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http://dx.doi.org/10.12989/eas.2022.23.4.329

Bridges dynamic analysis under earthquakes using a smart algorithm  

Chen, Z.Y. (School of Science, Guangdong University of Petrochemical Technology)
Meng, Yahui (School of Science, Guangdong University of Petrochemical Technology)
Wang, Ruei-yuan (School of Science, Guangdong University of Petrochemical Technology)
Chen, Timothy (California Institute of Technology)
Publication Information
Earthquakes and Structures / v.23, no.4, 2022 , pp. 329-338 More about this Journal
Abstract
This work addresses the optimization controller design problem combining the AI evolution bat (EB) optimization algorithm with a fuzzy controller in the practical application of a reinforced concrete frame structure. This article explores the use of an intelligent EB strategy to reduce the dynamic response of Lead Rubber Bearing (LRB) composite reinforced concrete frame structures. Recently developed control units for plant structures, such as hybrid systems and semi-active systems, have inherently non-linear properties. Therefore, it is necessary to develop non-linear control methods. Based on the relaxation method, the nonlinear structural system can be stabilized by properly adjusting the parameters. Therefore, the behavior of a closed-loop system can be accurately predicted by determining the behavior of a closed-loop system. The performance and durability of the proposed control method are demonstrated by numerical simulations. The simulation results show that the proposed method is a viable and feasible control strategy for seismically tuned composite reinforced concrete frame structures.
Keywords
fuzzy dynamics; lead rubber bearing; nonlinear algorithmic systems; reinforces concrete frame; smart control and analysis;
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Times Cited By KSCI : 17  (Citation Analysis)
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1 Sun, X., Yuan, C., Cai, Y., Wang, S. and Chen, L. (2017), "Model predictive control of an air suspension system with damping multi-mode switching damper based on hybrid model", Mech. Syst. Signal Pr., 94, 94-110. https://doi.org/10.1016/j.ymssp.2017.02.033.   DOI
2 Zhang, M., Chen, Y. and Susilo, W. (2020), "PPO-CPQ: A privacy-preserving optimization of clinical pathway query for e-healthcare systems", IEEE Internet Thing. J., 7(10), 10660- 10672. https://doi.org/10.1109/JIOT.2020.3007518.   DOI
3 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.   DOI
4 Shi, T., Liu, Y., Zhao, X., Wang, J., Zhao, Z., Corr, D.J. and Shah, S.P. (2022), "Study on mechanical properties of the interfacial transition zone in carbon nanofiber-reinforced cement mortar based on the PeakForce tapping mode of atomic force microscope", J. Build. Eng., 61, 105248. https://doi.org/10.1016/j.jobe.2022.105248.   DOI
5 Wang, N., Xing, G., Zhu, T., Zhou, H. and Shi, Y. (2022), "Propagating seismic waves in VTI attenuating media using fractional viscoelastic wave equation", J. Geophys. Res. Solid Earth, 127, e2021JB023280. https://doi.org/10.1029/2021JB023280.   DOI
6 Sun, X., Zhang, H., Meng, W., Zhang, R., Li, K. and Peng, T. (2018), "Primary resonance analysis and vibration suppression for the harmonically excited nonlinear suspension system using a pair of symmetric viscoelastic buffers", Nonlin. Dyn., 94(2), 1243-1265. https://doi.org/10.1007/s11071-018-4421-9.   DOI
7 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., 56(3), 385-407. https://doi.org/10.12989/sem.2015.56.3.385.   DOI
8 Tsai, P.W., Pan, J.S., Liao, B.Y., Tsai, M.J. and Vaci, I. (2012), "Bat algorithm inspired algorithm for solving numerical optimization problems", Appl. Mech. Mater., 148-149, 134-137. https://doi.org/10.4028/www.scientific.net/AMM.148-149.134.   DOI
9 Son, L., Bur, M., Rusli, M. and Adriyan, A. (2016), "Design of double dynamic vibration absorbers for reduction of two DOF vibration system", Struct. Eng. Mech., 57(1), 161-178. https://doi.org/10.12989/sem.2016.57.1.161.   DOI
10 Andert, J., Herold, K., Savelsberg, R. and Pischinge, M. (2017), "NVH optimization of range extender engines by electric torque profile shaping", IEEE Trans. Control Syst. Technol., 25(4), 1465-1472. https://doi.org/10.1109/TCST.2016.2601286.   DOI
11 Huang, H., Yao, Y., Liang, C. and Ye, Y. (2022), "Experimental study on cyclic performance of steel-hollow core partially encased composite spliced frame beam", Soil Dyn. Earthq. Eng., 163, 107499. https://doi.org/10.1016/j.soildyn.2022.107499.   DOI
12 Zhang, K., Ali, A., Antonarakis, A., Moghaddam, M., Saatchi, S., Tabatabaeenejad, A. and Moorcroft, P. (2019), "The sensitivity of north american terrestrial carbon fluxes to spatial and temporal variation in soil moisture: An analysis using radar-derived estimates of root-zone soil moisture", J. Geophys. Res. Biogeosci., 124(11), 3208-3231. https://doi.org/10.1029/2018JG004589.   DOI
13 Zhang, K., Wang, S., Bao, H. and Zhao, X. (2019), "Characteristics and influencing factors of rainfall-induced landslide and debris flow hazards in Shaanxi Province, China", Nat. Hazard. Earth Syst. Sci., 19(1), 93-105. https://doi.org/10.5194/nhess-19-93-2019.   DOI
14 Zhang, M., Chen, Y. and Lin, J. (2021a), "A privacy-preserving optimization of neighborhood-based recommendation for medical-aided diagnosis and treatment", IEEE Internet Thing. J., 8(13), 10830-10842. https://doi.org/10.1109/JIOT.2021.3051060.   DOI
15 Chen, Z.Y., Huang, L., Wu, H., Meng, Y., Xiang, S. and Cheng, T. (2021), "Grey signal predictor and evolved control for practical nonlinear mechanical systems", J. Grey Syst., 33(1), 156-170.
16 Cheng, H., Liu, L. and Sun, L. (2022), "Bridging the gap between laboratory and field moduli of asphalt layer for pavement infrastructure design and assessment: A comprehensive loading frequency-based approach", Front. Struct. Civil Eng., 16, 267-280. https://doi.org/10.1007/s11709-022-0811-7.   DOI
17 Huang, S., Huang, M. and Lyu, Y. (2021a), "Seismic performance analysis of a wind turbine with a monopile foundation affected by sea ice based on a simple numerical method", Eng. Appl. Comput. Fluid Mech., 15(1), 1113-1133. https://doi.org/10.1080/19942060.2021.1939790.   DOI
18 Huang, S., Lyu, Y., Sha, H. and Xiu, L. (2021b), "Seismic performance assessment of unsaturated soil slope in different groundwater levels", Landslides, 18(8), 2813-2833. https://doi.org/10.1007/s10346-021-01674-w.   DOI
19 Kilicaslan, S. (2018), "Control of active suspension system considering nonlinear actuator dynamics", Nonlin. Dyn., 91(2), 1383-1394. https://doi.org/10.1007/s11071-017-3951-x.   DOI
20 Li, J., Xu, K., Chaudhuri, S., Yumer, E., Zhang, H. and Guibas, L. (2017), "GRASS: Generative recursive autoencoders for shape structures", ACM Trans. Graph., 36(4), 1-14. https://doi.org/10.1145/3072959.3073637.   DOI
21 Preumont, A. (1997), Vibration Control of Active Structures, Vol. 2, Kluwer Academic Publishers, Dordrecht.
22 Moreno Ramirez, C., Tomas-Rodriguez, M. and Evangelou, S.A. (2018), "Dynamic analysis of double wishbone front suspension systems on sport motorcycles", Nonlin. Dyn., 91(4), 2347-2368. https://doi.org/10.1007/s11071-017-4017-9.   DOI
23 Moustafa, A. and Mahadevan, S. (2011), "Reliability analysis of uncertain structures using earthquake response spectra", Earthq. Struct., 2(3), 279-295. https://doi.org/10.12989/eas.2011.2.3.279.   DOI
24 Razavi, A. and Sarkar, P.P. (2018), "Laboratory investigation of the effects of translation on the near-ground tornado flow field", Wind Struct., 26(3), 179-190. https://doi.org/10.12989/was.2018.26.3.179.   DOI
25 Cheng, J., Park, J.H., Zhao, X., Karimi, H.R. and Cao, J. (2020), "Quantized nonstationary filtering of networked markov switching RSNSs: A multiple hierarchical structure strategy", IEEE Trans. Autom. Control, 65(11), 4816-4823. https://doi.org/10.1109/TAC.2019.2958824.   DOI
26 Cheng, J., Shan, Y., Cao, J. and Park, J.H. (2021), "Nonstationary control for T-S Fuzzy Markovian switching systems with variable quantization density", IEEE Trans. Fuzzy Syst., 29(6), 1375-1385. https://doi.org/10.1109/TFUZZ.2020.2974440.   DOI
27 Cheng, J., Zhang, D., Qi, W., Cao, J. and Shi, K. (2020), "Finitetime stabilization of T-S fuzzy semi-Markov switching systems: A coupling memory sampled-data control approach", J. Franklin Inst., 357(16), 11265-11280. https://doi.org/10.1016/j.jfranklin.2019.06.021.   DOI
28 Eswaran, M. and Reddy, G.R. (2016), "Numerical simulation of tuned liquid tank-structure systems through sigmatransformation based fluid-structure coupled solver", Wind Struct., 23(5), 421-447. https://doi.org/10.12989/was.2016.23.5.421.   DOI
29 Hu, Z., Shi, T., Cen, M., Wang, J., Zhao, X., Zeng, C., ... & Zhao, Z. (2022), "Research progress on lunar and martian concrete", Constr. Build. Mater., 343, 128117. https://doi.org/10.1016/j.conbuildmat.2022.128117a.   DOI
30 Fan, X., Wei, G., Lin, X., Wang, X., Si, Z., Zhang, X., ... & Zhao, W. (2020), "Reversible switching of interlayer exchange coupling through atomically thin VO2 via electronic state modulation", Matter, 2(6), 1582-1593. https://doi.org/10.1016/j.matt.2020.04.001.   DOI
31 Hua Huang, M.A., Huang, M., Wei Zhang, M.A., Pospisil, S. and Wu, A.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.   DOI
32 Cheng, H., Sun, L., Wang, Y. and Chen, X. (2021), "Effects of actual loading waveforms on the fatigue behaviours of asphalt mixtures", Int. J. Fatigue, 151, 106386. https://doi.org/10.1016/j.ijfatigue.2021.106386.   DOI
33 Cheng, J., Park, J.H., Cao, J. and Qi, W. (2020), "A hidden mode observation approach to finite-time SOFC of Markovian switching systems with quantization", Nonlin. Dyn., 100(1), 509-521. https://doi.org/10.1007/s11071-020-05501-0.   DOI
34 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., 21(3), 679-688. http://doi.org/10.12989/scs.2016.21.3.679.   DOI
35 Shao, Y., Wei, Y. and Su, H. (2010), "On approximating grey model GM (21)", J. Grey Syst., 22(4), 333-340.
36 Zadeh, L.A. (1975), "The concept of a linguistic variable and its application to approximate reasoning-I", Inform. Sci., 8, 199-249. https://doi.org/10.1016/0020-0255(75)90036-5.   DOI
37 Wang, R., Jing, H., Karimi, H.R. and Chen, N. (2015), "Robust fault-tolerant H∞ control of active suspension systems with finite-frequency constraint", Mech. Syst. Signal Pr., 62, 341-355. https://doi.org/10.1016/j.ymssp.2015.01.015.   DOI
38 Yang, J.N., Wu, J.C., Agrawal, A.K. and Li, Z. (1995), "Sliding mode control for nonlinear and hysteric structures", J. Eng. Mech., ASCE, 121(12), 1330-1339.
39 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., 23(6), 641-651. https://doi.org/10.12989/sss.2019.23.6.641.   DOI
40 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., 28(4), 439-447. http://doi.org/10.12989/scs.2018.28.4.439.   DOI
41 Carvalho, G., Bento, R. and Bhatt, C. (2013), "Nonlinear static and dynamic analyses of reinforced concrete buildingscomparison of different modelling approaches", Earthq. Struct., 4(5), 451-470. http://doi.org/10.12989/eas.2013.4.5.451.   DOI
42 Bedirhanoglu, I. (2014), "A practical neuro-fuzzy model for estimating modulus of elasticity of concrete", Struct. Eng. Mech., 51(2), 249-265. https://doi.org/10.12989/sem.2014.51.2.249.   DOI
43 Bento, R., Bhatt, C. and Pinho, R. (2010), "Using nonlinear static procedures for seismic assessment of the 3D irregular SPEAR building", Earthq. Struct., 1(2), 177-195. https://doi.org/10.12989/eas.2010.1.2.177.   DOI
44 Conceicao Antonio, C. (2011), "Design with composites: Material uncertainty in designing composites component", Wiley Encyclopedia Compos., 1-12. https://doi.org/10.1002/9781118097298.weoc068.   DOI
45 Chaulagain, H., Rodrigues, H., Spacone, E. and Varum, H. (2015), "Assessment of seismic strengthening solutions for existing low-rise RC buildings in Nepal", Earthq. Struct., 8(3), 511-539. https://doi.org/10.12989/eas.2015.8.3.511.   DOI
46 Chen, T., Huang, Y.C. Hung, C.C. Frias, S., Muhammad, J.A. and Chen, C.Y.J. (2021), "Smart structural stability and NN based intelligent control for nonlinear systems", Smart Struct. Syst., 27(6), 917-926. https://doi.org/10.12989/sss.2021.27.6.917.   DOI
47 Shariatmadar, H. and Razavi, H.M. (2014), "Seismic control response of structures using an ATMD with fuzzy logic controller and PSO method", Struct. Eng. Mech., 51(4), 547-564. https://doi.org/10.12989/sem.2014.51.4.547.   DOI
48 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., 29(2), 243-256. http://doi.org/10.12989/scs.2018.29.2.243.   DOI
49 Zhang, Z., Yang, F., Zhang, H., Zhang, T., Wang, H., Xu, Y. and Ma, Q. (2021), "Influence of CeO2 addition on forming quality and microstructure of TiCx-reinforced CrTi4-based laser cladding composite coating", Mater. Characteriz., 171, https://doi.org/10.1016/j.matchar.2020.110732.   DOI
50 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., 20(3), 363-388. https://doi.org/10.12989/was.2015.20.3.363.   DOI
51 Zhang, W., Liu, X., Huang, Y. and Tong, M.N. (2022), "Reliability-based analysis of the flexural strength of concrete beams reinforced with hybrid BFRP and steel rebars", Arch. Civil Mech. Eng., 22(4), 1-20. https://doi.org/10.1007/s43452-022-00493-7a.   DOI
52 Zhang, X., Wang, Y., Yang, M. and Geng, G. (2021), "Toward concurrent video multicast orchestration for caching-assisted mobile networks", IEEE Trans. Veh. Technol., 70(12), 13205-13220. https://doi.org/10.1109/TVT.2021.3119429.   DOI
53 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 Trans. Neural Networks Learn. Syst., 1-15. https://doi.org/10.1109/TNNLS.2021.3086093   DOI
54 Zhang, H., Li, L., Ma, W., Luo, Y., Li, Z. and Kuai, H. (2022b), "Effects of welding residual stresses on fatigue reliability assessment of a PC beam bridge with corrugated steel webs under dynamic vehicle loading", Struct., 45, 1561-1572. https://doi.org/10.1016/j.istruc.2022.09.094   DOI
55 Zhang, C., Mousavi, A.A., Masri, S.F., Gholipour, G., Yan, K. and Li, X. (2022a), "Vibration feature extraction using signal processing techniques for structural health monitoring: A review", Mech. Syst. Signal Pr., 177, 109175. https://doi.org/10.1016/j.ymssp.2022.109175.   DOI