Structural Engineering and Mechanics

Techno-Press (테크노프레스)
권호 표지
DOI QR코드

DOI QR Code

RC structural system control subjected to earthquakes and TMD

  • Jenchung Shao (College of Electrical Engineering and Computer Science, National Kaohsiung University of Science and Technology) ;
  • M. Nasir Noor (College of Maritime, National Kaohsiung University of Science and Technology) ;
  • P. Ken (Information and Research Center of China) ;
  • Chuho Chang (College of Electrical Engineering and Computer Science, National Kaohsiung University of Science and Technology) ;
  • R. Wang (Information and Research Center of China)
  • Received : 2023.12.12
  • Accepted : 2024.01.12
  • Published : 2024.01.25
⟨ Previous Next ⟩

Abstract

This paper proposes a composite design of fuzzy adaptive control scheme based on TMD RC structural system and the gain of two-dimensional fuzzy control is controlled by parameters. Monitoring and learning in LMI then produces performance indicators with a weighting matrix as a function of cost. It allows to control the trade-off between the two efficiencies by adjusting the appropriate weighting matrix. The two-dimensional Boost control model is equivalent to the LMI-constrained multi-objective optimization problem under dual performance criteria. By using the proposed intelligent control model, the fuzzy nonlinear criterion is satisfied. Therefore, the data connection can be further extended. Evaluation of controller performance the proposed controller is compared with other control techniques. This ensures good performance of the control routines used for position and trajectory control in the presence of model uncertainties and external influences. Quantitative verification of the effectiveness of monitoring and control. The purpose of this article is to ensure access to adequate, safe and affordable housing and basic services. Therefore, it is assumed that this goal will be achieved in the near future through the continuous development of artificial intelligence and control theory.

Keywords

References

  1. Alam, Z., Sun, L., Zhang, C. and Noroozinejad Farsangi, E. (2023), "Global performance of multi-story stiffness-eccentric RC structures subjected to progressive seismic excitations: Shaking table investigations", J. Build. Eng., 64, 105582. https://doi.org/10.1016/j.jobe.2022.105582.
  2. Bai, X., He, Y. and Xu, M. (2021), "Low-thrust reconfiguration strategy and optimization for formation flying using Jordan normal form", IEEE Trans. Aerosp. Electron. Syst., 57(5), 3279-3295. https://doi.org/10.1109/TAES.2021.3074204.
  3. Cao, J., He, H., Zhang, Y., Zhao, W., Yan, Z. and Zhu, H. (2023), "Crack detection in ultrahigh-performance concrete using robust principal component analysis and characteristic evaluation in the frequency domain", Struct. Hlth. Monit., 14759217231178457. https://doi.org/10.1177/14759217231178457.
  4. Chen, Y., Zhu, L., Hu, Z., Chen, S. and Zheng, X. (2022), "Risk propagation in multilayer heterogeneous network of coupled system of large engineering project", J. Manage. Eng., 38(3), 4022003. https://doi.org/10.1061/(ASCE)ME.1943-5479.0001022.
  5. Chen, Z. (2021), "Active TMD systematic design of fuzzy control and the application in high-rise buildings", Earthq. Struct., 21(6), 577-585. https://doi.org/10.12989/eas.2021.21.6.577.
  6. Chen, Z. (2021), "Apply a robust fuzzy LMI control scheme with AI algorithm to civil frame building dynamic analysis", Comput. Concrete, 28(4), 433-440. https://doi.org/10.12989/cac.2021.28.4.433.
  7. Chen, Z. (2021), "Smart structural control and analysis for earthquake excited building with evolutionary design", Struct. Eng. Mech., 79(2), 131-139. https://doi.org/10.12989/sem.2021.79.2.131.
  8. Chen, Z. (2022), "A fuzzy grey predictor for civil frame building via Lyapunov criterion", Comput. Concrete, 30(5), 357-367. https://doi.org/10.12989/cac.2022.30.5.357.
  9. Chen, Z. (2022), "Bridges dynamic analysis under earthquakes using a smart algorithm", Earthq. Struct., 23(4), 329-338. https://doi.org/10.12989/eas.2022.23.4.329.
  10. Chen, Z. (2022), "Composite components damage tracking and dynamic structural behaviour with AI algorithm", Steel Compos. Struct., 42(2), 151-159. https://doi.org/10.12989/scs.2022.42.2.151.
  11. Chen, Z. (2022), "Dynamic intelligent control of composite buildings by using M-TMD and evolutionary algorithm", Steel Compos. Struct., 42(5), 591-598. https://doi.org/10.12989/scs.2022.42.5.591.
  12. Chen, Z. (2022), "Fuzzy neural network controller of interconnected method for civil structures", Adv. Concrete Constr., 13(5), 385-394. https://doi.org/10.12989/acc.2022.13.5.385.
  13. Chen, Z. (2022), "Intelligent algorithm and optimum design of fuzzy theory for structural control", Smart Struct. Syst., 30(5), 537-544. https://doi.org/10.12989/sss.2022.30.5.537.
  14. Chen, Z. (2022), "LDI NN auxiliary modeling and control design for nonlinear systems", Smart Struct. Syst., 29(5), 693-703. https://doi.org/10.12989/sss.2022.29.5.693.
  15. Chen, Z. (2022), "LQG modeling and GA control of structures subjected to earthquakes", Earthq. Struct., 22(4), 421-430. https://doi.org/10.12989/eas.2022.22.4.421.
  16. Chen, Z. (2022), "Neural ordinary differential gray algorithm to forecasting nonlinear systems", Adv. Eng. Softw., 173, 103199. https://doi.org/10.1016/j.advengsoft.2022.103199.
  17. Chen, Z. (2022), "NN model-based evolved control by DGM model for practical nonlinear systems", Exp. Syst. Appl., 193, 115873. https://doi.org/10.1016/j.eswa.2021.115873.
  18. Chen, Z. (2022), "NNDI decentralized evolved intelligent stabilization of large-scale systems", Smart Struct. Syst., 30(1), 1-15. https://doi.org/10.12989/sss.2022.30.1.001.
  19. Chen, Z. (2022), "Stochastic intelligent GA controller design for active TMD shear building", Struct. Eng. Mech., 81(1), 51-57. https://doi.org/10.12989/sem.2022.81.1.051.
  20. Chen, Z. (2022), "Systematic fuzzy Navier-Stokes equations for aerospace vehicles", Aircraft Eng. Aerosp. Technol., 94(3), 351-359. https://doi.org/10.1108/AEAT-06-2020-0109.
  21. Chen, Z. (2022), "Water quality big data analysis of the river basin with artificial intelligence ADV monitoring", Membr. Water Treatm., 13(5), 219-225. https://doi.org/10.12989/mwt.2022.13.5.219.
  22. Chen, Z. (2023), "A novel grey TMD control for structures subjected to earthquakes", Earthq. Struct., 24(1), 1-9. https://doi.org/10.12989/eas.2023.24.1.001.
  23. Chen, Z. (2023), "A novel robotic GWO LDI modeling and control for nonlinear systems", Int. J. Acoust. Vib., 28(2), 147-157. https://doi.org/10.20855/ijav.2023.28.21897.
  24. Chen, Z. (2023), "A novel smart criterion of grey-prediction control for practical applications", Smart Struct. Syst., 31(1), 69-78. https://doi.org/10.12989/sss.2023.31.1.069.
  25. Chen, Z. (2023), "Grey algorithmic control and identification for dynamic coupling composite structures", Steel Compos. Struct., 49(4), 407-417. https://doi.org/10.12989/scs.2023.49.4.407.
  26. Chen, Z. (2023), "Grey FNN control and robustness design for practical nonlinear systems", J. Eng. Res. (Kuwait), 11(1), 108-125. https://doi.org/10.36909/jer.11273.
  27. Chen, Z. (2023), "GWO-based fuzzy modeling for nonlinear composite systems", Steel Compos. Struct., 47(4), 513-521. https://doi.org/10.12989/scs.2023.47.4.513.
  28. Chen, Z. (2023), "Modeling control and forecasting nonlinear systems based on Grey Signal Theory", Int. J. Uncertain. Fuzz. Knowledge-Bas. Syst., 31(4), 649-668. https://doi.org/10.1142/S0218488523500307.
  29. Chen, Z. (2023), "Neural ordinary differential gray algorithm to forecasting models of controlled systems", Int. J. Adv. Robot. Syst., 20(4), 17298806231171244. https://doi.org/10.1177/17298806231171244.
  30. Chen, Z. (2024), "A novel recurrent self-evolving fuzzy neural network for consensus decision making of unmanned aerial vehicles", Adv. Robot. Syst., https://doi.org/10.1177/17298806231190960.
  31. Chen, Z. (2024), "Neural ordinary differential grey algorithm to forecasting MEVW systems", Int. J. Comput. Commun. Control, 19(1), 4676. https://doi.org/10.15837/ijccc.2024.1.4676.
  32. Chen, Z.Y. (2023), "Neural based grey nonlinear control for realworld example of mechanical systems", Neur. Proc. Lett., 55(5), 5745-5761. https://doi.org/10.1007/s11063-022-11109-9.
  33. Chen, Z.Y., Huang, L., Wu, H., Meng, Y., Xiang, S. and Chen, T. (2021), "Grey signal predictor and evolved control for practical nonlinear mechanical systems", J. Grey Syst., 33(1), 156-170.
  34. Chen, Z.Y., Meng, Y.H., Wang, R.Y. and Chen, T. (2023), "Neural based grey nonlinear control for real-world example of mechanical systems", Neur. Proc. Lett., 1-17. https://doi.org/10.1007/s11063-022-11109-9.
  35. Chen, Z.Y., Wang, R.Y., Meng, Y. and Chen, T. (2023), "Smart modified repetitive-control design for nonlinear structure with tuned mass damper", Steel Compos. Struct., 46(1), 107. https://doi.org/10.12989/scs.2023.46.1.107.
  36. Cui, W., Caracoglia, L., Zhao, L. and Ge, Y. (2023), "Examination of occurrence probability of vortex-induced vibration of longspan bridge decks by Fokker-Planck-Kolmogorov equation", Struct. Saf., 105, 102369. https://doi.org/10.1016/j.strusafe.2023.102369.
  37. Cui, W., Zhao, L. and Ge, Y. (2023), "Wind-induced buffeting vibration of long-span bridge considering geometric and aerodynamic nonlinearity based on reduced-order modeling", J. Struct. Eng., 149(11), 4023160. https://doi.org/10.1061/JSENDH.STENG-11543.
  38. Cui, W., Zhao, L., Ge, Y. and Xu, K. (2024), "A generalized van der Pol nonlinear model of vortex-induced vibrations of bridge decks with multistability", Nonlin. Dyn., 112(1), 259-272. https://doi.org/10.1007/s11071-023-09047-9.
  39. Dai, W., Zhou, X., Li, D., Zhu, S. and Wang, X. (2022), "Hybrid parallel stochastic configuration networks for industrial data analytics", IEEE Trans. Indus. Inform., 18(4), 2331-2341. https://doi.org/10.1109/TII.2021.3096840.
  40. Dai, Z., Li, X. and Lan, B. (2023), "Three-dimensional modeling of tsunami waves triggered by submarine landslides based on the smoothed particle hydrodynamics method", J. Marine Sci. Eng., 11(10), 2015. https://doi.org/10.3390/jmse11102015.
  41. Deng, E., Wang, Y., Zong, L., Zhang, Z. and Zhang, J. (2024), "Seismic behavior of a novel liftable connection for modular steel buildings: Experimental and numerical studies", Thin Wall. Struct., 111563. https://doi.org/10.1016/j.tws.2024.111563.
  42. Guo, H. and Zhang, J. (2023), "Expansion of sandwich tubes with metal foam core under axial compression", J. Appl. Mech., 90(5), 051008. https://doi.org/10.1115/1.4056686.
  43. Guo, R., Liu, H. and Liu, D. (2023), "When deep learning-based soft sensors encounter reliability challenges: A practical knowledge-guided adversarial attack and its defense", IEEE Trans. Indus. Inform., 1-13. https://doi.org/10.1109/TII.2023.3297663.
  44. Hao, R., Lu, Z., Ding, H. and Chen, L. (2023), "Shock isolation of an orthogonal Six-DOFs platform with high-static-low-dynamic stiffness", J. Appl. Mech., 90(11), 111004. https://doi.org/10.1115/1.4062886.
  45. He, H., Wang, S., Shen, W. and Zhang, W. (2023), "The influence of pipe-jacking tunneling on deformation of existing tunnels in soft soils and the effectiveness of protection measures", Transp. Geotech., 42, 101061. https://doi.org/10.1016/j.trgeo.2023.101061.
  46. Hu, D., Li, Y., Yang, X., Liang, X., Zhang, K. and Liang, X. (2023), "Experiment and application of NATM tunnel deformation monitoring based on 3D laser scanning", Struct. Control Hlth. Monit., 2023, Article ID 3341788. https://doi.org/10.1155/2023/3341788.
  47. Huang, H., Guo, M., Zhang, W., Zeng, J., Yang, K. and Bai, H. (2021), "Numerical investigation on the bearing capacity of RC columns strengthened by HPFL-BSP under combined loadings", J. Build. Eng., 39, 102266. https://doi.org/10.1016/j.jobe.2021.102266.
  48. Huang, H., Yao, Y., Zhang, W. and Zhou, L. (2023), "A push-out test on partially encased composite column with different positions of shear studs", Eng. Struct., 289, 116343. https://doi.org/10.1016/j.engstruct.2023.116343.
  49. Li, D., Nie, J., Wang, H. and Ren, W. (2024), "Loading condition monitoring of high-strength bolt connections based on physicsguided deep learning of acoustic emission data", Mech. Syst. Signal Pr., 206, 110908. https://doi.org/10.1016/j.ymssp.2023.110908.
  50. Li, J., Liu, Y. and Lin, G. (2023), "Implementation of a coupled FEM-SBFEM for soil-structure interaction analysis of largescale 3D base-isolated nuclear structures", Comput. Geotech., 162, 105669. https://doi.org/10.1016/j.compgeo.2023.105669.
  51. Li, K., Ji, L., Yang, S., Li, H. and Liao, X. (2022), "Couple-group consensus of cooperative-competitive heterogeneous multiagent systems: A fully distributed event-triggered and pinning control method", IEEE Trans. Cybernet., 52(6), 4907-4915. https://doi.org/10.1109/TCYB.2020.3024551.
  52. Li, L. and Yao, L. (2023), "Fault tolerant control of fuzzy stochastic distribution systems with packet dropout and time delay", IEEE Trans. Autom. Sci. Eng., 1-10. https://doi.org/10.1109/TASE.2023.3266065.
  53. Liang, F., Wang, R., Pang, Q. and Hu, Z. (2023), "Design and optimization of press slider with steel-aluminum composite bionic sandwich structure for energy saving", J. Clean. Prod., 428, 139341. https://doi.org/10.1016/j.jclepro.2023.139341.
  54. Liu, C., Cui, J., Zhang, Z., Liu, H., Huang, X. and Zhang, C. (2021), "The role of TBM asymmetric tail-grouting on surface settlement in coarse-grained soils of urban area: Field tests and FEA modelling", Tunnel. Undergr. Space Technol., 111, 103857. https://doi.org/10.1016/j.tust.2021.103857.
  55. Liu, X., Lou, S. and Dai, W. (2023), "Further results on "System identification of nonlinear state-space models", Automatica, 148, 110760. https://doi.org/10.1016/j.automatica.2022.110760.
  56. Lu, Z., Yang, T., Brennan, M.J., Liu, Z. and Chen, L. (2016), "Experimental investigation of a two-stage nonlinear vibration isolation system with high-static-low-dynamic stiffness", J. Appl. Mech., 84(2), 021001. https://doi.org/10.1115/1.4034989.
  57. Lu, Z., Zhao, L., Ding, H. and Chen, L. (2021), "A dual-functional metamaterial for integrated vibration isolation and energy harvesting", J. Sound Vib., 509, 116251. https://doi.org/10.1016/j.jsv.2021.116251.
  58. Majeed, W.I. and Sadiq, I.B. (2023), "Thermal buckling and stability of laminated plates under non uniform temperature distribution", Steel Compos. Struct., 47(4), 503-511. https://doi.org/10.12989/scs.2023.47.4.503.
  59. Ren, C., Yu, J., Liu, X., Zhang, Z. and Cai, Y. (2022), "Cyclic constitutive equations of rock with coupled damage induced by compaction and cracking", Int. J. Min. Sci. Technol., 32(5), 1153-1165. https://doi.org/10.1016/j.ijmst.2022.06.010.
  60. Ren, C., Yu, J., Zhang, C., Liu, X., Zhu, Y. and Yao, W. (2023), "Micro-macro approach of anisotropic damage: A semianalytical constitutive model of porous cracked rock", Eng. Fract. Mech., 290, 109483. https://doi.org/10.1016/j.engfracmech.2023.109483.
  61. She, A., Wang, L., Peng, Y. and Li, J. (2023), "Structural reliability analysis based on improved wolf pack algorithm AK-SS", Struct., 57, 105289. https://doi.org/10.1016/j.istruc.2023.105289.
  62. Shi, M., Hu, W., Li, M., Zhang, J., Song, X. and Sun, W. (2023), "Ensemble regression based on polynomial regression-based decision tree and its application in the in-situ data of tunnel boring machine", Mech. Syst. Signal Pr., 188, 110022. https://doi.org/10.1016/j.ymssp.2022.110022.
  63. Su, Y., Wang, J., Li, D., Wang, X., Hu, L., Yao, Y. and Kang, Y. (2023), "End-to-end deep learning model for underground utilities localization using GPR", Autom. Constr., 149, 104776. https://doi.org/10.1016/j.autcon.2023.104776.
  64. Wang, Z., Wang, Q., Jia, C. and Bai, J. (2022), "Thermal evolution of chemical structure and mechanism of oil sands bitumen", Energy, 244, 123190. https://doi.org/10.1016/j.energy.2022.123190.
  65. Wu, Z., Huang, B., Fan, J. and Chen, H. (2023), "Homotopy based stochastic finite element model updating with correlated static measurement data", Measure., 210, 112512. https://doi.org/10.1016/j.measurement.2023.112512.
  66. Yang, L., Ye, M., Huang, Y. and Dong, J. (2023), "Study on mechanical properties of displacement-amplified mild steel bar joint damper", Iran. J. Sci. Technol., Trans. Civil Eng., 1-14. https://doi.org/10.1007/s40996-023-01268-7.
  67. Yang, X., Wang, X., Wang, S. and Puig, V. (2023), "Switchingbased adaptive fault-tolerant control for uncertain nonlinear systems against actuator and sensor faults", J. Franklin Inst., 360(16), 11462-11488. https://doi.org/10.1016/j.jfranklin.2023.08.042.
  68. Yang, X., Wang, X., Wang, S., Wang, K. and Sial, M.B. (2023), "Finite-time adaptive dynamic surface synchronization control for dual-motor servo systems with backlash and time-varying uncertainties", ISA Trans., 137, 248-262. https://doi.org/10.1016/j.isatra.2022.12.013.
  69. Yang, Y., Lin, B. and Zhang, W. (2023), "Experimental and numerical investigation of an arch-beam joint for an arch bridge", Arch. Civil Mech. Eng., 23(2), 101. https://doi.org/10.1007/s43452-023-00645-3.
  70. Yao, W., Yu, J., Liu, X., Zhang, Z., Feng, X. and Cai, Y. (2023), "Experimental and theoretical investigation of coupled damage of rock under combined disturbance", Int. J. Rock Mech. Min. Sci., 164, 105355. https://doi.org/10.1016/j.ijrmms.2023.105355.
  71. Yao, Y., Zhou, L., Huang, H., Chen, Z. and Ye, Y. (2023), "Cyclic performance of novel composite beam-to-column connections with reduced beam section fuse elements", Struct., 50, 842-858. https://doi.org/10.1016/j.istruc.2023.02.054.
  72. Yin, H., Wu, Q., Yin, S., Dong, S., Dai, Z. and Soltanian, M.R. (2023), "Predicting mine water inrush accidents based on water level anomalies of borehole groups using long short-term memory and isolation forest", J. Hydrol., 616, 128813. https://doi.org/10.1016/j.jhydrol.2022.128813.
  73. Yin, L., Wang, L., Li, J., Lu, S., Tian, J., Yin, Z., ... & Zheng, W. (2023), "YOLOV4_CSPBi: Enhanced land target detection model", Land, 12(9), 1813. https://doi.org/10.3390/land12091813.
  74. Zhang, C. (2023), "The active rotary inertia driver system for flutter vibration control of bridges and various promising applications", Sci. Chin. Technol. Sci., 66(2), 390-405. https://doi.org/10.1007/s11431-022-2228-0.
  75. Zhang, C., Zhou, L. and Li, Y. (2023), "Pareto optimal reconfiguration planning and distributed parallel motion control of mobile modular robots", IEEE Trans. Indus. Electron., https://doi.org/10.1109/TIE.2023.3321997.
  76. Zhang, W., Kang, S., Lin, B. and Huang, Y. (2024), "Mixed-mode debonding in CFRP-to-steel fiber-reinforced concrete joints", J. Compos. Constr., 28(1), 04023069. https://doi.org/10.1061/JCCOF2.CCENG-4337.
  77. Zhang, Y., Li, S., Wang, S., Wang, X. and Duan, H. (2023), "Distributed bearing-based formation maneuver control of fixed-wing UAVs by finite-time orientation estimation", Aerosp. Sci. Technol., 136, 108241. https://doi.org/10.1016/j.ast.2023.108241.
  78. Zhao, N., Li, D., Gu, S. and Du, W. (2023), "Analytical fragility relation for buried cast iron pipelines with lead-caulked joints based on machine learning algorithms", Earthq. Spectra, 87552930231209195. https://doi.org/10.1177/87552930231209195.
  79. Zhou, C., Wang, J., Shao, X., Li, L., Sun, J. and Wang, X. (2023), "The feasibility of using ultra-high performance concrete (UHPC) to strengthen RC beams in torsion", J. Mater. Res. Technol., 24, 9961-9983. https://doi.org/10.1016/j.jmrt.2023.05.185.
  80. Zhou, T., Yu, F., Li, L., Dong, Z. and Fini, E.H. (2023), "Swellingdegradation dynamic evolution behaviors of bio-modified rubberized asphalt under thermal conditions", J. Clean. Prod., 426, 139061. https://doi.org/10.1016/j.jclepro.2023.139061.