DOI QR코드

DOI QR Code

Using CNN- VGG 16 to detect the tennis motion tracking by information entropy and unascertained measurement theory

  • Zhong, Yongfeng (College of Physical Education, Changsha University) ;
  • Liang, Xiaojun (Ministry of Public Foundation, Zhaoqing Medical College)
  • 투고 : 2021.12.20
  • 심사 : 2021.12.30
  • 발행 : 2022.02.25

초록

Object detection has always been to pursue objects with particular properties or representations and to predict details on objects including the positions, sizes and angle of rotation in the current picture. This was a very important subject of computer vision science. While vision-based object tracking strategies for the analysis of competitive videos have been developed, it is still difficult to accurately identify and position a speedy small ball. In this study, deep learning (DP) network was developed to face these obstacles in the study of tennis motion tracking from a complex perspective to understand the performance of athletes. This research has used CNN-VGG 16 to tracking the tennis ball from broadcasting videos while their images are distorted, thin and often invisible not only to identify the image of the ball from a single frame, but also to learn patterns from consecutive frames, then VGG 16 takes images with 640 to 360 sizes to locate the ball and obtain high accuracy in public videos. VGG 16 tests 99.6%, 96.63%, and 99.5%, respectively, of accuracy. In order to avoid overfitting, 9 additional videos and a subset of the previous dataset are partly labelled for the 10-fold cross-validation. The results show that CNN-VGG 16 outperforms the standard approach by a wide margin and provides excellent ball tracking performance.

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참고문헌

  1. Abdolrahim, J. (2012), "Seismic performance of Str.s with pre-bent strips as a damper", Int. J. Phys. Sci., 7(26), 4061-4072. https://doi.org/10.5897/ijps11.1324.
  2. Afshar, A., Jahandari, S., Rasekh, H., Shariati, M., Afshar, A. and Shokrgozar, A. (2020), "Corrosion resistance evaluation of rebars with various primers and coatings in concrete modified with different additives", Constr. Build. Mater., 262, 120034. https://doi.org/10.1016/j.conbuildmat.2020.120034.
  3. Aghakhani, M., Suhatril, M., Mohammadhassani, M., Daie, M. and Toghroli, A. (2015), "A simple modification of homotopy perturbation method for the solution of Blasius equation in semi-infinite domains", Math. Probl. Eng., 2015. https://doi.org/10.1155/2015/671527.
  4. Akram, T., Laurent, B., Naqvi, S.R., Alex, M.M. and Muhammad, N. (2018), "A deep heterogeneous feature fusion approach for automatic land-use classification", Inform. Sci., 467, 199-218. https://doi.org/10.1016/j.ins.2018.07.074
  5. 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. https://doi.org/10.1080/15397734.2019.1633343.
  6. Alt, N., Hinterstoisser, S. and Navab, N. (2010). "Rapid selection of reliable templates for visual tracking", Proceeding of the 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Calofornia, U.S.A., August.
  7. Arabnejad Khanouki, M.M., Ramli Sulong, N.H. and Shariati, M. (2010a), "Behavior of through beam connections composed of CFSST columns and St. beams by finite element studying", Adv. Mater. Res., 168-170, 2329-2333. https://doi.org/10.4028/www.scientific.net/AMR.168-170.2329.
  8. Arabnejad Khanouki, M.M., Ramli Sulong, N.H. and Shariati, M. (2010b), "Investigation of seismic behaviour of composite structures with concrete filled square steel tubular (CFSST) column by push-over and time-history analyses", Proceedings of the 4th International Conference on Steel Composite Structures, Sydney, Austrailia, July.
  9. Archana, M. and Geetha, M.K. (2015), "Object detection and tracking based on trajectory in broadcast tennis video", Procedia. Comput. Sci., 58, 225-232. https://doi.org/10.1016/j.procs.2015.08.060.
  10. Azimi, M., Mirjavadi, S.S., Shafiei, N. and Hamouda, A.M.S. (2016), "Thermo-mechanical vibration of rotating axially functionally graded nonlocal Timoshenko beam", Appl. Phys. A., 123(1), 104. https://doi.org/10.1007/s00339-016-0712-5.
  11. Azimi, M., Mirjavadi, S.S., Shafiei, N., Hamouda, A.M.S. and Davari, E. (2018), "Vibration of rotating functionally graded Timoshenko nano-beams with nonlinear thermal distribution", Mech. Adv. Mater. Struct., 25(6), 467-480. https://doi.org/10.1080/15376494.2017.1285455.
  12. Babenko, B., Yang, M.H. and Belongie, S. (2009), "Visual tracking with online multiple instance learning", Proceeding of the 2009 IEEE Conference on Computer Vision and Pattern Recognition, Florida, U.S.A., August. https://doi.org/10.1109/CVPR.2009.5206737.
  13. Bai, Y. and Tang, M. (2012), "Robust tracking via weakly supervised ranking SVM", Proceeding of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, Rhode Island, U.S.A., July.
  14. Bai, Y., Alzahrani, B., Baharom, S. and Habibi, M. (2020), "Semi-numerical simulation for vibrational responses of the viscoelastic imperfect annular system with honeycomb core under residual pressure", Eng. Comput., 1-26. https://doi.org/10.1007/s00366-020-01191-9.
  15. Birchfield, S.T. and Rangarajan, S. (2005), "Spatiograms versus histograms for region-based tracking", Proceeding of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, California, U.S.A., July.
  16. Cao, B., Gu, Y., Lv, Z., Yang, S., Zhao, J. and Li, Y. (2021a), "RFID reader anticollision based on distributed parallel particle swarm optimization", IEEE Int. Thin. J., 8(5), 3099-3107. https://doi.org/10.1109/JIOT.2020.3033473.
  17. 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 T. Netw. Sci. Eng., 8(4), 2756-2764. https://doi.org/10.1109/TNSE.2021.3057915.
  18. Cao, B., Zhang, W., Wang, X., Zhao, J., Gu, Y. and Zhang, Y. (2021c), "A memetic algorithm based on two_Arch2 for multi-depot heterogeneous-vehicle capacitated arc routing problem", Swarm. Evolution. Comput., 63, 100864. https://doi.org/10.1016/j.swevo.2021.100864.
  19. Cheshmeh, E., Karbon, M., Eyvazian, A., Jung, D.w., Habibi, M. and Safarpour, M. (2020), "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. https://doi.org/10.1080/15397734.2020.1744005.
  20. Dai, Z.C., Jiang, Z.Y., Zhang, L. and Habibi, M. (2021a), "Frequency characteristics and sensitivity analysis of a size-dependent laminated nanoshell", Adv. Nano. Res., 10(2), 175-189. https://doi.org/10.12989/anr.2021.10.2.175.
  21. Dai, Z.C., Zhang, L., Bolandi, S.Y. and Habibi, M. (2021b), "On the vibrations of the non-polynomial viscoelastic composite open-type shell under residual stresses", Compos. Struct., 263, 113599. https://doi.org/10.1016/j.compstruct.2021.113599.
  22. Dalal, N. and Triggs, B. (2005), "Histograms of oriented gradients for human detection", Procedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, California, U.S.A., July.
  23. Davoodnabi, S.M., Mirhosseini, S.M. and Shariati, M. (2021), "Analyzing shear strength of steel-concrete composite beam with angle connectors at elevated temperature using finite element method", Steel. Compos. Struct., 40(6), 853-868. https://doi.org/10.12989/scs.2021.40.6.853.
  24. Ding, L., Huang, L., Li, S., Gao, H., Deng, H., Li, Y. and Liu, G. (2020), "Definition and application of variable resistance coefficient for wheeled mobile robots on deformable terrain", IEEE T. Robot., 36(3), 894-909. https://doi.org/10.1109/TRO.2020.2981822.
  25. Ebrahimi, F. and Shafiei, N. (2016), "Application of Eringen's nonlocal elasticity theory for vibration analysis of rotating functionally graded nanobeams", Smart Struct. Syst.,17(5), 837-857. https://doi.org/10.12989/sss.2016.17.5.837.
  26. Ebrahimi, F. and Shafiei, N. (2017), "Influence of initial shear stress on the vibration behavior of single-layered graphene sheets embedded in an elastic medium based on Reddy's higher-order shear deformation plate theory", Mech. Adv. Mater. Struct., 24(9), 761-772. https://doi.org/10.1080/15376494.2016.1196781.
  27. Ebrahimi, F., Shafiei, N., Kazemi, M. and Mousavi Abdollahi, S.M. (2017), "Thermo-mechanical vibration analysis of rotating nonlocal nanoplates applying generalized differential quadrature method", Mech. Adv. Mater. Struct., 24(15), 1257-1273. https://doi.org/10.1080/15376494.2016.1227499.
  28. Ebrahimi, F., Mohammadi, K., Barouti, M.M. and Habibi, M. (2019), "Wave propagation analysis of a spinning porous graphene nanoplatelet-reinforced nanoshell", Wave. Random Complex.,1-27. ttps://doi.org/10.1080/17455030.2019.1694729.
  29. Ehyaei, J., Akbarshahi, A. and Shafiei, N. (2017), "Influence of porosity and axial preload on vibration behavior of rotating FG nanobeam", Adv. Nano Res., 5(2), 141-169. https://doi.org/10.12989/anr.2017.5.2.141.
  30. Fazaeli, A., Habibi, M. and Ekrami, A.A. (2016), "Finite element and experimental method for analyzing the effects of martensite morphologies on the formability of DP steels", Metall. Eng., 19(2), 84-93. https://doi.org/10.22076/ME.2017.41458.1064.
  31. Feng, S., Lu, H., Tian, P., Xue, Y., Lu, J., Tang, M. and Feng, W. (2020), "Analysis of microplastics in a remote region of the Tibetan Plateau: Implications for natural environmental response to human activities", Sci. Total Environ., 739, 140087. https://doi.org/10.1016/j.scitotenv.2020.140087.
  32. Gao, J., Li, P., Chen, Z. and Zhang, J. (2020), "A survey on deep learning for multimodal data fusion", Neural Comput., 32(5), 829-864. https://doi.org/10.1162/neco_a_01273.
  33. Ghabussi, A., Habibi, M., NoormohammadiArani, O., Shavalipour, A., Moayedi, H. and Safarpour, H. (2021), "Frequency characteristics of a viscoelastic graphene nanoplatelet-reinforced composite circular microplate", J. Vib. Control., 27(1-2), 101-118. https://doi.org/10.1177/1077546320923930.
  34. Ghadiri, M. and Shafiei, N. (2016a), "Nonlinear bending vibration of a rotating nanobeam based on nonlocal Eringen's theory using differential quadrature method", Microsyst. Technol., 22(12), 2853-2867. https://doi.org/10.1007/s00542-015-2662-9.
  35. Ghadiri, M. and Shafiei, N. (2016b), "Vibration analysis of a nano-turbine blade based on Eringen nonlocal elasticity applying the differential quadrature method", J. Vib. Control., 23(19), 3247-3265. https://doi.org/10.1177/1077546315627723.
  36. Ghadiri, M. and Shafiei, N. (2016c), "Vibration analysis of rotating functionally graded Timoshenko microbeam based on modified couple stress theory under different temperature distributions", Acta Adtronaut., 121, 221-240. https://doi.org/10.1016/j.actaastro.2016.01.003.
  37. Ghadiri, M., Hosseini, S.H.S. and Shafiei, N. (2016a), "A P. series for vibration of a rotating nanobeam with considering thermal effect", Mech. Adv. Mater. Struct., 23(12), 1414-1420. https://doi.org/10.1080/15376494.2015.1091527.
  38. Ghadiri, M., Shafiei, N. and Akbarshahi, A. (2016b), "Influence of thermal and surface effects on vibration behavior of nonlocal rotating Timoshenko nanobeam", Appl. Phys. A., 122(7), 673. https://doi.org/10.1007/s00339-016-0196-3.
  39. Ghadiri, M., Shafiei, N. and Alireza Mousavi, S. (2016c), "Vibration analysis of a rotating functionally graded tapered microbeam based on the modified couple stress theory by DQEM", Appl. Phys. A., 122(9), 837. https://doi.org/10.1007/s00339-016-0364-5.
  40. Ghadiri, M., Shafiei, N., Salekdeh, S.H., Mottaghi, P. and Mirzaie, T. (2016d), "Investigation of the dental implant geometry effect on stress distribution at dental implant-bone interface", J. Brazil. Soc. Mech. Sci. Eng., 38(2), 335-343. https://doi.org/10.1007/s40430-015-0472-8.
  41. Ghadiri, M., Mahinzare, M., Shafiei, N. and Ghorbani, K. (2017a), "On size-dependent thermal buckling and free vibration of circular FG Microplates in thermal environments", Microsyst. Technol., 23(10), 4989-5001. https://doi.org/10.1007/s00542-017-3308-x.
  42. Ghadiri, M., Shafiei, N. and Alavi, H. (2017b), "Thermo-Mech. vibration of orthotropic cantilever and propped cantilever nanoplate using generalized differential quadrature method", Mech. Adv. Mater. Struct., 24(8), 636-646. https://doi.org/10.1080/15376494.2016.1196770.
  43. Ghadiri, M., Shafiei, N. and Alavi, H. (2017c), "Vibration analysis of a rotating nanoplate using nonlocal elasticity theory", J. Solid. Mech., 9(2), 319-337. https://doi.org/10.20.1001.1.20083505.2017.9.2.8.5. https://doi.org/10.20.1001.1.20083505.2017.9.2.8.5
  44. Ghadiri, M., Shafiei, N. and Babaei, R. (2017d), "Vibration of a rotary FG plate with consideration of thermal and Coriolis effects", Steel. Compos. Struct., 25(2), 197-207. https://doi.org/10.12989/SCS.2017.25.2.197.
  45. Ghadiri, M., Shafiei, N. and Safarpour, H. (2017e), "Influence of surface effects on vibration behavior of a rotary functionally graded nanobeam based on Eringen's nonlocal elasticity", Microsyst. Technol., 23(4), 1045-1065. https://doi.org/10.1007/s00542-016-2822-6.
  46. Ghazanfari, A., Assempour, A., Habibi, M. and Hashemi, R. (2016), "Investigation on the effective range of the through thickness shear stress on forming limit diagram using a modified Marciniak-Kuczynski model", Modares. Mech. Eng., 16(1), 137-143.
  47. Ghazanfari, A., Soleimani, S.S., Keshavarzzadeh, M., Habibi, M., Assempuor, A. and Hashemi, R. (2020), "Prediction of FLD for sheet metal by considering through-thickness shear stresses", Mech. Based Des. Struct., 48(6), 755-772. https://doi.org/10.1080/15397734.2019.1662310.
  48. Girshick, R., Donahue, J., Darrell, T. and Malik, J. (2014), "Rich feature hierarchies for accurate object detection and semantic segmentation", Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Ohio, U.S.A., June.
  49. Grabner, H., Grabner, M. and Bischof, H. (2006), "Real-time tracking via on-line boosting", Bmvc, 1(5), 6.
  50. Gu, J., Wang, Z., Kuen, J., Ma, L., Shahroudy, A., Shuai, B., Liu, T., Wang, X., Wang, G. and Cai, J. (2018), "Recent advances in convolutional neural networks", Pattern. Recogn., 77, 354-377. https://doi.org/10.1016/j.patcog.2017.10.013.
  51. Guo, J.L., Baharvand, A., Tazeddinova, D., Habibi, M., Safarpour, H., Roco-Videla, A. and Selmi, A. (2021a), "An Intel. Comp. method for vibration responses of the spinning multi-layer symmetric nanoSys. using multi-physics modeling", Eng. Comput., 1-22. https://doi.org/10.1007/s00366-021-01433-4.
  52. Guo, Y., Mi, H.L. and Habibi, M. (2021b), "ElectroMech. energy absorption, resonance frequency, and low-velocity impact analysis of the piezoelectric doubly curved system", Mech. Syst. Signal Pr., 157, 107723. https://doi.org/10.1016/j.ymssp.2021.107723.
  53. Habibi, M., Hashemi, R., Sadeghi, E., Fazaeli, A., Ghazanfari, A. and Lashini, H. (2016), "Enhancing the mechanical properties and formability of low carbon steel with dual-phase microstructures", J. Mater. Eng. Perform., 25(2), 382-389. https://doi.org/10.1007/s11665-016-1882-1.
  54. Habibi, M., Hashemi, R., Ghazanfari, A., Naghdabadi, R. and Assempour, A. (2018a), "Forming limit diagrams by including the M-K model in finite element simulation considering the effect of bending", Proceedings of the Institution of Mechanical Engineers, Part L: Journal of Materials: Design and Applications, 232(8), 625-636. https://doi.org/10.1177/1464420716642258.
  55. Habibi, M., Hashemi, R., Tafti, M.F. and Assempour, A. (2018b), "Experimental investigation of Mech. properties, formability and forming limit diagrams for tailor-welded blanks produced by friction stir welding", J. Manuf. Proc., 31, 310-323. https://doi.org/10.1016/j.jmapro.2017.11.009.
  56. Hager, G.D. and Belhumeur, P.N. (1998), "Efficient region tracking with parametric models of geometry and illumination", IEEE T. Pattern. Anal., 20(10), 1025-1039. https://doi.org/10.1109/34.722606.
  57. Hashemi, H.R., Alizadeh, 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. https://doi.org/10.1080/17455030.2019.1662968.
  58. Hashmi, M.F. and Keskar, A.G. (2012), "Analysis and monitoring of a high density traffic flow at T-intersection using statistical Comp. Vis. based approach", Proceedings of the 2012 12th International Conference on Intelligent Systems Design and Applications, Kochi, India, January. https://doi.org/10.1109/ISDA.2012.6416512.
  59. He, R., Yang, B., Sang, N., Yu, Y., Bai, G. and Li, J. (2015), "Integral region-based covariance tracking with occlusion detection", Multimed. Tools. Appl., 74(6), 2157-2178. https://doi.org/10.1007/s11042-013-1797-x.
  60. He, S., Guo, F. and Zou, Q.J.C.B. (2020), "MRMD2. 0: a python tool for machine learning with feature ranking and reduction", Ingenta. Connect., 15(10), 1213-1221. https://doi.org/10.2174/1574893615999200503030350.
  61. He, X., Ding, J., Habibi, M., Safarpour, H. and Safarpour, M. (2021), "Non-polynomial framework for bending responses of the multi-scale hybrid laminated nanocomposite reinforced circular/annular plate", Thin Wall. Struct., 166, 108019. https://doi.org/10.1016/j.tws.2021.108019.
  62. Hernandez-Garcia, A. and Konig, P. (2018), "Do deep nets really need weight decay and dropout?", arXiv preprint arXiv:1802.07042.
  63. Hosseini, S., Habibi, M. and Assempour, A. (2018), "Experimental and numerical determination of forming limit diagram of steel-copper two-layer sheet considering the interface between the layers", Modares Mech. Eng., 18(6), 174-181. https://doi.org/20.1001.1.10275940.1397.18.6.33.0.
  64. Hou, F.X., Wu, S.B., Moradi, Z. and Shafiei, N. (2021), "The computational modeling for the static analysis of axially functionally graded micro-cylindrical imperfect beam applying the compter simulation", Eng. Comput., 1-19. https://doi.org/10.1007/s00366-021-01456-x.
  65. Huang, X., Hao, H., Oslub, K., Habibi, M. and Tounsi, A. (2021a), "Dynamic stability/instability simulation of the rotary size-dependent functionally graded microsystem", Eng. Comput., 1-17. https://doi.org/10.1007/s00366-021-01399-3.
  66. Huang, X.P., Zhang, Y.M., Moradi, Z. and Shafiei, N. (2021b), "Comuter 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. https://doi.org/10.1007/s00366-021-01395-7.
  67. Huang, X.P., Zhu, Y.F., Vafaei, P., Moradi, Z. and Davoudi, M. (2021c), "An iterative simulation algorithm for large oscillation of the applicable 2D-electrical system on a complex nonlinear substrate", Eng. Comput., 1-13. https://doi.org/10.1007/s00366-021-01320-y.
  68. Huo, J., Zhang, G., Ghabussi, A. and Habibi, M. (2021), "Bending analysis of FG-GPLRC axisymmetric circular/annular sector plates by considering elastic foundation and horizontal friction force using 3D-poroelasticity theory", Compos. Struct., 276, 114438. https://doi.org/10.1016/j.compstruct.2021.114438.
  69. Jia, Z.Y. and Zhao, L. (2010), "Comprehensive evaluation of P. quality based on the model of entropy weight and unascertained measure", Power. Syst. Protect. Control., 38(15), 33-37.
  70. Jia, X., Lu, H. and Yang, M.H. (2012), "Visual tracking via adaptive structural local sparse appearance model", Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, Rhode Island, U.S.A., June. https://doi.org/10.1109/CVPR.2012.6247880.
  71. Jiang, Y. and Li, X. (2021), "Broadband cancellation method in an adaptive co-site interference cancellation system", Int. J. Electron., 1-21. https://doi.org/10.1080/00207217.2021.1941295.
  72. 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. https://doi.org/10.1007/s00366-021-01391-x.
  73. Kalal, Z., Mikolajczyk, K. and Matas, J. (2011), "Tracking-learning-detection", IEEE T. Pattern. Anal., 34(7), 1409-1422. https://doi.org/10.1109/TPAMI.2011.239.
  74. Katebi, J., Shoaei-parchin, M., Shariati, M., Trung, N.-T. and Khorami, M. (2019), "Developed comparative analysis of metaheuristic optimization algorithms for optimal active control of structures", Eng. Comput., 1-20. https://doi.org/10.1007/s00366-019-00780-7.
  75. Khanouki, M.M.A., Ramli Sulong, N.H., Shariati, M. and Tahir, M.M. (2016), "Investigation of through beam connection to concrete filled circular St. tube (CFCST) column", J. Constr. Steel. Res., 121, 144-162. https://doi.org/10.1016/j.jcsr.2016.01.002.
  76. Khorami, M., Khorami, M., Alvansazyazdi, M., Shariati, M., Zandi, Y., Jalali, A. and Tahir, M.M. (2017a), "Seismic performance evaluation of buckling restrained braced frames (BRBF) using incremental nonlinear dynamic analysis method (IDA)", Earthq. Struct., 13(6), 531-538. https://doi.org/10.12989/eas.2017.13.6.531.
  77. Khorami, M., Khorami, M., Motahar, H., Alvansazyazdi, M., Shariati, M., Jalali, A. and Tahir, M.M. (2017b), "Evaluation of the seismic performance of special moment frames using incremental nonlinear dynamic analysis", Struct. Eng. Mech., 63(2), 259-268. https://doi.org/10.12989/sem.2017.63.2.259.
  78. Khorramian, K., Maleki, S., Shariati, M., Jalali, A. and Tahir, M.M. (2017), "Numerical analysis of tilted angle shear connectors in steel-concrete composite systems", Steel. Compos. Struct., 23(1), 67-85. https://doi.org/10.12989/scs.2017.23.1.067.
  79. Krizhevsky, A., Sutskever, I. and Hinton, G.E. (2012), "Imagenet classification with deep convolutional neural networks", Adv. Neural Inform. Proc. Syst., 25, 1097-1105.
  80. Li, J., Tang, F. and Habibi, M. (2020a), "Bi-directional thermal buckling and resonance frequency characteristics of a GNP-reinforced composite nanostructure", Eng. Comput., 1-22. https://doi.org/10.1007/s00366-020-01110-y.
  81. Li, Y., Li, S., Guo, K., Fang, X. and Habibi, M. (2020b), "On the modeling of bending responses of graphene-reinforced higher order annular plate via two-dimensional continuum mechanics approach", Eng. Comput., 1-22. https://doi.org/10.1007/s00366-020-01166-w.
  82. Li, B., Yang, J., Yang, Y., Li, C. and Zhang, Y. (2021), "Sign language/gesture recognition based on cumulative distribution density features using UWB radar", IEEE T. Instum. Meas., 70, 1-13. https://doi.org/10.1109/TIM.2021.3092072.
  83. Lin, J., Li, T., Zhao, Z., Zheng, W. and Liu, T. (2012), "Assessment on power system black-start schemes based on entropy-weighted fuzzy comprehensive evaluation model", Power Syst. Technol., 36(2), 115-120.
  84. Liu, Z., Su, S.L., Xi, D.R. and Habibi, M. (2020a), "Vibrational responses of a MHC viscoelastic thick annular plate in thermal environment using GDQ method", Mech. Based Des. Struct., 1-26. https://doi.org/10.1080/15397734.2020.1784201.
  85. Liu, Z.F., Wu, X.Y., Yu, M. and Habibi, M. (2020b), "Large-amplitude dynamical behavior of multilayer graphene platelets reinforced nanocomposite annular plate under thermo-mechanical loadings loadings", Mech. Based Des. Struct., 1-25. https://doi.org/10.1080/15397734.2020.1815544.
  86. Liu, F., Zhang, G. and Lu, J. (2021a), "Multisource heterogeneous unsupervised domain adaptation via fuzzy relation neural networks", IEEE T. Fuzzy Syst., 29(11), 3308-3322. https://doi.org/10.1109/TFUZZ.2020.3018191.
  87. Liu, H., Shen, S., Oslub, K., Habibi, M. and Safarpour, H. (2021b), "Amplitude motion and frequency simulation of a composite viscoelastic microsystem within modified couple stress elasticity", Eng. Comput., 1-15. https://doi.org/10.1007/s00366-021-01316-8.
  88. Liu, H., Zhao, Y., Pishbin, M., Habibi, M., Bashir, M.O. and Issakhov, A. (2021c), "A comprehensive mathematical simulation of the composite size-dependent rotary 3D microsystem via two-dimensional generalized differential quadrature method", Eng. Comput., 1-16. https://doi.org/10.1007/s00366-021-01419-2.
  89. Liu, R., Wang, X., Lu, H., Wu, Z., Fan, Q., Li, S. and Jin, X. (2021d), "SCCGAN: Style and characters inpainting based on CGAN", Mobile. Netw. Appl., 26(1), 3-12. https://doi.org/10.1007/s11036-020-01717-x.
  90. Liu, Y., Wang, W.Q., He, T., Moradi, Z. and Benitez, M.L.A. (2021e), "On the modelling of the vibration behaviors via discrete singular convolution method for a high-order sector annular system", Eng. Comput., 1-23. https://doi.org/10.1007/s00366-021-01454-z.
  91. Lv, Z., Qiao, L., Singh, A.K., Wang, Q. and Applications (2021), "Fine-grained visual computing based on deep learning", 17(1s), 1-19. https://doi.org/10.1145/3418215.
  92. Ma, L.H., Liu, X.L. and Moradi, Z. (2021a), "On the chaotic behavior of graphene-reinforced annular systems under harmonic excitation", Eng. Comput., 1-25. https://doi.org/10.1007/s00366-020-01210-9.
  93. Ma, Z., Zheng, W., Chen, X. and Yin, L. (2021b), "Joint embedding VQA model based on dynamic word vector", Peer. J. Comput. Sci., 7(e353). https://doi.org/10.7717/peerj-cs.353.
  94. Mansouri, I., Safa, M., Ibrahim, Z., Kisi, O., Tahir, M.M., Baharom, S. and Azimi, M. (2016), "Strength prediction of rotary brace damper using MLR and MARS", Struct. Eng. Mech., 60(3), 471-488. https://doi.org/10.12989/sem.2016.60.3.471.
  95. Matthews, L., Ishikawa, T. and Baker, S. (2004), "The template update problem", IEEE T. Pattern. Anal., 26(6), 810-815. https://doi.org/10.1109/TPAMI.2004.16.
  96. Mei, X., Ling, H., Wu, Y., Blasch, E. and Bai, L. (2011), "Minimum error bounded efficient l1 tracker with occlusion detection", Proceeding of the Conference on Computer Vision and Pattern Recognition, Colorado, U.S.A., June. https://doi.org/10.1109/CVPR.2011.5995421.
  97. Milovancevic, M., Marinovic, J.S., Nikolic, J., Kitic, A., Shariati, M., Trung, N.T., Wakil, K. and Khorami, M. (2019), "UML diagrams for dynamical monitoring of rail vehicles", Physica A, 531, 121169. https://doi.org/10.10.1016/j.physa.2019.121169.
  98. Mirjavadi, S.S., Afshari, B.M., Shafiei, N., Hamouda, A.M.S., and Kazemi, M. (2017a), "Thermal vibration of two-dimensional functionally graded (2D-FG) porous Timoshenko nanobeams", Steel. Compos. Struct., 25(4), 415-426. https://doi.org/10.12989/scs.2017.25.4.415.
  99. Mirjavadi, S.S., Matin, A., Shafiei, N., Rabby, S. and Mohasel Afshari, B. (2017b), "Thermal buckling behavior of two-dimensional imperfect functionally graded microscale-tapered porous beam", J. Therm. Stress., 40(10), 1201-1214. https://doi.org/10.1080/01495739.2017.1332962.
  100. Mirjavadi, S.S., Mohasel Afshari, B., Shafiei, N., Rabby, S. and Kazemi, M. (2017c), "Effect of temperature and porosity on the vibration behavior of two-dimensional functionally graded micro-scale Timoshenko beam", J. Vib. Control., 24(18), 4211-4225. https://doi.org/10.1177/1077546317721871.
  101. Mirjavadi, S.S., Rabby, S., Shafiei, N., Afshari, B.M. and Kazemi, M. (2017d), "On size-dependent free vibration and thermal buckling of axially functionally graded nanobeams in thermal environment", Appl. Phys. A., 123(5), 315. https://doi.org/10.1007/s00339-017-0918-1.
  102. Moayedi, H., Aliakbarlou, H., Jebeli, M., Noormohammadiarani, O., Habibi, M., Safarpour, H. and Foong, L. (2020a), "Thermal buckling responses of a graphene reinforced composite micropanel structure", Int. J. Appl. Mech., 12(1), 2050010. https://doi.org/10.1142/S1758825120500106.
  103. Moayedi, H., Darabi, R., Ghabussi, A., Habibi, M. and Foong, L.K. (2020b), "Weld orientation effects on the formability of tailor welded thin steel sheets", Thin Wall. Struct., 149, 106669. https://doi.org/10.1016/j.tws.2020.106669.
  104. Moayedi, H., Ebrahimi, F., Habibi, M., Safarpour, H. and Foong, L.K. (2020c), "Application of nonlocal strain-stress gradient theory and GDQEM for thermo-vibration responses of a laminated composite nanoshell", Eng. Comput., 1-16. https://doi.org/10.1007/s00366-020-01002-1.
  105. Mohammadhassani, M., Nezamabadi-Pour, H., Suhatril, M. and Shariati, M. (2013), "Identification of a suitable ANN architecture in predicting strain in tie section of concrete deep beams", Struct. Eng. Mech., 46(6), 853-868. https://doi.org/10.12989/sem.2013.46.6.853.
  106. Mohammadhassani, M., Nezamabadi-pour, H., Suhatril, M. and Shariati, M. (2014), "An evolutionary fuzzy modelling approach and comparison of different methods for shear strength prediction of high-strength concrete beams without stirrups", Smart Struct. Syst., 14(5), 785-809. https://doi.org/10.12989/sss.2014.14.5.785.
  107. Mojtaba, D. (2011), "A new finite element investigation on pre-bent steel strips as damper for vibration control", Int. J. Phys. Sci., 6(36), 8044-8050. https://doi.org/10.5897/ijps11.1585.
  108. 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. https://doi.org/10.1080/17455030.2021.1926572.
  109. Naghipour, M., Yousofizinsaz, G. and Shariati, M. (2020), "Experimental study on axial compressive behavior of welded built-up CFT stub columns made by cold-formed sections with different welding lines", Steel. Compos. Struct., 34(3), 347-359. https://doi.org/10.12989/scs.2020.34.3.347.
  110. Najaafi, N., Jamali, M., Habibi, M., Sadeghi, S., Jung, D.W. and Nabipour, N. (2021), "Dynamic instability responses of the subStr. living biological cells in the cytoplasm environment using stress-strain size-dependent theory", J. Biomol. Struct. Dyn., 39(7), 2543-2554. https://doi.org/10.1080/07391102.2020.1751297.
  111. Nangreave, J., Yan, H. and Liu, Y. (2011), "DNA nanostructures as models for evaluating the role of enthalpy and entropy in polyvalent binding", J. Am. Chem. Soc., 133(12), 4490-4497. https://doi.org/10.1021/ja1103298.
  112. Nosrati, A., Zandi, Y., Shariati, M., Khademi, K., Aliabad, M.D., Marto, A., Mu'azu, M., Ghanbari, E., Mandizadeh, M.B., Shariati, A. and Khorami, M. (2018), "Portland cement Str. and its major oxides and fineness", Smart Struct. Syst., 22(4), 425-432. https://doi.org/10.12989/sss.2018.22.4.425.
  113. 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 micro-tubes", Sci. Rep., 10(1), 1-19. https://doi.org/10.1038/s41598-020-61855-w.
  114. Pan, S.J. and Yang, Q. (2010), "A survey on transfer learning ieee transactions on knowledge and data engineering", IEEE T. Knowl. Data Eng., 22(10), 1345. https://doi.org/10.1109/TKDE.2009.191.
  115. Park, D.W., Kwon, J. and Lee, K.M. (2012), "Robust visual tracking using autoregressive hidden Markov model", Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition., Rhode Island, U.S.A., June. https://doi.org/10.1109/CVPR.2012.6247898.
  116. Peng, D.P., Chen, S., Darabi, R., Ghabussi, A. and Habibi, M. (2021), "Prediction of the bending and out-of-plane loading effects on formability response of the steel sheets", Arch. Civil. Mech. Eng., 21(2), 1-13. https://doi.org/10.1007/s43452-021-00227-1.
  117. Perez, P., Hue, C., Vermaak, J. and Gangnet, M. (2002), "Color-based probabilistic tracking", Proceeding of the European Conference on Computer Vision, Berlin, Germany, April. https://doi.org/10.1007/3-540-47969-4_44.
  118. Porikli, F., Tuzel, O. and Meer, P. (2006), "Covariance tracking using model update based on lie algebra", Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, New York, U.S.A., June. https://doi.org/10.1109/CVPR.2006.94.
  119. Ren, S., He, K., Girshick, R. and Sun, J. (2015), "Faster r-cnn: Towards real-time object detection with region proposal networks", arXiv preprint arXiv:1506.01497.
  120. Rublee, E., Rabaud, V., Konolige, K. and Bradski, G. (2011), "ORB: An efficient alternative to SIFT or SURF", Proceedings of the 2011 International Conference on Computer Vision, Barcelona, Spain, November. https://doi.org/10.1109/ICCV.2011.6126544.
  121. Sadeghipour Chahnasir, E., Zandi, Y., Shariati, M., Dehghani, E., Toghroli, A., Mohamed, E.T., Shariati, A., Safa, M., Wakil, K. and Khorami, M. (2018), "Application of support vector machine with firefly algorithm for investigation of the factors affecting the shear strength of angle shear connectors", Smart Struct. Syst., 22(4), 413-424. http://doi.org/10.12989/sss.2018.22.4.413.
  122. Safa, M., Shariati, M., Ibrahim, Z., Toghroli, A., Bin Baharom, S., Nor, N.M. and Petkovic, D. (2016), "Potential of adaptive neuro fuzzy inference system for evaluating the factors affecting steel-concrete composite beam's shear strength", Steel. Compos. Struct., 21(3), 679-688. https://doi.org/10.12989/scs.2016.21.3.679.
  123. 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. https://doi.org/10.1016/j.physa.2019.124046.
  124. Sajedi, F. and Shariati, M. (2019), "Behavior study of NC and HSC RCCs confined by GRP casing and CFRP wrapping", Steel. Compos. Struct., 30(5), 417-432. https://doi.org/10.12989/scs.2019.30.5.417.
  125. Sedghi, Y., Zandi, Y., Shariati, M., Ahmadi, E., Azar, V.M., Toghroli, A., Safa, M., Mohamad, E.T., Khorami, M. and Wakil, K. (2018), "Application of ANFIS technique on performance of C and L shaped angle shear connectors", Smart Struct. Syst., 22(3), 335-340. https://doi.org/10.12989/sss.2018.22.3.335.
  126. Shafiei, N., Kazemi, M. and Ghadiri, M. (2016a), "Comparison of modeling of the rotating tapered axially functionally graded Timoshenko and Euler-Bernoulli microbeams", Physica E, 83, 74-87. https://doi.org/10.1016/j.physe.2016.04.011.
  127. Shafiei, N., Kazemi, M. and Ghadiri, M. (2016b), "Nonlinear vibration behavior of a rotating nanobeam under thermal stress using Eringen's nonlocal elasticity and DQM", Appl. Phys. A., 122(8), 728. https://doi.org/10.1007/s00339-016-0245-y.
  128. Shafiei, N., Kazemi, M. and Ghadiri, M. (2016c), "Nonlinear vibration of axially functionally graded tapered microbeams", Int. J. Eng. Sci., 102, 12-26. https://doi.org/10.1016/j.ijengsci.2016.02.007.
  129. Shafiei, N., Kazemi, M. and Ghadiri, M. (2016d), "On size-dependent vibration of rotary axially functionally graded microbeam", Int. J. Eng. Sci., 101, 29-44. https://doi.org/10.1016/j.ijengsci.2015.12.008.
  130. Shafiei, N., Kazemi, M., Safi, M. and Ghadiri, M. (2016e), "Nonlinear vibration of axially functionally graded non-uniform nanobeams", Int. J. Eng. Sci., 106, 77-94. https://doi.org/10.1016/j.ijengsci.2016.05.009.
  131. Shafiei, N., Mousavi, A. and Ghadiri, M. (2016f), "On size-dependent nonlinear vibration of porous and imperfect functionally graded tapered microbeams", Int. J. Eng. Sci., 106, 42-56. https://doi.org/10.1016/j.ijengsci.2016.05.007.
  132. Shafiei, N., Mousavi, A. and Ghadiri, M. (2016g), "Vibration behavior of a rotating non-uniform FG microbeam based on the modified couple stress theory and GDQEM", Compos. Struct., 149, 157-169. https://doi.org/10.1016/j.compstruct.2016.04.024.
  133. Shafiei, N. and Kazemi, M. (2017a), "Buckling analysis on the bi-dimensional functionally graded porous tapered nano-/micro-scale beams", Aerosp. Sci. Technol., 66, 1-11. https://doi.org/10.1016/j.aMech.2017.02.019.
  134. Shafiei, N. and Kazemi, M. (2017b), "Nonlinear buckling of functionally graded nano-/micro-scaled porous beams", Compos. Struct., 178, 483-492. https://doi.org/10.1016/j.compstruct.2017.07.045.
  135. Shafiei, N., Ghadiri, M., Makvandi, H. and Hosseini, S.A. (2017a), "Vibration analysis of Nano-Rotor's Blade applying Eringen nonlocal elasticity and generalized differential quadrature method", Appl. Math. Model., 43, 191-206. https://doi.org/10.1016/j.apm.2016.10.061.
  136. Shafiei, N., Kazemi, M. and Fatahi, L. (2017b), "Transverse vibration of rotary tapered microbeam based on modified couple stress theory and generalized differential quadrature element method", Mech. Adv. Mater. Struct., 24(3), 240-252. https://doi.org/10.1080/15376494.2015.1128025.
  137. Shafiei, N., Mirjavadi, S.S., Afshari, B.M., Rabby, S. and Hamouda, A.M.S. (2017c), "Nonlinear thermal buckling of axially functionally graded micro and nanobeams", Compos. Struct., 168, 428-439. https://doi.org/10.1016/j.compstruct.2017.02.048.
  138. Shafiei, N., Mirjavadi, S.S., MohaselAfshari, B., Rabby, S. and Kazemi, M. (2017d), "Vibration of two-dimensional imperfect functionally graded (2D-FG) porous nano-/micro-beams", Comput. Meth. Appl. Mech. Eng., 322, 615-632. https://doi.org/10.1016/j.cma.2017.05.007.
  139. Shafiei, N. and She, G.L. (2018), "On vibration of functionally graded nano-tubes in the thermal environment", Int. J. Eng. Sci., 133, 84-98. https://doi.org/10.1016/j.ijengsci.2018.08.004.
  140. Shafiei, N., Ghadiri, M. and Mahinzare, M. (2019), "Flapwise bending vibration analysis of rotary tapered functionally graded nanobeam in thermal environment", Mech. Adv. Mater. Struct., 26(2), 139-155. https://doi.org/10.1080/15376494.2017.1365982.
  141. Shafiei, N., Hamisi, M. and Ghadiri, M. (2020), "Vibration analysis of rotary tapered axially functionally graded Timoshenko nanobeam in thermal environment", J. Solid. Mech., 12(1), 16-32. https://doi.org/10.22034/JSM.2019.563759.1273.
  142. Shah, S.N.R., Sulong, N.H.R., Jumaat, M.Z. and Shariati, M. (2016a), "State-of-the-art review on the design and performance of steel pallet rack connections", Eng. Fail. Anal., 66, 240-258. https://doi.org/10.1016/j.engfailanal.2016.04.017.
  143. Shah, S.N.R., Sulong, N.H.R., Khan, R., Jumaat, M.Z. and Shariati, M. (2016b), "Behavior of Industrial St. Rack Connections", Mech. Syst. Signal Pr., 70-71, 725-740. https://doi.org/10.1016/j.ymssp.2015.08.026.
  144. Shahabi, S.E.M., Sulong, N.H.R., Shariati, M., Mohammadhassani, M. and Shah, S.N.R. (2016), "Numerical analysis of channel connectors under fire and a comparison of performance with different types of shear connectors subjected to fire", Steel. Compos. Struct., 20(3), 651-669. https://doi.org/10.12989/scs.2016.20.3.651.
  145. Shahin, A.I., Guo, Y., Amin, K.M. and Sharawi, A.A. (2019), "White blood cells identification system based on convolutional deep neural learning networks", Comput. Meth. Prog. Bio., 168, 69-80. https://doi.org/10.1016/j.cmpb.2017.11.015.
  146. Shao, Y.H., Zhao, Y., Gao, J. and Habibi, M. (2021), "Energy absorption of the strengthened viscoelastic multi-curved composite panel under friction force", Arch. Civil. Mech. Eng., 21(4), 1-29. https://doi.org/10.1007/s43452-021-00279-3.
  147. Shariati, M., Ramli-Sulong, N.H., Arabnejad, K.H.M.M., Shafigh, P. and Sinaei, H. (2011a), "Assessing the strength of reinforced concrete structures through ultrasonic pulse velocity and schmidt rebound hammer tests", Sci. Res. Essays, 6(1), 213-220. https://doi.org/10.5897/SRE10.879.
  148. Shariati, M., Ramli Sulong, N.H., Arabnejad Khanouki, M.M. and Shariati, A. (2011b), "Experimental and numerical investigations of channel shear connectors in high strength concrete", Proceedings of the 2011 World Congress on Advances in Structural Engineering and Mechanics (ASEM'11+), Seoul, South Korea, September.
  149. Shariati, M., Sulong, N.H.R. and Khanouki, M.M.A. (2012a), "Experimental assessment of channel shear connectors under monotonic and fully reversed cyclic loading in high strength concrete", Mater. Des., 34, 325-331. https://doi.org/10.1016/j.matdes.2011.08.008.
  150. Shariati, M., Sulong, N.H.R., Suhatril, M., Shariati, A., Khanouki, M.M.A. and Sinaei, H. (2012b), "Behaviour of C-shaped angle shear connectors under monotonic and fully reversed cyclic loading: An experimental study", Mater. Des., 41, 67-73. https://doi.org/10.1016/j.matdes.2012.04.039.
  151. Shariati, M., Sulong, N.H.R., Suhatril, M., Shariati, A., Khanouki, M.M.A. and Sinaei, H. (2013), "Comparison of behaviour between channel and angle shear connectors under monotonic and fully reversed cyclic loading", Constr. Build. Mater., 38, 582-593. https://doi.org/10.1016/j.conbuildmat.2012.07.050.
  152. Shariati, A., Shariati, M., Sulong, N.H.R., Suhatril, M., Khanouki, M.M.A. and Mahoutian, M. (2014), "Experimental assessment of angle shear connectors under monotonic and fully reversed cyclic loading in high strength concrete", Constr. Build. Mater., 52, 276-283. https://doi.org/10.1016/j.conbuildmat.2013.11.036.
  153. 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 the 5th International Conference on Advances in Civil, Structural and Mechanical Engineering-CSM, Zurich, Switzerland, September.
  154. Shariati, M., Tahir, M.M., Wee, T.C., Shah, S.N.R., Jalali, A., Abdullahi, M.M. and Khorami, M. (2018), "Experimental investigations on monotonic and cyclic behavior of steel pallet rack connections", Eng. Fail. Anal., 85, 149-166. https://doi.org/10.1016/j.engfailanal.2017.08.014.
  155. Shariati, M., Faegh, S.S., Mehrabi, P., Bahavarnia, S., Zandi, Y., Masoom, D.R., Toghroli, A., Trung, N.T. and Salih, M.N.A. (2019a), "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.
  156. Shariati, M., Mafipour, M.S., Mehrabi, P., Bahadori, A., Zandi, Y., Salih, M.N.A., Nguyen, H., Dou, J., Song, X. and Poi-Ngian, S. (2019b), "Application of a Hybrid Artificial Neural Network-Particle Swarm Optimization (ANN-PSO) model in behavior prediction of channel shear connectors embedded in normal and high-strength concrete", Appl. Sci., 9(24), 5534. https://doi.org/10.3390/app9245534.
  157. Shariati, M., Mafipour, M.S., Mehrabi, P., Zandi, Y., Dehghani, D., Bahadori, A., Shariati, A., Trung, N.T., Salih, M.N.A. and Poi-Ngian, S. (2019c), "Application of Extreme Learning Machine (ELM) and Genetic Programming (GP) to design steel-concrete composite floor systems at elevated temperatures", Steel. Compos. Struct., 33(3), 319-332. https://doi.org/10.12989/scs.2019.33.3.319.
  158. Shariati, M., Rafie, S., Zandi, Y., Fooladvand, R., Gharehaghaj, B., Mehrabi, P., Shariat, A., Trung, N.T., Salih, M.N.A. and PoiNgian, S. (2019d), "Experimental investigation on the effect of cementitious materials on fresh and mechanical properties of self-consolidating concrete", Adv. Concrete. Constr., 8(3), 225-237. https://doi.org/10.12989/acc.2019.8.3.225.
  159. Shariati, M., Trung, N.T., Wakil, K., Mehrabi, P., Safa, M. and Khorami, M. (2019e), "Moment-rotation estimation of St. rack connection using extreme learning machine", Steel. Compos. Struct., 31(5), 427-435. https://doi.org/10.12989/scs.2019.31.5.427.
  160. Shariati, A., Jung, D.W., Mohammad-Sedighi, H., Zur, K.K., Habibi, M. and Safa, M. (2020a), "On the vibrations and stability of moving viscoelastic axially functionally graded nanobeams", Material, 13(7), 1707. https://doi.org/10.3390/ma13071707.
  161. Shariati, A., Jung, D.W., 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. https://doi.org/10.3390/sym12040586.
  162. Shariati, M., Lagzian, M., Maleki, S., Shariati, A. and Trung, N.T. (2020c), "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.
  163. Shariati, M., Mafipour, M.S., Ghahremani, B., Azarhomayun, F., Ahmadi, M., Trung, N.T. and Shariati, A. (2020d), "A novel Hyb. extreme learning machine-grey wolf optimizer (ELM-GWO) model to predict compressive strength of concrete with partial replacements for cement", Eng. Comput., 1-23. https://doi.org/10.1007/s00366-020-01081-0.
  164. Shariati, M., Mafipour, M.S., Haido, J.H., Yousif, S.T., Toghroli, A., Trung, N.T. and Shariati, A. (2020e), "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), 155-170. https://doi.org/10.12989/scs.2020.34.1.155.
  165. Shariati, M., Mafipour, M.S., Mehrabi, P., Ahmadi, M., Wakil, K., Trung, N.T. and Toghroli, A. (2020f), "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.
  166. Shariati, M., Mafipour, M.S., Mehrabi, P., Shariati, A., Toghroli, A., Trung, N.T. and Salih, M.N. (2020g), "A novel approach to predict shear strength of tilted angle connectors using artificial intelligence techniques", Eng. Comput., 1-21. https://doi.org/10.1007/s00366-019-00930-x.
  167. Shariati, M., Naghipour, M., Yousofizinsaz, G., Toghroli, A. and Tabarestani, N.P. (2020h), "Numerical study on the axial compressive behavior of built-up CFT columns considering different welding lines", Steel. Compos. Struct., 34(3), 377-391. https://doi.org/10.12989/scs.2020.34.3.377.
  168. Shariati, A., Habibi, M., Tounsi, A., Safarpour, H. and Safa, M. (2021a), "Application of exact continuum size-dependent theory for stability and frequency analysis of a curved cantilevered microtubule by considering viscoelastic properties", Eng. Comput., 37(4), 3629-3648. https://doi.org/10.1007/s00366-020-01024-9.
  169. Shariati, M., Davoodnabi, S.M., Toghroli, A., Kong, Z.Y. and Shariati, A. (2021b), "Hybridization of metaheuristic algorithms with adaptive neuro-fuzzy inference system to predict load-slip behavior of angle shear connectors at elevated temperatures", Compos. Struct., 278, 114524. https://doi.org/10.1016/j.compstruct.2021.114524.
  170. Shi, X.F., Li, J.Y. and Habibi, M. (2020), "On the statics and dynamics of an electro-thermo-mechanically porous GPLRC nanoshell conveying fluid flow", Mech. Based Des. Struct., 1-37. https://doi.org/10.1080/15397734.2020.1772088.
  171. Shivanian, E., Ghadiri, M. and Shafiei, N. (2017), "Influence of size effect on flapwise vibration behavior of rotary microbeam and its analysis through spectral meshless radial point interpolation", Appl. Phys. A., 123(5), 329. https://doi.org/10.1007/s00339-017-0955-9.
  172. Simonyan, K. and Zisserman, A. (2014), "Very deep convolutional networks for large-scale image recognition", arXiv preprint arXiv:1409.1556.
  173. Sinaei, H., Jumaat, M.Z. and Shariati, M. (2011), "Numerical investigation on exterior reinforced concrete Beam-Column joint strengthened by composite fiber reinforced polymer (CFRP)", Int. J. Phys. Sci., 6(28), 6572-6579. https://doi.org/10.5897/IJPS11.1225.
  174. Sinaei, H., Shariati, M., Abna, A.H., Aghaei, M. and Shariati, A. (2012), "Evaluation of reinforced concrete beam behaviour using finite element analysis by ABAQUS", Sci. Res. Essays, 7(21), 2002-2009. https://doi.org/10.5897/SRE11.1393.
  175. Toghroli, A., Mohammadhassani, M., Suhatril, M., Shariati, M. and Ibrahim, Z. (2014), "Prediction of shear capacity of channel shear connectors using the ANFIS model", Steel. Compos. Struct., 17(5), 623-639. http://doi.org/10.12989/scs.2014.17.5.623.
  176. Toghroli, A., Suhatril, M., Ibrahim, Z., Safa, M., Shariati, M. and Shamshirband, S. (2016), "Potential of soft computing approach for evaluating the factors affecting the capacity of steel-concrete composite beam", J. Intell. Manuf., 29(8), 1793-1801. https://doi.org/10.1007/s10845-016-1217-y.
  177. Trung, N.T., Alemi, N., Haido, J.H., Shariati, M., Baradaran, S. and Yousif, S.T. (2019a), "Reduction of cement consumption by producing smart green concretes with natural zeolites", Smart Struct. Syst., 24(3), 415-425. https://doi.org/10.12989/sss.2019.24.3.415.
  178. Trung, N.T., Shahgoli, A.F., Zandi, Y., Shariati, M., Wakil, K., Safa, M. and Khorami, M. (2019b), "Moment-rotation prediction of precast beam-to-column connections using extreme learning machine", Struct. Eng. Mech., 70(5), 639-647. https://doi.org/10.12989/sem.2019.70.5.639.
  179. Tuzel, O., Porikli, F. and Meer, P. (2006), "Region covariance: A fast descriptor for detection and classification", Proceedings of the 9th European Conference on Computer Vision, Graz, Austria, May. https://doi.org/10.1007/11744047_45.
  180. Van der Maaten, L. and Hinton, G. (2008), "Visualizing data using t-SNE", J. Mach. Learn. Res., 9(11).
  181. Viola, P. and Jones, M.J. (2004), "Robust real-time face detection", Int. J. Comput. Vision., 57(2), 137-154. https://doi.org/10.1023/B:VISI.0000013087.49260.fb.
  182. Wang, Z.Y., Yu, S.Q., Xiao, Z.X. and Habibi, M. (2020), "Frequency and buckling responses of a high-speed rotating fiber metal laminated cantilevered microdisk", Mech. Adv. Mater. Struct., 1-14. https://doi.org/10.1080/15376494.2020.1824284.
  183. Wei, M., Li, C. and Luo, D. (2012), "Illegal video surveillance on satellite", Proceedings of the Chinese Conference on Pattern Recognition., Beijing, China, September. https://doi.org/10.1007/978-3-642-33506-8_28.
  184. Wu, Y., Cheng, J., Wang, J., Lu, H., Wang, J., Ling, H., Blasch, E. and Bai, L. (2012), "Real-time probabilistic covariance tracking with efficient model update", IEEE T. Image. Proc., 21(5), 2824-2837. https://doi.org/10.1109/TIP.2011.2182521.
  185. Wu, D. and Sun, D.W. (2013), "Colour measurements by computer vision for food quality control-A review", Trends Food Sci. Technol., 29(1), 5-20. https://doi.org/10.1016/j.tifs.2012.08.004.
  186. 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 T. Cybern., 50(4), 1595-1606. https://doi.org/10.1109/TCYB.2018.2877161.
  187. Wu, J.H. and Habibi, M. (2021), "Dynamic simulation of the ultra-fast-rotating sandwich cantilever disk via finite element and semi-numerical methods", Eng. Comput., 1-17. https://doi.org/10.1007/s00366-021-01396-6.
  188. Wu, X., Zheng, W., Chen, X., Zhao, Y., Yu, T. and Mu, D. (2021), "Improving high-impact bug report prediction with combination of interactive machine learning and active learning", Inform. Softw. Technol., 133, 106530. https://doi.org/10.1016/j.infsof.2021.106530.
  189. Xiaolong, D., Bai, W., Bin, W. and Shengqi, Y. (2012), "Modularity modeling and evaluation in community detecting of complex network based on information entropy", J. Comput. Res. Develop., 49(4), 725.
  190. Xu, W.T., Pan, G.J., Moradi, Z. and Shafiei, N. (2021), "Nonlinear forced vibration analysis of functionally graded non-uniform cylindrical microbeams applying the semi-analytical solution", Compos. Struct., 275, 114395. https://doi.org/10.1016/j.compstruct.2021.114395.
  191. Yazdani, M., Kabirifar, K., Frimpong, B.E., Shariati, M., Mirmozaffari, M. and Boskabadi, A. (2020), "Improving construction and demolition waste collection service in an urban area using a simheuristic approach: A case study in Sydney, Australia", J. Clean. Prod., 280, 124138. https://doi.org/10.1016/j.jclepro.2020.124138.
  192. Yilmaz, A., Li, X. and Shah, M. (2004), "Contour-based object tracking with occlusion handling in video acquired using mobile cameras", IEEE T. Pattern. Anal., 26(11), 1531-1536. https://doi.org/10.1109/TPAMI.2004.96.
  193. Yu, J., Fang, L., Cang, D., Zhu, L. and Bian, Z. (2012), "Evaluation of land eco-security in Wanjiang district base on entropy weight and matter element model", Transact. Chinese. Soc. Agric. Eng., 28(5), 260-266.
  194. Yu, X.M., Maalla, A. and Moradi, Z. (2022), "Electroelastic high-order computational continuum strategy for critical voltage and frequency of piezoelectric NEMS via modified multi-Phys. couple stress theory", Mech. Syst. Signal Pr., 165, 108373. https://doi.org/10.1016/j.ymssp.2021.108373.
  195. Zandi, Y., Shariati, M., Marto, A., Wei, X., Karaca, Z., Dao, D.K., 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. https://doi.org/10.12989/scs.2018.28.4.439.
  196. Zhang, T., Ghanem, B., Liu, S. and Ahuja, N. (2013), "Robust visual tracking via structured multi-task sparse learning", Int. J. Comput. Vision, 101(2), 367-383. https://doi.org/10.1007/s11263-012-0582-z.
  197. Zhang, K., Zhang, L., Liu, Q., Zhang, D. and Yang, M.-H. (2014), "Fast visual tracking via dense spatio-temporal context learning", Proceeding of the 13th European Conference on Computer Vision, Zurich, Switzerland, September. https://doi.org/10.1007/978-3-319-10602-1_9.
  198. Zhang, C., Vinyals, O., Munos, R. and Bengio, S. (2018), "A study on overfitting in deep reinforcement learning", arXiv preprint arXiv:1804.06893.
  199. Zhang, L., Chen, Z.X., Habibi, M., Ghabussi, A. and Alyousef, R. (2021a), "Low-velocity impact, resonance, and frequency responses of FG-GPLRC viscoelastic doubly curved panel", Compos. Struct., 269, 114000. https://doi.org/10.1016/j.compstruct.2021.114000.
  200. Zhang, X., Shamsodin, M., Wang, H., NoormohammadiArani, O., Khan, A.M., Habibi, M. and Al-Furjan, M. (2021b), "Dynamic information of the time-dependent tobullian biomolecular structure using a high-accuracy size-dependent theory", J. Biomol. Struct. Dyn., 39(9), 3128-3143. https://doi.org/10.1080/07391102.2020.1760939.
  201. Zhang, Y., Wang, Z., Tazeddinova, D., Ebrahimi, F., Habibi, M. and Safarpour, H. (2021c), "Enhancing active vibration control performances in a smart rotary sandwich thick nanostructure conveying viscous fluid flow by a PD controller", Wave. Random Complex.,1-24. https://doi.org/10.1080/17455030.2021.1948627.
  202. Zhao, G., Chen, L. and Chen, G. (2007), "Large head movement tracking using scale invariant view-based appearance model", Proceeding of the 9th International Conference on Advanced Concepts for Intelligent Vision Systems, Delft, Netherlands, August. https://doi.org/10.1007/978-3-540-74607-2_30.
  203. Zhao, Z., Zhen, Z., Zhang, L., Qi, Y., Kong, Y. and Zhang, K. (2019), "Insulator detection method in inspection image based on improved faster R-CNN", Energies, 12(7), 1204. https://doi.org/10.3390/en12071204.
  204. Zhao, C., Zhong, S., Zhong, Q. and Shi, K. (2020), "Synchronization of Markovian complex networks with input mode delay and Markovian directed communication via distributed dynamic event-triggered control", Nonlinear. Anal. Hybrid. Syst., 36, 100883. https://doi.org/10.1016/j.nahs.2020.100883.
  205. Zhao, Y.N., Moradi, Z., Davoudi, M. and Zhuang, J.W. (2021), "Bending and stress responses of the hybrid axisymmetric system via state-space method and 3D-elasticity theory", Eng. Comput., 1-23. https://doi.org/10.1007/s00366-020-01242-1.
  206. Zheng, W., Liu, X., Ni, X., Yin, L. and Yang, B. (2021a), "Improving visual reasoning through semantic representation", IEEE Access, 9, 91476-91486. https://doi.org/10.1109/ACC..2021.3074937.
  207. Zheng, W., Yin, L., Chen, X., Ma, Z., Liu, S. and Yang, B. (2021b), "Knowledge base graph embedding module design for Visual question answering model", Pattern. Recogn., 120, 108153. https://doi.org/10.1016/j.patcog.2021.108153.
  208. Zhou, J. and Li, X.B. (2012), "Integrating unascertained measurement and information entropy theory to assess blastability of rock mass", J. Cent. South Univ., 19(7), 1953-1960. https://doi.org/10.1007/s11771-012-1231-y.
  209. Zhou, W., Yu, L., Zhou, Y., Qiu, W., Wu, M.W. and Luo, T. (2018), "Local and global feature learning for blind quality evaluation of screen content and natural scene images", IEEE T. Image Proc., 27(5), 2086-2095. https://doi.org/10.1109/TIP.2018.2794207.
  210. Zhou, C.L., Zhao, Y., Zhang, J., Fang, Y. and Habibi, M. (2020), "Vibrational characteristics of multi-phase nanocomposite reinforced circular/annular system", Adv. Nano. Res., 9(4), 295-307. https://doi.org/10.12989/anr.2020.9.4.295.
  211. Zhu, L., Zhang, C., Guan, X., Uy, B., Sun, L. and Wang, B. (2018), "The multi-axial strength performance of composited structural BCW members subjected to shear forces", Steel. Compos. Struct., 27(1), 75-87. https://doi.org/10.12989/scs.2018.27.1.075.
  212. Ziaei-Nia, A., Shariati, M. and Salehabadi, E. (2018), "Dynamic mix design optimization of high-performance concrete", Steel. Compos. Struct., 29(1), 67-75. https://doi.org/10.12989/scs.2018.29.1.067.