liu, D., Xu, Q., Huang, Z., Liang, H. and Yan, A. (2020), "Architecture of cobweb-based redundant TSV for clustered faults", IEEE Transact. Very Large Scale Integr. (VLSI) Syst., 28(7), 1736-1739. https://doi.org/10.1109/TVLSI.2020.2995094
  42. Safa, M., Shariati, M., Ibrahim, Z., Toghroli, A., Baharom, S.B., Nor, N.M. and Petkovic, D. (2016), "Potential of adaptive neuro fuzzy inference system for evaluating the factors affecting steelconcrete composite beam's shear strength", Steel Compos. Struct., Int. J., 21(3), 679-688. https://doi.org/10.12989/scs.2016.21.3.679
  43. Shan, Y., Zhao, J., Tong, H., Yuan, J., Lei, D. and Li, Y. (2022), "Effects of activated carbon on liquefaction resistance of calcareous sand treated with microbially induced calcium carbonate precipitation", Soil Dyn. Earthq. Eng., 161, 107419. https://doi.org/10.1016/j.soildyn.2022.107419
  44. Shariat, M., Shariati, M., Madadi, A. and Wakil, K. (2018), "Computational Lagrangian Multiplier Method by using optimization and sensitivity analysis of rectangular reinforced concrete beams", Steel Compos. Struct., Int. J., 29(2), 243-256. https://doi.org/10.12989/scs.2018.29.2.243
  45. Shariatmadar, H. and Razavi, H.M. (2021), "Seismic control response of structures using an ATMD with fuzzy logic controller and PSO method", Struct. Eng. Mech., Int. J., 51(4), 547-564. https://doi.org/10.12989/sem.2021.51.4.547
  46. Shen, W., Zhu, S., Zhu, H. and Xu, Y.L. (2016), "Electromagnetic energy harvesting from structural vibrations during earthquakes", Smart Struct. Syst., Int. J., 18(3), 449-470. https://doi.org/10.12989/sss.2016.18.3.449
  47. Steinberg, A.M. and Kadushin, I. (2019), "Stabilization of nonlinear systems with dither control", J. Mathe. Anal. Applicat., 43, 273-284. https://doi.org/10.1016/0022-247X(73)90275-8
  48. Sui, T., Marelli, D., Sun, X. and Fu, M. (2020), "Multi-sensor state estimation over lossy channels using coded measurements", Automatica, 111, 108561. https://doi.org/10.1016/j.automatica.2019.108561
  49. Takagi, T. and Sugeno, M. (1985), "Fuzzy identification of systems and its applications to modeling and control", IEEE Trans. Syst., Man, Cybern., (1), 116-132. https://doi.org/10.1109/TSMC.1985.6313399.
  50. Tian, H., Qin, Y., Niu, Z., Wang, L. and Ge, S. (2021a), "Summer Maize Mapping by Compositing Time Series Sentinel-1A Imagery Based on Crop Growth Cycles", J. Indian Soc. Remote Sens., 49(11), 2863-2874. https://doi.org/10.1007/s12524-021-01428-0
  51. Tian, H., Wang, Y., Chen, T., Zhang, L. and Qin, Y. (2021b), "Early-Season Mapping of Winter Crops Using Sentinel-2 Optical Imagery", Remote sensing, 13(19), 3822. https://doi.org/10.3390/rs13193822
  52. Tsai, P.W., Pan, J.S., Liao, B.Y., Tsai, M.J. and Istanda, V. (2012), "Bat algorithm inspired algorithm for solving numerical optimization problems", Appl. Mech. Mater., 148, 134-137. https://doi.org/10.4028/www.scientific.net/AMM.148-149.134
  53. Wang, H.O., Tanaka, K. and Griffin, M.F. (1996), "An approach to fuzzy control of nonlinear systems: stability and design issues", IEEE Trans. Fuzzy Syst., 4, 14-23. https://doi.org/10.1109/91.481841
  54. Wang, Y., Han, X. and Jin, S. (2022), "MAP based modeling method and performance study of a task offloading scheme with time-correlated traffic and VM repair in MEC systems", Wireless Networks. https://doi.org/10.1007/s11276-022-03099-2
  55. Wu, H., Jin, S. and Yue, W. (2022), "Pricing Policy for a Dynamic Spectrum Allocation Scheme with Batch Requests and Impatient Packets in Cognitive Radio Networks", J. Syst. Sci. Syst. Eng., 31(2), 133-149. https://doi.org/10.1007/s11518-022-5521-0
  56. Yamamoto, T., Yoshida, A. and Ijima, T. (1982), "Dynamics of elastically moored floating objects", In: Dynamic Analysis of Offshore Structures, (Kirk, C.L. ed.), 106-113.
  57. Yuan, J., Lei, D., Shan, Y., Tong, H., Fang, X. and Zhao, J. (2022), "Direct Shear Creep Characteristics of Sand Treated with Microbial-Induced Calcite Precipitation", Int. J. Civil Eng., 20(7), 763-777. https://doi.org/10.1007/s40999-021-00696-8
  58. Zandi, Y., Shariati, M., Marto, A., Wei, X., Karaca, Z., Dao, D., Toghroli, A., Hashemi, M.H., Sedghi, Y., Wakil, K. and Khorami, M. (2018), "Computational investigation of the comparative analysis of cylindrical barns subjected to earthquake", Steel Compos. Struct., Int. J., 28(4), 439-447. http://doi.org/10.12989/scs.2018.28.4.439
  59. Zhang, J., Zhang, C. and Xue, Q. (2021a), "Insight into energy dissipation behavior of a SDOF structure controlled by the pounding tuned mass damper system", Earthq. Eng. Struct. Dyn., 51(4), 958-973. https://doi.org/10.1002/eqe.3599
  60. Zhang, J., Zhu, C., Zheng, L. and Xu, K. (2021b), "ROSEFusion: random optimization for online dense reconstruction under fast camera motion", ACM Transact. Graphics, 40(4), 1-17. https://doi.org/10.1145/3450626.3459676
  61. Zhang, M., Chen, Y. and Lin, J. (2021c), "A Privacy-Preserving Optimization of Neighborhood-Based Recommendation for Medical-Aided Diagnosis and Treatment", IEEE Internet Things J., 8(13), 10830-10842. https://doi.org/10.1109/JIOT.2021.3051060
  62. Zhang, H., Li, L., Ma, W., Luo, Y., Li, Z. and Kuai, H. (2022a), "Effects of welding residual stresses on fatigue reliability assessment of a PC beam bridge with corrugated steel webs under dynamic vehicle loading", Structures, 45, 1561-1572. https://doi.org/10.1016/j.istruc.2022.09.094
  63. Zhang, L., Huang, J., Hu, Z., Li, X., Ding, T., Hou, X., Chen, Z., Ye, Z. and Luo, R. (2022b), "Ni(NO3)(2)-induced high electrocatalytic hydrogen evolution performance of selfsupported fold-like WC coating on carbon fiber paper prepared through molten salt method", Electrochimica Acta, 422, 140553. https://doi.org/10.1016/j.electacta.2022.140553
  64. Zhang, W., Liu, X., Huang, Y. and Tong, M.N. (2022c), "Reliability-based analysis of the flexural strength of concrete beams reinforced with hybrid BFRP and steel rebars", Archiv. Civil Mech. Eng., 22, 1-20. https://doi.org/10.1007/s43452-022-00493-7a
  65. Zheng, H. and Jin, S. (2022), "A multi-source fluid queue based stochastic model of the probabilistic offloading strategy in a MEC system with multiple mobile devices and a single MEC server", Int. J. Appl. Mathe. Comput. Sci., 32(1), 125-138. https://doi.org/10.34768/amcs-2022-0010