Smart Structures and Systems

  • 제30권1호
  • /
  • Pages.1-15
  • /
  • 2022
  • /
  • 1738-1584(pISSN)
  • /
  • 1738-1991(eISSN)
테크노프레스 (Techno-Press)
권호 표지
DOI QR코드

DOI QR Code

NNDI decentralized evolved intelligent stabilization of large-scale systems

  • Chen, Z.Y. (Guangdong University of Petrochem Technol, Sch Sci) ;
  • Wang, Ruei-Yuan (Guangdong University of Petrochem Technol, Sch Sci) ;
  • Jiang, Rong (Guangdong University of Petrochem Technol, Sch Sci) ;
  • Chen, Timothy (Division of Engineering and Applied Science, California Institute of Technology)
  • 투고 : 2021.05.22
  • 심사 : 2022.03.02
  • 발행 : 2022.07.25
⟨ 이전 논문 다음 논문 ⟩

초록

This article focuses on stability analysis and fuzzy controller synthesis for large neural network (NN) systems consisting of several interconnected subsystems represented by the NN model. Advanced and fuzzy NN differential inclusion (NNDI) for stability based on the developed algorithm with H infinity can be designed based on the evolved biological design. This representation is constructed using sector linearity for NN models. Sector linearity transforms a non-linear model into a linear model based on proposed operations. New sufficient conditions are realized in the form of LMI (linear matrix inequalities) to ensure the asymptotic stability of the trans-Lyapunov function. This transforms the nonlinear model into a linear model based on multiple rules. At last, a numerical case study with simulations is derived as illustration to prove its feasibility in real nonlinear structures.

키워드

과제정보

The authors are grateful for the research grants given to RY Wang from the Projects of Talents Recruitment of GDUPT (NO. 2019rc098) in Guangdong Province, Peoples R China No. 2019rc098 by ZY Chen as well as to the anonymous reviewers for constructive suggestions.

참고문헌

  1. Adeli, H. and Jiang, X.M. (2006), "Dynamic fuzzy wavelet neural network model for structural system identification", J. Struct. Eng. (ASCE), 132(1), 102-111. https://doi.org/10.1061/(ASCE)0733-9445(2006)132:1(102)
  2. Battaini, M., Casciati, F. and Faravelli, L. (2004), "Controlling wind response through a fuzzy controller", J. Eng. Mech. (ASCE), 130(4), 486-491. https://doi.org/10.1061/(ASCE)0733-9399(2004)130:4(486)
  3. 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
  4. Berg, L.K., Liu, Y., Yang, B., Qian, Y., Olson, J., Pekour, M., Ma, P.L. and Hou, Z. (2019), "Sensitivity of turbine-height wind speeds to parameters in the planetary boundary-layer parametrization used in the weather research and forecasting model: extension to wintertime conditions", Boundary-Layer Meteorol., 170, 507-518. https://doi.org/10.1007/s10546-018-0406-y
  5. Bontempi, F., Casciati, F. and Giudici, M. (2003), "Seismic response of a cable-stayed bridge: active and passive control systems (Benchmark Problem)", Struct. Control Health Monitor., 10(3-4), 169-185. https://doi.org/10.1002/stc.24
  6. Cai, T., Yu, D., Liu, H. and Gao, F. (2022), "Computational Analysis of Variational Inequalities Using Mean Extra-Gradient Approach", Mathematics, 10(13), 2318. https://doi.org/10.3390/math10132318
  7. Cao, B., Zhang, Y., Zhao, J., Liu, X., Skonieczny, L. and Lv, Z. (2021a), "Recommendation based on large-scale many-objective optimization for the intelligent internet of things system", IEEE Internet Things J., 1. https://doi.org/10.1109/JIOT.2021.3104661
  8. Cao, B., Li, M., Liu, X., Zhao, J., Cao, W. and Lv, Z. (2021b), "Many-objective deployment optimization for a drone-assisted camera network", IEEE Transact. Network Sci. Eng., 8(4), 2756-2764. https://doi.org/10.1109/TNSE.2021.3057915
  9. Cao, B., Fan, S., Zhao, J., Tian, S., Zheng, Z., Yan, Y. and Yang, P. (2021c), "Large-scale many-objective deployment optimization of edge servers", IEEE Transact. Intell. Transport. Syst., 22(6), 3841-3849. https://doi.org/10.1109/TITS.2021.3059455
  10. Cao, B., Zhao, J., Liu, X., Arabas, J., Tanveer, M., Singh, A.K. and Lv, Z. (2022), "Multiobjective evolution of the explainable fuzzy rough neural network with gene expression programming", IEEE Transact. Fuzzy Syst. https://doi.org/10.1109/TFUZZ.2022.3141761
  11. 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
  12. Chen, C.W. (2005), "Stability conditions of fuzzy systems and its application to structural and mechanical systems", Adv. Eng. Softw., 37(9), 624-629. https://doi.org/10.1016/j.advengsoft.2005.12.002
  13. Chen, C.W. (2009a), "Modeling and control for nonlinear structural systems via a NN-based approach", Expert Syst. Appl., 36, 4765-4772. https://doi.org/10.1016/j.eswa.2008.06.062
  14. Chen, C.W. (2009b), "The stability of an oceanic structure with TS fuzzy models", Math. Comput. Simul., 80, 402-426. https://doi.org/10.1016/j.matcom.2009.08.001
  15. Chen, C.W. (2010a), "Modeling and fuzzy PDC control and its application to an oscillatory TLP structure", Mathe. Probl. Eng., 1-13. https://doi.org/10.1155/2010/120403
  16. Chen, C.W. (2010b), "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
  17. Chen, C.W. (2011a), "Modeling, control, and stability analysis for time-delay TLP systems using the fuzzy Lyapunov method", Neural Comput. Applicat., 20, 527-534. https://doi.org/10.1007/s00521-011-0576-8
  18. Chen, C.W. (2011b), "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
  19. Chen, C.W. (2014a), "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
  20. Chen, C.W. (2014b), "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
  21. Chen, C.W., Chiang, W.L. and Hsiao, F.H. (2004), "Stability analysis of T-S fuzzy models for nonlinear multiple time-delay interconnected systems", Mathe. Comput. Simul., 66, 523-537. https://doi.org/10.1016/j.matcom.2004.04.001
  22. 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
  23. 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. Tools, 16, 545-552. https://doi.org/10.1142/S0218213007003400
  24. Chen, C.W., Chiang, W.L., Tsai, C.H., Chen, C.Y. and Wang, M.H. (2007c), "Fuzzy Lyapunov method for stability conditions of nonlinear systems", Int. J. Artif. Intell. Tools, 15, 163-172. https://doi.org/10.1142/S0218213006002618
  25. Chen, C.Y., Shen, C.W., Chen, C.W., Liu, K.F.R. and Jeng, M.J. (2009a), "A stability criterion for time-delay tension leg platform systems subjected to external force", China Ocean Eng., 23, 49-57.
  26. Chen, C.W., Yeh, K. and Liu, K.F.R. (2009b), "Adaptive fuzzy sliding mode control for seismically excited bridges with lead rubber bearing isolation", Int. J. Uncertain. Fuzziness Knowl. Based Syst., 17, 705-727. https://doi.org/10.1142/S0218488509006224
  27. Chen, C.Y., Lin, J.W., Lee, W.I. and Chen, C.W. (2010a), "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
  28. Chen, C.W., Shen, C.W., Chen, C.Y. and Cheng, M.J. (2010b), "Stability analysis of an oceanic structure using the Lyapunov method", Eng. Computat., 27, 186-204. https://doi.org/10.1108/02644401011022364
  29. Chen, C.W., Chen, P.C. and Chiang, W.L. (2011), "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
  30. 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
  31. Chu, S.-C. and Tsai, P.-W. (2007), "Computational intelligence based on the behavior of cats", Int. J. Innov. Comput. Inform. Control, 3(1), 163-173.
  32. Desoer, C.A. and Shahruz, S.M. (1986), "Stability of the dithered non-linear systems with backlash or hysteresis", Int. J. Control, 43, 1045-1060. https://doi.org/10.1080/00207178608933522
  33. Du, Y., Qin, B., Zhao, C., Zhu, Y., Cao, J. and Ji, Y. (2021), "A novel spatio-temporal synchronization method of roadside asynchronous MMW radar-camera for sensor fusion", IEEE Transact. Intell. Transport. Syst., 1-12. https://doi.org/10.1109/TITS.2021.3119079
  34. Du, H., Deng, Y., Xue, J., Meng, D., Zhao, Q. and Xu, Z. (2022), "Robust Online CSI Estimation in a Complex Environment", IEEE Transact. Wireless Commun. https://doi.org/10.1109/TWC.2022.3165588
  35. Eswaran, M. and Reddy, G.R. (2016), "Numerical simulation of tuned liquid tank-structure systems through sigma-transformation based fluid-structure coupled solver", Wind Struct., Int. J., 23(5), 421-447. https://doi.org/10.12989/was.2016.23.5.421
  36. Guo, L., Ye, C., Ding, Y. and Wang, P. (2021a), "Allocation of centrally switched fault current limiters enabled by 5G in transmission system", IEEE Transact. Power Delivery, 36(5), 3231-3241. https://doi.org/10.1109/TPWRD.2020.3037193
  37. Guo, C., Ye, C., Ding, Y. and Wang, P. (2021b), "A multi-state model for transmission system resilience enhancement against short-circuit faults caused by extreme weather events", IEEE Transact. Power Delivery, 36(4), 2374-2385. https://doi.org/10.1109/TPWRD.2020.3043938
  38. Hsiao, F.H., Chen, C.W., Liang, Y.W., Xu, S.D. and Chiang, W.L. (2005a), "T-S fuzzy controllers for nonlinear interconnected systems with multiple time delays", IEEE Trans. Circuits Syst. I: Regul. Papers, 52(9), 1883-1893. https://doi.org/10.1109/TCSI.2005.852492
  39. Hsiao, F.H., Hwang, J.D., Chen, C.W. and Tsai, Z.R. (2005b), "Robust stabilization of nonlinear multiple time-delay large-scale systems via decentralized fuzzy control", IEEE Trans. Fuzzy Syst., 13, 152-163. https://doi.org/10.1109/TFUZZ.2004.836067
  40. Hu, Y., Wang, J., Chen, M.Z., Li, Z. and Sun, Y. (2018), "Load mitigation for a barge-type floating offshore wind turbine via inerter-based passive structural control", Eng. Struct., 177, 198-209. https://doi.org/10.1016/j.engstruct.2018.09.063
  41. Hu, J., Ye, C., Ding, Y., Tang, J. and Liu, S. (2021), "A Distributed MPC to Exploit Reactive Power V2G for Real-Time Voltage Regulation in Distribution Networks", IEEE Transact. Smart Grid, 13(1), 576-588. https://doi.org/10.1109/TSG.2021.3109453
  42. Hung, C.C., Tim, C. and Abu, A.A. (2019), "Optimal fuzzy design of Chua's circuit system", Int. J. Innov. Comput. Inform. Control, 15(6), 2355-2366. https://doi.org/10.24507/ijicic.15.06.2355
  43. Kong, H., Lu, L., Yu, J., Chen, Y. and Tang, F. (2021), "Continuous Authentication Through Finger Gesture Interaction for Smart Homes Using WiFi", IEEE Transact. Mobile Comput., 20(11), 3148-3162. https://doi.org/10.1109/TMC.2020.2994955
  44. Lee, H.H. and Juang, H.H. (2012), "Experimental study on the vibration mitigation of offshore tension leg platform system with UWTLCD", Smart Struct. Syst., Int. J., 9(1), 71-104. https://doi.org/10.12989/sss.2012.9.1.071
  45. Lei, W., Hui, Z., Xiang, L., Zelin, Z., Xu-Hui, X. and Evans, S. (2021), "Optimal remanufacturing service resource allocation for generalized growth of retired mechanical products: maximizing matching efficiency", IEEE Access, 9, 89655-89674. https://doi.org/10.1109/ACCESS.2021.3089896
  46. Li, D., Ge, S.S. and Lee, T.H. (2021), "Simultaneous-Arrival-to-Origin Convergence: Sliding-Mode Control through the Norm-Normalized Sign Function", IEEE Transact. Automat. Control, 67(4), 1966-1972. https://doi.org/10.1109/TAC.2021.3069816
  47. Li, D., Ge, S.S. and Lee, T.H. (2021), "Fixed-Time-Synchronized Consensus Control of Multiagent Systems", IEEE Transact. Control Network Syst., 8(1), 89-98. https://doi.org/10.1109/TCNS.2020.3034523
  48. Li, Y., Che, P., Liu, C., Wu, D. and Du, Y. (2021), "Cross-scene pavement distress detection by a novel transfer learning framework", Comput.-aided Civil Infrastr. Eng., 36(11), 1398-1415. https://doi.org/10.1111/mice.12674
  49. Li, M., Chen, S., Shen, Y., Liu, G., Tsang, I.W. and Zhang, Y. (2022), "Online Multi-Agent Forecasting With Interpretable Collaborative Graph Neural Networks", IEEE Transact. Neural Networks Learn. Syst., 1-15. https://doi.org/10.1109/TNNLS.2022.3152251
  50. Liu, K., Ke, F., Huang, X., Yu, R., Lin, F., Wu, Y. and Ng, D.W.K. (2021a), "DeepBAN: a temporal convolution-based communication framework for dynamic WBANs", IEEE Transact. Commun., 69(10), 6675-6690. https://doi.org/10.1109/TCOMM.2021.3094581
  51. Liu, Z., Qian, P., Wang, X., Zhuang, Y., Qiu, L. and Wang, X. (2021b), "Combining graph neural networks with expert knowledge for smart contract vulnerability detection", IEEE Transact. Knowledge Data Eng., 1. https://doi.org/10.1109/TKDE.2021.3095196
  52. Liu, C., Wu, D., Li, Y. and Du, Y. (2021c), "Large-scale pavement roughness measurements with vehicle crowdsourced data using semi-supervised learning", Transport. Res. Part C, Emerg. Technol., 125, 103048. https://doi.org/10.1016/j.trc.2021.103048
  53. Liu, Y., Zhang, Z., Liu, X., Wang, L. and Xia, X. (2021d), "Efficient image segmentation based on deep learning for mineral image classification", Adv. Powder Technol., 32(10), 3885-3903. https://doi.org/10.1016/j.apt.2021.08.038
  54. Liu, H., Liu, J., Hou, S., Tao, T. and Han, J. (2021e), "Perception consistency ultrasound image super-resolution via self-supervised CycleGAN", Neural Comput. Applicat., 1-11. https://doi.org/10.1007/s00521-020-05687-9
  55. Liu, X., Zhao, J., Li, J., Cao, B. and Lv, Z. (2022), "Federated neural architecture search for medical data security", IEEE Transact. Indust. Inform., 18(8), 5628-5636. https://doi.org/10.1109/TII.2022.3144016
  56. Loria, A. and Nesic, D. (2003), "On uniform boundedness of parametrized discrete-time systems with decaying inputs: applications to cascades", Syst. Control Lett., 49, 163-174. https://doi.org/10.1016/S0167-6911(02)00319-5
  57. Lv, Z., Chen, D., Feng, H., Wei, W. and Lv, H. (2022), "Artificial intelligence in underwater digital twins sensor networks", ACM Transact. Sensor Networks, 18(3), 1-27. https://doi.org/10.1145/3519301
  58. Mou, J., Duan, P., Gao, L., Liu, X. and Li, J. (2022), "An effective hybrid collaborative algorithm for energy-efficient distributed permutation flow-shop inverse scheduling", Future Gener. Comput. Syst., 128, 521-537. https://doi.org/10.1016/j.future.2021.10.003
  59. Panda, G., Pardhan, P.M. and Majhi, B. (2011), "IIR system identification using cat swarm optimization", Expert Syst. Applicat., 38, 12671-12683. https://doi.org/10.1016/j.eswa.2011.04.054
  60. Panteley, E. and Loria, A. (1998), "On global uniform asymptotic stability of nonlinear time-varying non autonomous systems in cascade", Syst. Control Lett., 33, 131-138. https://doi.org/10.1016/S0167-6911(97)00119-9
  61. Pardhan, P.M. and Panda, G. (2012), "Solving multiobjective problems using cat swarm optimization", Expert Syst. Applicat., 39, 2956-2964. https://doi.org/10.1016/j.eswa.2011.08.157
  62. Qi, M., Cui, S., Chang, X., Xu, Y., Meng, H., Wang, Y. and Yin, T. (2022), "Multi-region Nonuniform Brightness Correction Algorithm Based on L-Channel Gamma Transform", Security Commun. Networks. https://doi.org/10.1155/2022/2675950
  63. Razavi, A. and Sarkar, P.P. (2018), "Laboratory investigation of the effects of translation on the near-ground tornado flow field", Wind Struct., Int. J., 26(3), 179-190. https://doi.org/10.12989/was.2018.26.3.179
  64. Shang, L., Dong, X., Liu, C. and He, W. (2022a), "Modelling and analysis of electromagnetic time scale voltage variation affected by power electronic interfaced voltage regulatory devices", IEEE Transact. Power Syst., 37(2), 1102-1112. https://doi.org/10.1109/TPWRS.2021.3100606
  65. Shang, L., Dong, X., Liu, C. and Gong, Z. (2022b), "Fast grid frequency and voltage control of battery energy storage system based on the amplitude-phase-locked-loop", IEEE Transact. Smart Grid, 13(2), 941-953. https://doi.org/10.1109/TSG.2021.3133580
  66. Sheng, H., Cong, R., Yang, D., Chen, R., Wang, S. and Cui, Z. (2022), "UrbanLF: A Comprehensive Light Field Dataset for Semantic Segmentation of Urban Scenes", IEEE Transact. Circuits Syst. Video Technol. https://doi.org/10.1109/TCSVT.2022.3187664
  67. Sontag, E.D. (1988), "Smooth stabilization implies coprime factorization", IEEE Trans. Automat. Control, 34, 435-443. https://doi.org/10.1109/9.28018
  68. Sontag, E.D. and Wang, Y. (1995), "On characterizations of the input-state stability property", Syst. Control Lett., 24, 351-359. https://doi.org/10.1016/0167-6911(94)00050-6
  69. Steinberg, A.M. and Kadushin, I. (1973), "Stabilization of nonlinear systems with dither control", J. Math. Anal. Applicat., 43, 273-284. https://doi.org/10.1016/0022-247X(73)90275-8
  70. Sun, G., Li, C. and Deng, L. (2021), "An adaptive regeneration framework based on search space adjustment for differential evolution", Neural Comput. Applicat., 33(15), 9503-9519. https://doi.org/10.1007/s00521-021-05708-1
  71. Tanaka, K., Ikeda, T. and Wang, H.O. (1996), "Robust stabilization of a class of uncertain nonlinear systems via fuzzy control: quadratic stabilizability, control theory, and linear matrix inequalities", IEEE Trans. Fuzzy Syst., 4, 1-13. https://doi.org/10.1109/91.481840
  72. Tian, J., Liu, Y., Zheng, W. and Yin, L. (2021), "Smog prediction based on the deep belief - BP neural network model (DBNBP)", Urban Climate, 41, 101078. https://doi.org/10.1016/j.uclim.2021.101078
  73. Tsai, P.W., Pan, J.S., Liao, B.Y. and Chu, S.C. (2009), "Enhanced artificial bee colony optimization", Int. J. Innov. Comput. Inform. Control, 5(12), 5081-5092.
  74. Tsai, P.-W., Kham, M.K., Pan, J.-S. and Liao, B.-Y. (2012a), "Interactive artificial bee colony supported passive continuous authentication system", IEEE Syst. J., 8(2), 395-405. https://doi.org/10.1109/JSYST.2012.2208153
  75. Tsai, P.W., Pan, J.S., Liao, B.Y., Tsai, M.J. and Istanda, V. (2012b), "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
  76. Tsai, P.W., Tseng, C.P., Hsu, W. and Chiang, W. (2012c), "A novel strategy to determine insurance and risk control plan for natural disaster risk management", Natural Hazards, 64, 1391-1403. https://doi.org/10.1007/s11069-012-0305-3
  77. Tsai, P.W., Hayat, T., Ahmad, B. and Chen, C.W. (2015), "Structural system simulation and control via NN based fuzzy model", Struct. Eng. Mech., Int. J., 56(3), 385-407. https://doi.org/10.12989/sem.2015.56.3.385
  78. 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(1), 14-23. https://doi.org/10.1109/91.481841
  79. Wang, Z.-H., Chang, C.-C. and Li, M.-C. (2012), "Optimizing least-significant-bit substitution using cat swarm optimization strategy", Inform. Sci., 192, 98-108. https://doi.org/10.1016/j.ins.2010.07.011
  80. Wu, Z., Cao, J., Wang, Y., Wang, Y., Zhang, L. and Wu, J. (2020), "hPSD: A Hybrid PU-Learning-Based Spammer Detection Model for Product Reviews", IEEE Transact. Cybernet., 50(4), 1595-1606. https://doi.org/10.1109/TCYB.2018.2877161
  81. Wu, X., Zheng, W., Xia, X. and Lo, D. (2021), "Data quality matters: A case study on data label correctness for security bug report prediction", IEEE Transact. Software Eng., 1. https://doi.org/10.1109/TSE.2021.3063727
  82. Xiao, Y., Zuo, X., Huang, J., Konak, A. and Xu, Y. (2020), "The continuous pollution routing problem", Appl. Mathe. Computat., 387, 125072. https://doi.org/10.1016/j.amc.2020.125072
  83. Xie, Y., Sheng, Y., Qiu, M. and Gui, F. (2022), "An adaptive decoding biased random key genetic algorithm for cloud workflow scheduling", Eng. Applicat. Artif. Intell., 112, 104879. https://doi.org/10.1016/j.engappai.2022.104879
  84. Xu, X., Niu, D., Xiao, B., Guo, X., Zhang, L. and. Wang, K. (2020), "Policy analysis for grid parity of wind power generation in China", Energy Policy, 138, 111225. https://doi.org/10.1016/j.enpol.2019.111225
  85. Xu, Y., Zhang, H., Yang, F., Tong, L., Yang, Y., Yan, D., Wang, C., Ren, J. and Wu, Y. (2021), "Experimental study on small power generation energy storage device based on pneumatic motor and compressed air", Energy Convers. Manag., 234, 113949. https://doi.org/10.1016/j.enconman.2021.113949
  86. Yeh, K., Chen, C.Y. and Chen, C.W. (2008), "Robustness design of time-delay fuzzy systems using fuzzy Lyapunov method", Appl. Math. Comput., 205, 568-577. https://doi.org/10.1016/j.amc.2008.05.104
  87. Yin, L., Wang, L., Huang, W., Tian, J., Liu, S., Yang, B. and Zheng, W. (2022a), "Haze Grading Using the Convolutional Neural Networks", Atmosphere, 13(4), 522. https://doi.org/10.3390/atmos13040522
  88. Yin, L., Wang, L., Zheng, W., Ge, L., Tian, J., Liu, Y., Yang, B. and Liu, S. (2022b), "Evaluation of empirical atmospheric models using Swarm-C satellite data", Atmosphere, 13(2), 294. https://doi.org/10.3390/atmos13020294
  89. Ying, Z.G., Ni, Y.Q. and Duan, Y.F. (2019), "Stochastic stability control analysis of an inclined stay cable under random and periodic support motion excitations", Smart Struct. Syst., Int. J., 23(6), 641-651. https://doi.org/10.12989/sss.2019.23.6.641
  90. Zadeh, L.A. (1975), "The concept of a linguistic variable and its application to approximate reasoning-I", Inf. Sci., 8, 199-249. https://doi.org/10.1016/0020-0255(75)90036-5
  91. Zhang, M., Chen, Y. and Susilo, W. (2020), "PPO-CPQ: A Privacy-Preserving Optimization of Clinical Pathway Query for E-Healthcare Systems", IEEE Internet Things J., 7(10), 10660-10672. https://doi.org/10.1109/JIOT.2020.3007518
  92. Zhang, M., Chen, Y. and Lin, J. (2021a), "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
  93. Zhang, X., Wang, Y., Yang, M. and Geng, G. (2021b), "Toward concurrent video multicast orchestration for caching-assisted mobile networks", IEEE Transact. Vehicular Technol., 70(12), 13205-13220. https://doi.org/10.1109/TVT.2021.3119429
  94. Zhang, Y., Liu, F., Fang, Z., Yuan, B., Zhang, G. and Lu, J. (2021c), "Learning from a complementary-label source domain: theory and algorithms", IEEE Transact. Neural Networks Learn. Syst., 1-15. https://doi.org/10.1109/TNNLS.2021.3086093
  95. Zhang, L., Zhang, H. and Cai, G. (2022a), "The Multi-class Fault Diagnosis of Wind Turbine Bearing Based on Multi-source Signal Fusion and Deep Learning Generative Model", IEEE Transact. Instrument. Measur. https://doi.org/10.1109/TIM.2022.3178483
  96. Zhang, L., Gao, T., Cai, G. and Hai, K.L. (2022b), "Research on electric vehicle charging safety warning model based on back propagation neural network optimized by improved gray wolf algorithm", J. Energy Storage, 49, 104092. https://doi.org/10.1016/j.est.2022.104092
  97. Zhao, C., Liao, F., Li, X. and Du, Y. (2021a), "Macrosopic modeling and dynamic control of on-street cruising-for-parking of autonomous vehicles in a multi-region urban road network", Transport. res. Part C, Emerg. Technol., 128, 103176. https://doi.org/10.1016/j.trc.2021.103176
  98. Zhao, S., Li, F., Li, H., Lu, R., Ren, S., Bao, H. and Han, S. (2021b), "Smart and practical privacy-preserving data aggregation for fog-based smart grids", IEEE Transact. Inform. Forens. Security, 16, 521-536. https://doi.org/10.1109/TIFS.2020.3014487
  99. Zhen, C., Wang, R., Meng, Y.Z., Fu, Q. and Chen, T. (2021d), "Smart structural control and analysis for earthquake", Struct. Eng. Mech., Int. J., 79(2), 131-139. https://doi.org/10.12989/sem.2021.79.2.131
  100. Zheng, C., An, Y., Wang, Z., Wu, H., Qin, X., Eynard, B. and Zhang, Y. (2022), "Hybrid offline programming method for robotic welding systems", Robot. Comput.-Integr. Manuf., 73, 102238. https://doi.org/10.1016/j.rcim.2021.102238
  101. Zhong, L., Fang, Z., Liu, F., Yuan, B., Zhang, G. and Lu, J. (2021), "Bridging the theoretical bound and deep algorithms for open set domain adaptation", IEEE Transact. Neural Networks Learn. Syst., 1-15. https://doi.org/10.1109/TNNLS.2021.3119965
  102. Zhong, C., Zhou, Y., Chen, J. and Liu, Z. (2022), "DC-side synchronous active power control of two-stage photovoltaic generation for frequency support in Islanded microgrids", Energy Reports, 8, 8361-8371. https://doi.org/10.1016/j.egyr.2022.06.030
  103. Zhou, X., Lin, Y. and Gu, M. (2015), "Optimization of multiple tuned mass dampers for large-span roof structures subjected to wind loads", Wind Struct., Int. J., 20(3), 363-388. https://doi.org/10.12989/was.2015.20.3.363
  104. Zhou, G., Zhou, X., Song, Y., Xie, D., Wang, L., Yan, G. and Wang, H. (2021a), "Design of supercontinuum laser hyperspectral light detection and ranging (LiDAR) (SCLaHS LiDAR)", Int. J. Remote Sens., 42(10), 3731-3755. https://doi.org/10.1080/01431161.2021.1880662
  105. Zhou, G., Li, C., Zhang, D., Liu, D., Zhou, X. and Zhan, J. (2021b), "Overview of underwater transmission characteristics of oceanic LiDAR", IEEE J. Select. Topics Appl Earth Observat. Remote Sens., 14, 8144-8159. https://doi.org/10.1109/JSTARS.2021.3100395
  106. Zhou, G., Li, W., Zhou, X., Tan, Y., Lin, G., Li, X. and Deng, R. (2021c), "An innovative echo detection system with STM32 gated and PMT adjustable gain for airborne LiDAR", Int. J. Remote Sens., 42(24), 9187-9211. https://doi.org/10.1080/01431161.2021.1975844
  107. Zhou, G., Zhang, R. and Huang, S. (2021d), "Generalized Buffering Algorithm", IEEE Access, 9, 27140-27157. https://doi.org/10.1109/ACCESS.2021.3057719