Advances in nano research

  • 제11권1호
  • /
  • Pages.83-99
  • /
  • 2021
  • /
  • 2287-237X(pISSN)
  • /
  • 2287-2388(eISSN)
테크노프레스 (Techno-Press)
권호 표지
DOI QR코드

DOI QR Code

Computer simulation for stability performance of sandwich annular system via adaptive tuned deep learning neural network optimization

  • Ming, Yan (School of Mechatronic Engineering and Automation, Shanghai University) ;
  • Zandi, Yousef (Department of Civil Engineering, Tabriz Branch, Islamic Azad University) ;
  • Gholizadeh, Morteza (Department of Civil Engineering, Tabriz Branch, Islamic Azad University) ;
  • Oslub, Khaled (Faculty of Mechanical Engineering, Tabriz University) ;
  • Khadimallah, Mohamed Amine (Prince Sattam Bin Abdulaziz University, College of Engineering, Civil Engineering Department) ;
  • Issakhov, Alibek (Al-Farabi Kazakh National University)
  • 투고 : 2020.11.14
  • 심사 : 2021.06.24
  • 발행 : 2021.07.25
⟨ 이전 논문 다음 논문 ⟩

초록

In this article with the aid of adaptively tuned deep neural network (DNN), dynamic stability analysis of the sandwich structure has been investigated. Due to finding the design-points features, the numerical solution procedure called two-dimensional generalized differential quadrature technique has been applied to the ordinary differential equations of the current structure system acquired on the foundation of the kinematic theory with refined higher order terms. Also, the involved parameters with the optimum values in the fully-connected neural network mechanism are obtained via momentum-based optimizer. For modeling a moderately thick structure, higher order terms of shear deformation are chosen. For stability analysis of the current structure the design points considering the method of adaptive learning is presented. For analysis of the current structure 'accuracy (used for determining the design-points) is presented through than the published outcomes in the literature. The outcomes of accuracy section of the current research show that the DNN-based model in analysis of the sandwich structure has less error than other models. The results show that the current momentum-based optimizer can be good tool for future researches about stability analysis of the various structure due to its good accuracy.

키워드

참고문헌

  1. Abd El Aziz, M., Hemdan, A.M., Ewees, A.A., Elhoseny, M., Shehab, A., Hassanien, A.E. and Xiong, S. (2017), "Prediction of biochar yield using adaptive neuro-fuzzy inference system with particle swarm optimization", Proceedings of the 2017 IEEE PES PowerAfrica, Accra, Ghana, June.
  2. Abdel Basset, M., El Hoseny, M., Gamal, A. and Smarandache, F. (2019a), "A novel model for evaluation Hospital medical care systems based on plithogenic sets", Artif. Intell. Med., 100, 101710. http://doi.org/10.1016/j.artmed.2019.101710.
  3. Abdel Basset, M., Mohamed, M., Elhoseny, M., Chiclana, F. and Zaied, A.E.-N.H. (2019b), "Cosine similarity measures of bipolar neutrosophic set for diagnosis of bipolar disorder diseases", Artif. Intell. Med., 101, 101735. http://doi.org/10.1016/j.artmed.2019.101735.
  4. Abdel Basset, M., Mohamed, R., Elhoseny, M., Chakrabortty, R.K. and Ryan, M. (2020), "A hybrid COVID-19 detection model using an improved marine predators algorithm and a ranking-based diversity reduction strategy", IEEE Access, 8, 79521-79540. http://doi.org/10.1109/ACCESS.2020.2990893.
  5. Al Furjan, M., Habibi, M., Ghabussi, A., Safarpour, H., Safarpour, M. and Tounsi, A. (2020), "Non-polynomial framework for stress and strain response of the FG-GPLRC disk using three-dimensional refined higher-order theory", Eng. Struct., 228, 111496. http://doi.org/10.1016/j.engstruct.2020.111496.
  6. Ali, M., Jung, L.T., Abdel Aty, A.H., Abubakar, M.Y., Elhoseny, M. and Ali, I. (2020), "Semantic-k-NN algorithm: An enhanced version of traditional k-NN algorithm", Expert Syst. Appl., 151, 113374. http://doi.org/10.1016/j.eswa.2020.113374.
  7. Alipour, M., Torabi, M.A., Sareban, M., Lashini, H., Sadeghi, E., Fazaeli, A., Habibi, M. and Hashemi, R. (2020), "Finite element and experimental method for analyzing the effects of martensite morphologies on the formability of DP steels", Mech. Based Des, Struct. 48(5), 525-541. http://doi.org/10.1080/15397734.2019.1633343.
  8. Amini, A., Mohammadimehr, M. and Faraji, A. (2019), "Active control to reduce the vibration amplitude of the solar honeycomb sandwich panels with CNTRC facesheets using piezoelectric patch sensor and actuator", Steel Compos. Struct., 32(5), 671-686. http://doi.org/10.12989/scs.2019.32.5.671.
  9. Arabnejad Khanouki, M.M., Ramli Sulong, N.H. and Shariati, M. (2011), "Behavior of through beam connections composed of CFSST columns and steel beams by finite element studying", Adv. Mater. Res., 168, 2329-2333 http://doi.org/10.4028/www.scientific.net/AMR.168-170.2329.
  10. Bai, B., Li, H., Zhang, W. and Cui, Y. (2020), "Application of extremum response surface method-based improved substructure component modal synthesis in mistuned turbine bladed disk", J. Sound Vib., 472, 115210 https://doi.org/10.1016/j.jsv.2020.115210.
  11. Cao, B., Zhao, J., Yang, P., Yang, P., Liu, X., Qi, J., Simpson, A., Elhoseny, M., Mehmood, I. and Muhammad, K. (2019), "Multiobjective feature selection for microarray data via distributed parallel algorithms ", Future Gener. Comp. Sy., 100, 952-981. http://doi.org/10.1016/j.future.2019.02.030.
  12. Chen, H., Song, H., Li, Y. and Safarpour, M. (2020), "Hygrothermal buckling analysis of polymer-CNT-fiber-laminated nanocomposite disk under uniform lateral pressure with the aid of GDQM", Eng. Comput., 1-25. http://doi.org/10.1007/s00366-020-01102-y.
  13. Cheshmeh, E., Karbon, M., Eyvazian, A., Jung, D., Tran, T., Habibi, M. and Safarpour, M. "Buckling and vibration analysis of FG-CNTRC plate subjected to thermo-mechanical load based on higher-order shear deformation theory", Mech. Based Des. Struct., 1-24. http://doi.org/ 10.1080/15397734.2020.1744005.
  14. Chi, Z., Jiang, Z., Kamruzzaman, M., Hafshejani, B.A. and Safarpour, M. (2021), "Adaptive momentum-based optimization to train deep neural network for simulating the static stability of the composite structure", Eng. Comput., 1-23 https://doi.org/10.1007/s00366-021-01335-5.
  15. Dai, H. and Safarpour, H. (2021), "Frequency and thermal buckling information of laminated composite doubly curved open nanoshell", Adv. Nano Res., 10(1), 1-14. http://doi.org/10.12989/anr.2021.10.1.001.
  16. Devaraj, A.F.S., Elhoseny, M., Dhanasekaran, S., Lydia, E.L. and Shankar, K. (2020), "Hybridization of firefly and improved multi-objective particle swarm optimization algorithm for energy efficient load balancing in cloud computing environments ", J. Parallel Distr. Com., 142, 36-45. http://doi.org/10.1016/j.jpdc.2020.03.022.
  17. Dorri, A., Kanhere, S.S. and Jurdak, R. (2019), "MOF-BC: A memory optimized and flexible blockchain for large scale networks ", Future Gener. Comp. Sy., 92, 357-373. http://doi.org/ 10.1016/j.future.2018.10.002.
  18. Dutta, A.K., Elhoseny, M., Dahiya, V. and Shankar, K. (2020), "An efficient hierarchical clustering protocol for multihop Internet of vehicles communication", Transact. Emerg. Telecommun. Technol., 31(5), e3690. http://doi.org/10.1002/ett.3690.
  19. Eassa, A.M., Elhoseny, M., El-Bakry, H.M. and Salama, A.S. (2018), "NoSQL injection attack detection in web applications using RESTful service", Program. Comput. Soft., 44(6), 435-444. http://doi.org/10.1134/S036176881901002X.
  20. Ebrahimi, F., Hajilak, Z.E., Habibi, M. and Safarpour, H. (2019), "Buckling and vibration characteristics of a carbon nanotube-reinforced spinning cantilever cylindrical 3D shell conveying viscous fluid flow and carrying spring-mass systems under various temperature distributions", Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, 233(13), 4590-4605. https://doi.org/10.1177/0954406219832323.
  21. Ebrahimi, F., Jafari, A. and Selvamani, R. (2020), "Thermal buckling analysis of magneto-electro-elastic porous FG beam in thermal environment", Adv. Nano Res., 8(1), 83-94 https://doi.org/10.12989/anr.2020.8.1.083.
  22. Ebrahimi, F. and Salari, E. (2019), "Effect of non-uniform temperature distributions on nonlocal vibration and buckling of inhomogeneous size-dependent beams", Adv. Nano Res., 6(4), 377-397. https://doi.org/10.12989/anr.2018.6.4.377-397.
  23. Elhoseny, M., Yuan, X., El Minir, H.K. and Riad, A. (2014), "Extending self-organizing network availability using genetic algorithm", Proceeding of the Fifth International Conference on Computing, Communications and Networking Technologies (ICCCNT), Hefei, China, July.
  24. Elhoseny, M., Shehab, A. and Yuan, X. (2017), "Optimizing robot path in dynamic environments using genetic algorithm and bezier curve", J. Intell. Fuzzy Syst., 33(4), 2305-2316. http://doi.org/10.3233/JIFS-17348.
  25. Elhoseny, H., Elhoseny, M., Riad, A.M. and Hassanien, A.E. (2018), "A framework for big data analysis in smart cities", International Conference on Advanced Machine Learning Technologies and Applications, Cairo, Egypt, January.
  26. Elhoseny, M. and Shankar, K. (2019), "Optimal bilateral filter and convolutional neural network based denoising method of medical image measurements", Measurement, 143, 125-135. https://doi.org/10.1016/j.measurement.2019.04.072.
  27. Elhoseny, M., Bian, G.B., Lakshmanaprabu, S., Shankar, K., Singh, A.K. and Wu, W. (2019a), "Effective features to classify ovarian cancer data in internet of medical things", Comput. Netw., 159, 147-156. http://doi.org/10.1016/j.comnet.2019.04.016.
  28. Elhoseny, M., Shankar, K. and Uthayakumar, J. (2019b), "Intelligent diagnostic prediction and classification system for chronic kidney disease", Scientific Report, 9(1), 1-14. http://doi.org/10.1038/s41598-019.
  29. El-Hasnony, I.M., Barakat, S.I., Elhoseny, M. and Mostafa, R.R. (2020), "Improved feature selection model for big data analytics", IEEE Access. 8, 66989-67004. http://doi.org/10.1109/ACCESS.2020.2986232.
  30. Elsayed, W., Elhoseny, M., Sabbeh, S. and Riad, A. (2018), "Self-maintenance model for wireless sensor networks", Comput. Electr. Eng., 70, 799-812. http://doi.org/10.1016/j.compeleceng.2017.12.022.
  31. Esmailpoor Hajilak, Z., Pourghader, J., Hashemabadi, D., Sharifi Bagh, F., Habibi, M. and Safarpour, H. (2019), "Multilayer GPLRC composite cylindrical nanoshell using modified strain gradient theory", Mech. Based Des. Struct., 47(5), 521-545. http://doi.org/10.1080/15397734.2019.1566743.
  32. Ewees, A.A., Abd El Aziz, M. and Elhoseny, M. (2017), "Social-spider optimization algorithm for improving ANFIS to predict biochar yield ", Proceeding of the 8th International Conference on Computing, Communication and Networking Technologies (ICCCNT), Delhi, India. July.
  33. Gaber, T., Abdelwahab, S., Elhoseny, M. and Hassanien, A.E. (2018), "Trust-based secure clustering in WSN-based intelligent transportation systems", Comput. Netw., 146, 151-158. http://doi.org/ 10.1016/j.comnet.2018.09.015.
  34. Ghabussi, A., Ashrafi, N., Shavalipour, A., Hosseinpour, A., Habibi, M., Moayedi, H., Babaei, B. and Safarpour, H. (2019), "Free vibration analysis of an electro-elastic GPLRC cylindrical shell surrounded by viscoelastic foundation using modified length-couple stress parameter", Mech. Based Des. Struct., 1-25 https://doi.org/10.1080/15397734.2019.1705166.
  35. Ghabussi, A., Habibi, M., NoormohammadiArani, O., Shavalipour, A., Moayedi, H. and Safarpour, H. (2020a), "Frequency characteristics of a viscoelastic graphene nanoplatelet-reinforced composite circular microplate", J. Vib. Control., 27(1-2), 101-118. http://doi.org/ 10.1177/1077546320923930.
  36. Ghabussi, A., Marnani, J.A. and Rohanimanesh, M.S. (2020b), "Improving seismic performance of portal frame structures with steel curved dampers", Structures, 24, 27-40. http://doi.org/10.1016/j.istruc.2019.12.025.
  37. Ghabussi, A., Asgari Marnani, J. and Rohanimanesh, M.S. (2021), "Seismic performance assessment of a novel ductile steel braced frame equipped with steel curved damper", Structures, 31, 87-97, https://doi.org/10.1016/j.istruc.2021.01.073.
  38. Ghannadpour, S. and Moradi, F. (2019), "Nonlocal nonlinear analysis of nano-graphene sheets under compression using semi-Galerkin technique", Adv. Nano Res., 7(5), 311-324. https://doi.org/10.12989/anr.2019.7.5.311.
  39. Ghazanfari, A., Soleimani, S.S., Keshavarzzadeh, M., Habibi, M., Assempuor, A. and Hashemi, R. (2019), "Prediction of FLD for sheet metal by considering through-thickness shear stresses", Mech. Based Des. Struct., 1-18. http://doi.org/10.1080/15397734.2019.1662310.
  40. Gibson, L.J. and Ashby, M.F. (1999), Cellular Solids: Structure and Properties, Cambridge University Press, Cambridge, England.
  41. Gong, C., Hu, Y., Gao, J., Wang, Y. and Yan, L. (2019), "An improved delay-suppressed sliding-mode observer for sensorless vector-controlled PMSM", IEEE T. Ind. Electron., 67(7), 5913-5923. http://doi.org/10.1109/TIE.2019.2952824.
  42. Gunasekaran, V., Pitchaimani, J. and Chinnapandi, L.B.M. (2020), "Analytical investigation on free vibration frequencies of polymer nano composite plate: Effect of graphene grading and non-uniform edge loading", Mater. Today Commun., 24, 100910. https://doi.org/10.1016/j.mtcomm.2020.100910.
  43. Habibi, M., Hashemabadi, D. and Safarpour, H. (2019a), "Vibration analysis of a high-speed rotating GPLRC nanostructure coupled with a piezoelectric actuator", Eur. Phys. J. Plus., 134(6), 307. https://doi.org/10.1140/epjp/i2019-12742-7.
  44. Habibi, M., Mohammadgholiha, M. and Safarpour, H. (2019b), "Wave propagation characteristics of the electrically GNP-reinforced nanocomposite cylindrical shell", J. Brazil. Soc. Mech. Sci. Eng., 41(5), 221. http://doi.org/10.1007/s40430-019-1715-x.
  45. Hamidian, M., Shariati, M., Arabnejad, M. and Sinaei, H. (2011), "Assessment of high strength and light weight aggregate concrete properties using ultrasonic pulse velocity technique", Int. J. Phys. Sci., 6(22), 5261-5266. http://doi.org/10.5897/IJPS11.1081.
  46. Han, J.B. and Liew, K. (1999), "Axisymmetric free vibration of thick annular plates", Int. J. Mech. Sci., 41(9), 1089-1109. https://doi.org/10.1016/S0020-7403(98)00057-5.
  47. Hashemi, H.R., Alizadeh, A.A., Oyarhossein, M.A., Shavalipour, A., Makkiabadi, M. and Habibi, M. (2019), "Influence of imperfection on amplitude and resonance frequency of a reinforcement compositionally graded nanostructure", Wave. Random Complex, 1-27. http://doi.org/10.1080/17455030.2019.1662968.
  48. Hosseinabadi, A.A.R., Vahidi, J., Saemi, B., Sangaiah, A.K. and Elhoseny, M. (2019), "Extended genetic algorithm for solving open-shop scheduling problem", Soft Comput., 23(13), 5099- 5116. http://doi.org/ 10.1007/s00500-018-3177-y.
  49. Hu, Y., Chen, Q., Feng, S. and Zuo, C. (2020), "Microscopic fringe projection profilometry: A review", Opt. Laser. Eng., 106192. https://doi.org/10.1016/j.optlaseng.2020.106192.
  50. Huang, X., Zhang, Y., Moradi, Z. and Shafiei, N. (2021a), "Computer simulation via a couple of homotopy perturbation methods and the generalized differential quadrature method for nonlinear vibration of functionally graded non-uniform micro-tube", Eng. Comput., 1-18. http://doi.org/10.1007/s00366-021-01395-7.
  51. Huang, X., Zhu, Y., Vafaei, P., Moradi, Z. and Davoudi, M. (2021b), "An iterative simulation algorithm for large oscillation of the applicable 2D-electrical system on a complex nonlinear substrate", Eng. Comput., 1-13, http://doi.org/10.1007/s00366-021-01320-y.
  52. Hurrah, N.N., Parah, S.A., Loan, N.A., Sheikh, J.A., Elhoseny, M. and Muhammad, K. (2019), "Dual watermarking framework for privacy protection and content authentication of multimedia", Future Gener. Comp. Sy., 94, 654-673. http://doi.org/10.1016/j.future.2018.12.036.
  53. Jalali, A., Daie, M., Nazhadan, S.V.M., Kazemi-Arbat, P. and Shariati, M. (2012), "Seismic performance of structures with pre-bent strips as a damper", Int. J. Phys. Sci., 7(26), 4061-4072. http://doi.org/10.5897/IJPS11.1324.
  54. Javani, M., Kiani, Y. and Eslami, M. (2020), "Thermal buckling of FG graphene platelet reinforced composite annular sector plates", Thin Wall. Struct., 148, 106589. http://doi.org/10.1016/j.tws.2019.106589.
  55. Jermsittiparsert, K., Ghabussi, A., Forooghi, A., Shavalipour, A., Habibi, M., won Jung, D. and Safa, M. (2020), "Critical voltage, thermal buckling and frequency characteristics of a thermally affected GPL reinforced composite microdisk covered with piezoelectric actuator", Mech. Based Des. Struct., 1-23. http://doi.org/10.1080/15397734.2020.1748052.
  56. Jiang, D., Wang, F., Lv, Z., Mumtaz, S., Al-Rubaye, S., Tsourdos, A. and Dobre, O. (2021), "QoE-Aware efficient content distribution scheme for satellite-terrestrial networks", IEEE T, Mobile Comput. http://doi.org/10.1109/TMC.2021.3074917.
  57. Jiao, J., Ghoreishi, S.-m., Moradi, Z. and Oslub, K. (2021), "Coupled particle swarm optimization method with genetic algorithm for the static-dynamic performance of the magneto-electro-elastic nanosystem", Eng. Comput., 1-15. http://doi.org/10.1007/s00366-021-01391-x.
  58. Krishnaraj, N., Elhoseny, M., Lydia, E.L., Shankar, K. and ALDabbas, O. (2021), "An efficient radix trie-based semantic visual indexing model for large-scale image retrieval in cloud environment", Software Prac. Exper., 51(3), 489-502. http://doi.org/10.1002/spe.2834.
  59. Krishnaraj, N., Elhoseny, M., Thenmozhi, M., Selim, M.M. and Shankar, K. (2020), "Deep learning model for real-time image compression in Internet of Underwater Things (IoUT)", J. Real Time Image Proc., 17(6), 2097-2111. http://doi.org/10.1007/s11554-019-00879-6.
  60. Lakshmanaprabu, S., Elhoseny, M. and Shankar, K. (2019), "Optimal tuning of decentralized fractional order PID controllers for TITO process using equivalent transfer function", Cognitive Syst. Res., 58 292-303. http://doi.org/10.1016/j.cogsys.2019.07.005.
  61. Li, B.H., Liu, Y., Zhang, A.M., Wang, W.H. and Wan, S. (2020), "A survey on blocking technology of entity resolution", J. Comput. Sci., 35(4), 769-793. http://doi.org/ 10.1007/s11390-020-0350-4.
  62. Li, B., Liang, R., Zhou, W., Yin, H., Gao, H. and Cai, K. (2021a), "LBS meets blockchain: An efficient method with security preserving trust in SAGIN", IEEE Internet Thing J., http://doi.org/10.1109/JIOT.2021.3064357.
  63. Li, Y., Qiao, L. and Lv, Z. (2021b), "An optimized byzantine fault tolerance algorithm for consortium blockchain", Peer-to-Peer Netw. Appl., 1-14. http://doi.org/10.1109/JIOT.2021.3064357.
  64. Libo, Z., Tian, H., Chunyun, G. and Elhoseny, M. (2019), "Real-time detection of cole diseases and insect pests in wireless sensor networks", J. Intell. Fuzzy Syst., 37(3), 3513-3524. http://doi.org/ 10.3233/JIFS-179155.
  65. Liu, D., Li, Z., Kitipornchai, S. and Yang, J. (2019), "Three-dimensional free vibration and bending analyses of functionally graded graphene nanoplatelets-reinforced nanocomposite annular plates", Compos. Struct., 229, 111453. https://doi.org/10.1016/j.compstruct.2019.111453.
  66. Liu, M., Li, C., Cao, C., Wang, L., Li, X., Che, J., Yang, H., Zhang, X., Zhao, H. and He, G. (2021), "Walnut fruit processing equipment: Academic insights and perspectives", Food Eng. Rev., 1-36. http://doi.org/10.1007/s12393-020-09273-6.
  67. Lou, R., Lv, Z., Dang, S., Su, T. and Li, X. (2021a), "Application of machine learning in ocean data", Multimedia Syst., 1-10. http://doi.org/10.1007/s00530-020-00733-x.
  68. Lou, R., Wang, W., Li, X., Zheng, Y. and Lv, Z. (2021b), "Prediction of ocean wave height suitable for ship autopilot", IEEE T. Intell Transp., http://doi.org/10.1109/TITS.2021.3067040
  69. Lv, Z., Chen, D. and Li, J. (2021a), "Novel system design and implementation for the smart city vertical market", IEEE Commun. Mag., 59(4), 126-131. http://doi.org/10.1109/MCOM.001.2000945.
  70. Lv, Z., Chen, D., Lou, R. and Alazab, A. (2021b), "Artificial intelligence for securing industrial-based cyber-physical systems", Future Gener. Comput. Syst., 117, 291-298. http://doi.org/ 10.1016/j.future.2020.12.001.
  71. Lv, Z., Lou, R., Li, J., Singh, A.K. and Song, H. (2021c), "Big data analytics for 6G-enabled massive internet of things", IEEE Internet Things J., 8(7), 5350-5359. http://doi.org/10.1109/JIOT.2021.3056128.
  72. Ma, L., Liu, X. and Moradi, Z. (2021a), "On the chaotic behavior of graphene-reinforced annular systems under harmonic excitation", Eng. Comput., 1-25. http://doi.org/10.1007/s00366-020-01210-9.
  73. Ma, R., Karimzadeh, M., Ghabussi, A., Zandi, Y., Baharom, S., Selmi, A. and Maureira-Carsalade, N. (2021b), "Assessment of composite beam performance using GWO-ELM metaheuristic algorithm", Eng. Comput., 1-17. http://doi.org/10.1007/s00366-021-01363-1.
  74. Ma, X., Zhang, K., Zhang, L., Yao, C., Yao, J., Wang, H., Jian, W. and Yan, Y. (2021c), "Data-driven niching differential evolution with adaptive parameters control for history matching and uncertainty quantification", SPE J., 26(2), 993-1010. http://doi.org/10.2118/205014-PA.
  75. Metawa, N., Elhoseny, M., Hassan, M.K. and Hassanien, A.E. (2016), "Loan portfolio optimization using genetic algorithm: a case of credit constraints", Proceeding of the 12th International Computer Engineering Conference (ICENCO), Cairo, Egypt, February.
  76. Moayedi, H., Darabi, R., Ghabussi, A., Habibi, M. and Foong, L.K. (2020), "Weld orientation effects on the formability of tailor welded thin steel sheets", Thin Wall. Struct., 149 106669. http://doi.org/ 10.1016/j.tws.2020.106669.
  77. Mohammadhassani, M., Akib, S., Shariati, M., Suhatril, M. and Arabnejad Khanouki, M.M. (2014), "An experimental study on the failure modes of high strength concrete beams with particular references to variation of the tensile reinforcement ratio", Eng. Fail. Anal., 41, 73-80. https://doi.org/10.1016/j.engfailanal.2013.08.014.
  78. Mohammadi, A., Lashini, H., Habibi, M. and Safarpour, H. (2019), "Influence of viscoelastic foundation on dynamic behaviour of the double walled cylindrical inhomogeneous micro shell using MCST and with the aid of GDQM", J. Solid Mech., 11(2), 440-453. http://doi.org/10.22034/jsm.2019.665264.
  79. Mohanty, S.N., Lydia, E.L., Elhoseny, M., Al Otaibi, M.M.G. and Shankar, K. (2020), "Deep learning with LSTM based distributed data mining model for energy efficient wireless sensor networks", Phys. Commun., 40, 101097. http://doi.org/10.1016/j.phycom.2020.101097.
  80. Moradi, Z., Davoudi, M., Ebrahimi, F. and Ehyaei, A.F. (2021), "Intelligent wave dispersion control of an inhomogeneous micro-shell using a proportional-derivative smart controller", Wave Random Complex, 1-24. http://doi.org/10.1080/17455030.2021.1926572.
  81. Morasaei, A., Ghabussi, A., Aghlmand, S., Yazdani, M., Baharom, S. and Assilzadeh, H. (2021), "Simulation of steel-concrete composite floor system behavior at elevated temperatures via multi-hybrid metaheuristic framework", Eng. Comput., 1-16. http://doi.org/10.1007/s00366-020-01228-z.
  82. Muhammad, K., Khan, S., Elhoseny, M., Ahmed, S.H. and Baik, S.W. (2019), "Efficient fire detection for uncertain surveillance environment", IEEE T. Ind. Inform., 15(5), 3113-3122. http://doi.org/10.1109/TII.2019.2897594.
  83. Mukhopadhyay, T. and Adhikari, S. (2016), "Free-vibration analysis of sandwich panels with randomly irregular honeycomb core", J. Eng. Mech., 142(11), 06016008. http://doi.org/ 10.1061/(ASCE)EM.1943-7889.0001153.
  84. Murugan, B., Elhoseny, M., Shankar, K. and Uthayakumar, J. (2019), "Region-based scalable smart system for anomaly detection in pedestrian walkways", Comput. Electr. Eng., 75, 146-160. http://doi.org/10.1016/j.compeleceng.2019.02.017.
  85. Naghipour, M., Niak, K.M., Shariati, M. and Toghroli, A. (2020), "Effect of progressive shear punch of a foundation on a reinforced concrete building behavior", Steel Compos. Struct., 35(2), 279-294. https://doi.org/10.12989/scs.2020.35.2.279.
  86. Najaafi, N., Jamali, M., Habibi, M., Sadeghi, S., Jung, D.w. and Nabipour, N. (2020), "Dynamic instability responses of the substructure living biological cells in the cytoplasm environment using stress-strain size-dependent theory", J. Biomol. Struct. Dyn., 39(7), 2543-2554. http://doi.org/10.1080/07391102.2020.1751297.
  87. Nasrollahi, S., Maleki, S., Shariati, M., Marto, A. and Khorami, M. (2018), "Investigation of pipe shear connectors using push out test", Steel Compos. Struct., 27(5), 537-543. http://doi.org/10.12989/scs.2018.27.5.537.
  88. Olia, A.S.R., Oliaei, M. and Heidarzadeh, H. (2021), "Performance of ground anchored walls subjected to dynamic and pseudo-static loading", Civil Eng. J., 7(6). http://doi.org/10.28991/cej-2021-03091703.
  89. Olia, A.S.R. and Peric, D. (2021), "Thermomechanical soil-structure interaction in single energy piles exhibiting reversible interface behavior", Int. J. Geomech., 21(5), 04021065. https://doi.org/10.1061/(ASCE)GM.1943-5622.0002014.
  90. Oyarhossein, M.A., Alizadeh, A.A., Habibi, M., Makkiabadi, M., Daman, M., Safarpour, H. and Jung, D.W. (2020), "Dynamic response of the nonlocal strain-stress gradient in laminated polymer composites microtubes", Scientific Report., 10(1), 5616 10.1038/s41598-020-61855-w.
  91. Pourjabari, A., Hajilak, Z.E., Mohammadi, A., Habibi, M. and Safarpour, H. (2019), "Effect of porosity on free and forced vibration characteristics of the GPL reinforcement composite nanostructures", Comput. Math. Appl., 77(10), 2608-2626. http://doi.org/10.1016/j.camwa.2018.12.041.
  92. Puri, V., Jha, S., Kumar, R., Priyadarshini, I., Abdel-Basset, M., Elhoseny, M. and Long, H.V. (2019), "A hybrid artificial intelligence and internet of things model for generation of renewable resource of energy", IEEE Access, 7, 111181-111191. http://doi.org/10.1109/ACCESS.2019.2934228.
  93. Qu, S., Xu, W., Zhao, J. and Zhang, H. (2021), "Design and implementation of a fast sliding-mode speed controller with disturbance compensation for SPMSM syste", IEEE T. Transp. Electrificat. http://doi.org/10.1109/TTE.2021.3060102.
  94. Rahimi, A., Alibeigloo, A. and Safarpour, M. (2020), "Three-dimensional static and free vibration analysis of graphene platelet-reinforced porous composite cylindrical shell", J. Vib. Control., 26(19-20), 1627-1645. http://doi.org/10.1177/1077546320902340.
  95. Razavian, L., Naghipour, M., Shariati, M. and Safa, M. (2020), "Experimental study of the behavior of composite timber columns confined with hollow rectangular steel sections under compression", Struct. Eng. Mech., 74(1), 145-156. https://doi.org/10.12989/sem.2020.74.1.145.
  96. Rizk-Allah, R.M., Hassanien, A.E. and Elhoseny, M. (2018), "A multi-objective transportation model under neutrosophic environment", Comput. Electr. Eng., 69, 705-719. http://doi.org/10.1016/j.compeleceng.2018.02.024.
  97. Safa, M., Sari, P.A., Shariati, M., Suhatril, M., Trung, N.T., Wakil, K. and Khorami, M. (2020), "Development of neuro-fuzzy and neuro-bee predictive models for prediction of the safety factor of eco-protection slopes", Physica A, 550, 124046. http://doi.org/10.1016/j.physa.2019.124046.
  98. Safarpour, H., Pourghader, J. and Habibi, M. (2019), "Influence of spring-mass systems on frequency behavior and critical voltage of a high-speed rotating cantilever cylindrical three-dimensional shell coupled with piezoelectric actuator", J. Vib. Control., 25(9), 1543-1557. http://doi.org/10.1177/1077546319828465.
  99. Safarpour, M., Ghabussi, A., Ebrahimi, F., Habibi, M. and Safarpour, H. (2020), "Frequency characteristics of FG-GPLRC viscoelastic thick annular plate with the aid of GDQM", Thin Wall. Struct., 150, 106683. http://doi.org/10.1016/j.tws.2020.106683.
  100. Safarpour, M. and Alibeigloo, A. (2021), "Elasticity solution for bending and frequency behavior of sandwich cylindrical shell with FG-CNTRC face-sheets and polymer core under initial stresses", Int. J. Appl. Mech., 13(2), 2150020. http://doi.org/10.1142/S1758825121500204.
  101. Salari, F.E.E. (2016), "Thermal loading effects on electromechanical vibration behavior of piezoelectrically actuated inhomogeneous size-dependent Timoshenko nanobeams", Adv. Nano Res., 4(3), 197-228. https://doi.org/10.12989/anr.2016.4.3.197.
  102. Saracevic, M., Adamovic, S., Macek, N., Elhoseny, M. and Sarhan, S. (2020), "Cryptographic keys exchange model for smart city applications", IET Intell. Transp. Syst., 14(11), 1456-1464. http://doi.org/ 10.1007/s00542-016-2822-6
  103. Shahgholian-Ghahfarokhi, D., Safarpour, M. and Rahimi, A. (2019), "Torsional buckling analyses of functionally graded porous nanocomposite cylindrical shells reinforced with graphene platelets (GPLs)", Mech. Based Des. Struct., 1-22. http://doi.org/10.1080/15397734.2019.1666723.
  104. Shahverdi, H., Barati, M.R. and Hakimelahi, B. (2019), "Postbuckling analysis of honeycomb core sandwich panels with geometrical imperfection and graphene reinforced nano-composite face sheets", Mater. Res. Express., 6(9), 095017. http://doi.org/10.1088/2053-1591/ab2b74/meta.
  105. Shankar, K. and Elhoseny, M. (2019), "Trust based cluster head election of secure message transmission in MANET using multi secure protocol with TDES", J. UCS. 25(10), 1221-1239. http://doi.org/ 10.1007/s00339-016-0365-4.
  106. Shankar, K., Elhoseny, M., Lakshmanaprabu, S., Ilayaraja, M., Vidhyavathi, R., Elsoud, M.A. and Alkhambashi, M. (2020), "Optimal feature level fusion based ANFIS classifier for brain MRI image classification", Cincurr Comp Pract E., 32(1). http://doi.org/ 10.1002/cpe.4887.
  107. Shariati, M., Ramli Sulong, N.H. and Arabnejad Khanouki, M.M. (2010), "Experimental and analytical study on channel shear connectors in light weight aggregate concrete", Proceedings of the 4th International Conference on Steel & Composite Structures, Sydney, Australia, July.
  108. Shariati, M., Toghroli, A., Jalali, A. and Ibrahim, Z. (2017), "Assessment of stiffened angle shear connector under monotonic and fully reversed cyclic loading", Proceedings of Fifth International Conference on Advances in Civil, Structural and Mechanical Engineering-CSM, New York. U.S.A., September.
  109. Shariati, M., Faegh, S.S., Mehrabi, P., Bahavarnia, S., Zandi, Y., Masoom, D.R., Toghroli, A., Trung, N.-T. and Salih, M.N. (2019), "Numerical study on the structural performance of corrugated low yield point steel plate shear walls with circular openings", Steel Compos. Struct., 33(4), 569-581. https://doi.org/10.12989/scs.2019.33.4.569.
  110. Shariati, M. (2020), "Evaluation of seismic performance factors for tension-only braced frames", Steel Compos. Struct., 35(4), 599-609. https://doi.org/10.12989/scs.2020.35.4.599.
  111. Shariati, A., Ghabussi, A., Habibi, M., Safarpour, H., Safarpour, M., Tounsi, A. and Safa, M. (2020a), "Extremely large oscillation and nonlinear frequency of a multi-scale hybrid disk resting on nonlinear elastic foundation", Thin Wall. Struct., 154, 106840. https://doi.org/10.1016/j.tws.2020.106840.
  112. Shariati, A., Mohammad-Sedighi, H., Zur, K.K., Habibi, M. and Safa, M. (2020b), "Stability and dynamics of viscoelastic moving rayleigh beams with an asymmetrical distribution of material parameters", Symmetry, 12(4), 586. http://doi.org/10.3390/sym12040586.
  113. Shariati, M., Mafipour, M.S., Haido, J.H., Yousif, S.T., Toghroli, A., Trung, N.T. and Shariati, A. (2020c), "Identification of the most influencing parameters on the properties of corroded concrete beams using an Adaptive Neuro-Fuzzy Inference System (ANFIS)", Steel Compos. Struct., 34(1), 155-171. https://doi.org/10.12989/scs.2020.34.1.155.
  114. Shariati, M., Mafipour, M.S., Mehrabi, P., Ahmadi, M., Wakil, K., Trung, N.T. and Toghroli, A. (2020d), "Prediction of concrete strength in presence of furnace slag and fly ash using hybrid ANN-GA (Artificial Neural Network-Genetic Algorithm)", Smart Struct. Syst., 25(2), 183-195. https://doi.org/10.12989/sss.2020.25.2.183.
  115. Shi, J., Lu, Y. and Zhang, J. (2019), "Approximation attacks on strong PUFs", IEEE T. Comput. Aid. D., 39(10), 2138-2151. http://doi.org/ 10.1109/TCAD.2019.2962115.
  116. Sobhy, M. (2020), "Differential quadrature method for magneto-hygrothermal bending of functionally graded graphene/Al sandwich-curved beams with honeycomb core via a new higherorder theory", J. Sandw. Struct. Mater., 1099636219900668. https://doi.org/10.1177/1099636219900668.
  117. Suryawanshi, V.J., Pawar, A.C., Palekar, S.P. and Rade, K.A. (2020), "Defect detection of composite honeycomb structure by vibration analysis technique", Mater. Today Proc., 27, 2731-2735. http://doi.org/ 10.1016/j.matpr.2019.12.192.
  118. Tang, Y. and Elhoseny, M. (2019), "Computer network security evaluation simulation model based on neural netwo", J. Intell. Fuzzy Syst., 37(3), 3197-3204. http://doi.org/10.3233/JIFS179121.
  119. Thakur, S., Singh, A.K., Ghrera, S.P. and Elhoseny, M. (2019), "Multi-layer security of medical data through watermarking and chaotic encryption for tele-health applications ", Multimedia tools and Applications. 78(3), 3457-3470. http://doi.org/10.1007/s11042-018-6263-3
  120. Tharwat, A., Mahdi, H., Elhoseny, M. and Hassanien, A.E. (2018), "Recognizing human activity in mobile crowdsensing environment using optimized k-NN algorithm", Expert Syst. Appl., 107 32-44. http://doi.org/10.1016/j.eswa.2018.04.017.
  121. Tounsi, A., Benguediab, S., Semmah, A. and Zidour, M. (2013), "Nonlocal effects on thermal buckling properties of double-walled carbon nanotubes", Adv. Nano Res., 1(1), 1-11, https://doi.org/10.12989/anr.2013.1.1.001.
  122. Tran, T.T., Tran, V.K., Le, P.B., Phung, V.M., Do, V.T. and Nguyen, H.N. (2020), "Forced vibration analysis of laminated composite shells reinforced with graphene nanoplatelets using finite element method", Adv. Civil Eng., 2020 https://doi.org/10.1155/2020/1471037.
  123. Uthayakumar, J., Elhoseny, M. and Shankar, K. (2020), "Highly reliable and low-complexity image compression scheme using neighborhood correlation sequence algorithm in WSN", IEEE T. Reliab., 69(4), 1398-1423. http://doi.org/10.1109/TR.2020.2972567.
  124. Valayapalayam Kittusamy, S.R., Elhoseny, M. and Kathiresan, S. (2019), "An enhanced whale optimization algorithm for vehicular communication networks", Int. J. Commun. Syst., e3953. http://doi.org/10.1002/dac.3953.
  125. Wang, H., Zhang, H., Dousti, R. and Safarpour, H. (2021), "Dynamic simulation of moderately thick annular system coupled with shape memory alloy and multi-phase nanocomposite face sheets", Eng. Comput., 1-24 https://doi.org/10.1007/s00366-020-01246-x.
  126. Wang, Y.J., Zhang, Z.J., Xue, X.M. and Zhang, L. (2019), "Free vibration analysis of composite sandwich panels with hierarchical honeycomb sandwich core", Thin Wall. Struct., 145 106425. http://doi.org/https://doi.org/10.1016/j.tws.2019.106425.
  127. Wang, Y., Zeng, R. and Safarpour, M. (2020), "Vibration analysis of FG-GPLRC annular plate in a thermal environment", Mech. Based Des. Struct., 1-19. http://doi.org/10.1080/15397734.2020.1719508.
  128. White, H. (1992), Artificial NeuralNnetworks:Aapproximation and Learning Theory, Blackwell Publishers, New Jersey, U.S.A.
  129. Xu, G.D., Zeng, T., Cheng, S., Wang, X.-h. and Zhang, K. (2019), "Free vibration of composite sandwich beam with graded corrugated lattice core", Compos. Struct., 229, 111466. http://doi.org/ 10.1016/j.compstruct.2019.111466.
  130. Xu, S., Wang, J., Shou, W., Ngo, T., Sadick, A.M. and Wang, X. (2020), "Computer vision techniques in construction: A critical review", Arch. Comput. Method E., 1-15 https://doi.org/10.1007/s11831-020-09504-3.
  131. Xu, X., Cao, D., Zhou, Y. and Gao, J. (2020), "Application of neural network algorithm in fault diagnosis of mechanical intelligence", Mech. Syst. Signal Pr., 141, 106625. http://doi.org/10.1016/j.ymssp.2020.106625
  132. Xue, X., Zhang, K., Tan, K.C., Feng, L., Wang, J., Chen, G., Zhao, X., Zhang, L. and Yao, J. (2020), "Affine transformationenhanced multifactorial optimization for heterogeneous problems", IEEE T. Cybernet., http://doi.org/10.1109/TCYB.2020.3036393.
  133. Yang, Y., Hou, C., Lang, Y., Sakamoto, T., He, Y. and Xiang, W. (2019), "Omnidirectional motion classification with monostatic radar system using micro-Doppler signature", IEEE T. Geosci. Remote., 58(5), 3574-3587. http://doi.org/10.1109/TGRS.2019.2958178.
  134. Yu, Z., Amin, S.U., Alhussein, M. and Lv, Z. (2021), "Research on disease prediction based on improved DeepFM and IoMT", IEEE Access, 9, 39043-39054. http://doi.org/10.1109/ACCESS.2021.3062687.
  135. Yuan, X., Li, D., Mohapatra, D. and Elhoseny, M. (2018), "Automatic removal of complex shadows from indoor videos using transfer learning and dynamic thresholding", Comput. Electr. Eng., 70, 813-825. http://doi.org/10.1016/j.compeleceng.2017.12.026.
  136. Zaher, M., Shehab, A., Elhoseny, M. and Farahat, F.F. (2020), "Unsupervised model for detecting plagiarism in internet-based handwritten Arabic documents", J. Org. End User Comput. (JOEUC). 32(2), 42-66. http://doi.org/10.4018/JOEUC.2020040103.
  137. Zhang, Z.J., Han, B., Zhang, Q.C. and Jin, F. (2017), "Free vibration analysis of sandwich beams with honeycomb-corrugation hybrid cores", Compos. Struct., 171, 335-344. http://doi.org/ 10.1016/j.compstruct.2017.03.045.
  138. Zhang, X., Wang, Y., Wang, C., Su, C.Y., Li, Z. and Chen, X. (2018), "Adaptive estimated inverse output-feedback quantized control for piezoelectric positioning stage", IEEE T. Cybernet., 49(6), 2106-2118. http://doi.org/10.1109/TCYB.2018.2826519.
  139. Zhang, J. and Qu, G. (2019), "Physical unclonable function-based key sharing via machine learning for IoT security", IEEE T. Ind. Electron., 67(8), 7025-7033. http://doi.org/10.1109/TIE.2019.2938462.
  140. Zhang, Y. and Li, Y. (2019), "Nonlinear dynamic analysis of a double curvature honeycomb sandwich shell with simply supported boundaries by the homotopy analysis method", Compos. Struct., 221, 110884. http://doi.org/10.1016/j.compstruct.2019.04.056.
  141. Zhang, J. and Shen, C. (2020), "Set-based obfuscation for strong PUFs against machine learning attacks", IEEE T. Circuit Syst. I, 68(1), 288-300. http://doi.org/ 10.1109/TCSI.2020.3028508.
  142. Zhang, J., Chen, Q., Sun, J., Tian, L. and Zuo, C. (2020a), "On a universal solution to the transport-of-intensity equation", Opt. Lett., 45(13), 3649-3652. http://doi.org/10.1364/OL.391823.
  143. Zhang, J., Sun, J., Chen, Q. and Zuo, C. (2020b), "Resolution analysis in a lens-free on-chip digital holographic microscope ", IEEE T. Computat. Image, 6, 697-710. https://doi.org/10.1109/TCI.2020.2964247.
  144. Zhang, J., Wu, W., Li, C., Yang, M., Zhang, Y., Jia, D., Hou, Y., Li, R., Cao, H. and Ali, H.M. (2020c), "Convective heat transfer coefficient model under nanofluid minimum quantity lubrication coupled with cryogenic air grinding Ti-6Al-4V", Int. J. Precision Eng. Manuf. Green Technol.. 1-23. http://doi.org/10.1007/s40684-020-00268-6.
  145. Zhang, P., Ge, Z. and Safarpour, M. (2020d), "Size-dependent dynamic stability analysis of the cantilevered curved Microtubule-associated proteins (MAPs)", J. Biomol. Struct. Dyn., 1-13. http://doi.org/10.1080/07391102.2020.1758211.
  146. Zhang, X., Shamsodin, M., Wang, H., NoormohammadiArani, O., khan, A.M., Habibi, M. and Al-Furjan, M. (2020e), "Dynamic information of the time-dependent tobullian biomolecular structure using a high-accuracy size-dependent theory", J. Biomol. Struct. Dyn., 1-26. http://doi.org/10.1080/07391102.2020.1760939.
  147. Zhang, J., Shen, C., Su, H., Arafin, M.T. and Qu, G. (2021a), "Voltage over-scaling-based lightweight authentication for IoT security", IEEE T. Comput., http://doi.org/10.1109/TC.2021.3049543.
  148. Zhang, K., Zhang, J., Ma, X., Yao, C., Zhang, L., Yang, Y., Wang, J., Yao, J. and Zhao, H. (2021b), "History matching of naturally fractured reservoirs using a deep sparse autoencoder", SPE J., 1-22. http://doi.org/ 10.2118/205340-PA
  149. Zhang, L., Chen, Z., Habibi, M., Ghabussi, A. and Alyousef, R. (2021c), "Low-velocity impac, resonance, and frequency responses of FG-GPLRC viscoelastic doubly curved panel", Compos. Struct., 114000. http://doi.org/10.1016/j.compstruct.2021.114000.
  150. Zhang, L., Zheng, H., Wan, T., Shi, D., Lyu, L. and Cai, G. (2021d), "An integrated control algorithm of power distribution for islanded microgrid based on improved virtual synchronous generator", IET Renew. Power Gener., http://doi.org/10.1049/rpg2.12191.
  151. Zhao, Y., Moradi, Z., Davoudi, M. and Zhuang, J. (2021), "Bending and stress responses of the hybrid axisymmetric system via state-space method and 3D-elasticity theory", Eng. Comput., 1-23. http://doi.org/ 10.1007/s00366-020-01242-1.
  152. Zhou, M., Wang, Y., Liu, Y. and Tian, Z. (2019), "An information-theoretic view of WLAN localization error bound in GPS-denied environment", IEEE T. Veh. Technol., 68(4), 4089-4093. http://doi.org/10.1109/TVT.2019.2896482.
  153. Zhou, M., Li, X., Wang, Y., Li, S., Ding, Y. and Nie, W. (2020), "6G multi-source information fusion based indoor positioning via Gaussian kernel density estimation", IEEE Internet Thing J., http://doi.org/10.1109/JIOT.2020.3031639.
  154. Zhou, M., Li, Y., Tahir, M.J., Geng, X., Wang, Y. and He, W. (2021), "Integrated statistical test of signal distributions and access point contributions for Wi-Fi indoor localization", IEEE T. Veh. Technol., http://doi.org/10.1109/TVT.2021.3076269.
  155. Zuo, C., Chen, Q., Tian, L., Waller, L. and Asundi, A. (2015), "Transport of intensity phase retrieval and computational imaging for partially coherent fields: The phase space perspective", Opt. Laser Eng., 71, 20-32. https://doi.org/10.1016/j.optlaseng.2015.03.006.
  156. Zuo, C., Sun, J., Li, J., Zhang, J., Asundi, A. and Chen, Q. (2017), "High-resolution transport-of-intensity quantitative phase microscopy with annular illumination", Scientific Report, 7(1), 1-22. https://doi.org/10.1038/s41598-017-06837-1.