Soft computing-based estimation of ultimate axial load of rectangular concrete-filled steel tubes |
Asteris, Panagiotis G.
(Computational Mechanics Laboratory, School of Pedagogical and Technological Education)
Lemonis, Minas E. (Computational Mechanics Laboratory, School of Pedagogical and Technological Education) Nguyen, Thuy-Anh (University of Transport Technology) Le, Hiep Van (Institute of Research and Development, Duy Tan University) Pham, Binh Thai (University of Transport Technology) |
1 | Sarir, P., Chen, J., Asteris, P.G., Armaghani, D.J. and Tahir, M.M. (2019), "Developing GEP tree-based, neuro-swarm, and whale optimization models for evaluation of bearing capacity of concrete-filled steel tube columns", Eng. with Comput., https://doi.org/10.1007/s00366-019-00808-y. DOI |
2 | Schneider, S.P. (1998), "Axially loaded concrete-filled steel tubes", J. Struct. Eng., 124, 1125-1138. DOI |
3 | Shakir-Khalil, H. and Zeghiche, J. (1989), "Experimental Behaviour of Concrete-Filled Rolled Rectangular Hollow-Section Columns", The Structural Engineer, 67, 346-353. |
4 | Shakir-Khalil, H. and Mouli, M. (1990), "Further Tests on Concrete-Filled Rectangular Hollow-Section Columns", The Structural Engineer, 68, 405-413. |
5 | Soize, C. (Ed.) (2012), Stochastic Models of Uncertainties in Computational Mechanics. Reston, VA: ASCE. |
6 | Uy, B. (2001), "Strength of short concrete filled high strength steel box columns", J. Constr. Steel Res., 57, 113-134. https://doi.org/10.1016/S0143-974X(00)00014-6. DOI |
7 | Varma, A.H., Ricles, J.M., Sause R. and Lu, L.W. (2004), "Seismic Behavior and and Design of High-Strength Square Concrete-Filled Steel Tube Beam Columns", J. Struct. Eng., 130, 169-179. https://doi.org/10.1061/(ASCE)0733-9445(2004)130:2(169). DOI |
8 | Vos de, N.J. and Rientjes, T.H.M. (2008), "Multiobjective training of artificial neural networks for rainfall-runoff modeling", Water Resour. Res., 44. https://doi.org/10.1029/2007WR006734. DOI |
9 | Han, L.H. and Yao, G.H. (2003), "Influence of concrete compaction on the strength of concrete-filled steel RHS columns", Journal of Constructional Steel Research, 59, 751-767. https://doi.org/10.1016/S0143-974X(02)00076-7. DOI |
10 | Han, L.H. and Yang, Y.F. (2003), "Analysis of thin-walled steel RHS columns filled with concrete under long-term sustained loads", Thin-Wall. Struct., 41, 849-870. https://doi.org/10.1016/S0263-8231(03)00029-6. DOI |
11 | Han, L.H., Hou, C. and Wang, Q.L. (2012), "Square concrete filled steel tubular (CFST) members under loading and chloride corrosion: experiments", J. Constr. Steel Res., 71, 11-25. DOI |
12 | Han, L.H., Huo, J.S. and Wang, Y.C. (2005), "Compressive and flexural behaviour of concrete filled steel tubes after exposure to standard fire", J. Constr. Steel Res., 61, 882-901. DOI |
13 | Yamamoto, T., Kawaguchi, J. and Morino, S. (2002), "Experimental study of scale effects on the compressive behavior of short concrete-filled steel tube columns", Composite Construction in Steel and Concrete IV. 879-890. |
14 | Wei, H., Du, Y. and Wang, H.J. (2012), "Seismic Behavior of Concrete Filled Circular Steel Tubular Columns Based on Artificial Neural Network", Adv. Mater. Res., 502, 189-192. DOI |
15 | Xiao, Y.F. (2012), "Approach of Concrete-Filled Steel Tube Ultrasonic Method Based on ANN", Appl. Mech. Mater., 105, 1611-1615. DOI |
16 | Xiong, M.X., Xiong, D.X. and Liew, J.Y.R. (2017), "Axial performance of short concrete filled steel tubes with high- and ultra-high- strength materials", Eng. Struct., 136, 494-510. https://doi.org/10.1016/j.engstruct.2017.01.037. DOI |
17 | Yao, X., Liu, Y. and Lin, G. (1999), "Evolutionary programming made faster", IEEE T. Evolu. Comput., 3, 82-102. https://doi.org/10.1109/4235.771163. DOI |
18 | Young, B. (2008), "Experimental and numerical investigation of high strength stainless steel structures", J. Constr. Steel Res., 64, 1225-1230. DOI |
19 | Han, L.H., Li, W. and Bjorhovde, R. (2014), "Developments and advanced applications of concrete-filled steel tubular (CFST) structures: Members", J. Constr. Steel Res.,100, 211-228. DOI |
20 | Han, L.H., Tao, Z. and Liu, W. (2004), "Effects of Sustained Load on Concrete-Filled Hollow Structural Steel Columns", J. Struct. Eng., 130, 1392-1404. https://doi.org/10.1061/(ASCE)0733-9445(2004)130:9(1392). DOI |
21 | Hun, D.A., Guilleminot, J., Yvonnet, J. and Bornert, M. (2019), "Stochastic multiscale modeling of crack propagation in random heterogeneous media", Int. J. Numer. Method. Eng., 119, 1325-1344. https://doi.org/10.1002/nme.6093. DOI |
22 | Ibanez, C., Hernandez-Figueirido, D. and Piquer, A. (2021), "Effect of steel tube thickness on the behaviour of CFST columns: Experimental tests and design assessment", Eng. Struct., 230, 111687. https://doi.org/10.1016/j.engstruct.2020.111687. DOI |
23 | Jegadesh, J. and Jayalekshmi, S. (2015), "A Review on Artificial Neural Network Concepts in Structural Engineering Applications", Int. J. Appl. Civil Environ. Eng., 1, 6-11. |
24 | Liu, S., Ding, X., Li, X., Liu, Y. and Zhao, S. (2019). "Behavior of Rectangular-Sectional Steel Tubular Columns Filled with High-Strength Steel Fiber Reinforced Concrete Under Axial Compression", Materials, 12, 2716. DOI |
25 | Yu, M., Zha, X., Ye, J. and Li, Y. (2013), "A unified formulation for circle and polygon concrete-filled steel tube columns under axial compression", Eng. Struct., 49, 1-10. DOI |
26 | Yu, Q., Tao, Z. and Wu, Y.X. (2008), "Experimental behaviour of high performance concrete-filled steel tubular columns", Thin-Wall. Struct., 46, 362-370. https://doi.org/10.1016/j.tws.2007.10.001. DOI |
27 | Vrcelj, Z. and Uy, B. (2002), "Behaviour and Design of Steel Square Hollow Sections Filled With High Strength Concrete", Australian J. Struct. Eng., 3, 153-170. https://doi.org/10.1080/13287982.2002.11464902. DOI |
28 | Ly, H.B., Le, L.M., Duong, H.T., Nguyen, T.C., Pham, T.A., Le, T.T., Le, V.M., Nguyen-Ngoc, L. and Pham, B.T. (2019), "Hybrid Artificial Intelligence Approaches for Predicting Critical Buckling Load of Structural Members under Compression Considering the Influence of Initial Geometric Imperfections", Appl. Sci., 9, 2258. https://doi.org/10.3390/app9112258. DOI |
29 | Ly, H.B., Le, L.M., Phi, L.V., Phan, V.H., Tran, V. Q., Pham, B.T., Le, T.T. and Derrible, S. (2019b), "Development of an AI Model to Measure Traffic Air Pollution from Multisensor and Weather Data", Sensors, 19, 4941. https://doi.org/10.3390/s19224941. DOI |
30 | Kayacan, E. and Khanesar, M.A. (2015), Fuzzy Neural Networks for Real Time Control Applications: Concepts, Modeling and Algorithms for Fast Learning. 1. Butterworth-Heinemann. |
31 | Knowles, R.B. and Park, R. (1969), "Strength of Concrete Filled Steel Tubular Columns", J. Struct. Division, 95, 2565-2588. DOI |
32 | Zhao, O., Rossi, B., Gardner, L. and Young, B. (2015), "Behaviour of structural stainless steel cross-sections under combined loading-Part I: Experimental study", Eng. Struct., 89, 236-246. DOI |
33 | Zhu, A., Zhang, X., Zhu, H., Zhu, J. and Lu, Y. (2017), "Experimental study of concrete filled cold-formed steel tubular stub columns", J. Constr. Steel Res., 134, 17-27. https://doi.org/10.1016/j.jcsr.2017.03.003. DOI |
34 | Khan, M., Uy, B., Tao, Z. and Mashiri, F. (2017), "Concentrically loaded slender square hollow and composite columns incorporating high strength properties", Eng. Struct., 131, 69-89. https://doi.org/10.1016/j.engstruct.2016.10.015. DOI |
35 | Khan, M., Uy, B., Tao, Z. and Mashiri, F. (2017b). "Behaviour and design of short high-strength steel welded box and concrete-filled tube (CFT) sections", Eng. Struct., 147, 458-472. https://doi.org/10.1016/j.engstruct.2017.06.016. DOI |
36 | Khanouki, M.M.A., Ramli Sulong, N.H., Shariati, M. and Tahir, M.M. (2016). "Investigation of through beam connection to concrete filled circular steel tube (CFCST) column", J. Constr. Steel Res., 121, 144-162. https://doi.org/10.1016/j.jcsr.2016.01.002. DOI |
37 | Lam, D. and Williams, C.A. (2004), "Experimental study on concrete filled square hollow sections", Steel Compos. Struct., 4(2), 95-112. https://doi.org/10.12989/scs.2004.4.2.095. DOI |
38 | Lam, D., Yang, J. and Dai, X. (2019), "Finite element analysis of concrete filled lean duplex stainless steel columns", Structures, 21, 150-155. https://doi.org/10.1016/j.istruc.2019.01.024. DOI |
39 | Le, T.T. (2015), "Stochastic modeling in continuum mechanics, of the inclusion-matrix interphase from molecular dynamics simulations", Ph.D. dissertation, University of Paris-Est Marne-la-Vallee. |
40 | Le, T.T., Guilleminot, J. and Soize, C. (2016), "Stochastic continuum modeling of random interphases from atomistic simulations. Application to a polymer nanocomposite", Comput. Method. Appl. M., 303, 430-449. https://doi.org/10.1016/j.cma.2015.10.006. DOI |
41 | Qi, C., Tang, X., Dong, X., Chen, Q., Fourie, A. and Liu, E. (2019), "Towards Intelligent Mining for Backfill: A genetic programming-based method for strength forecasting of cemented paste backfill", Minerals Eng., 133, 69-79. https://doi.org/10.1016/j.mineng.2019.01.004. DOI |
42 | Montavon, G., Rupp, M., Gobre, V., Vazquez-Mayagoitia, A., Hansen, K., Tkatchenko, A., Muller, K.R. and Lilienfeld von, O.A. (2013), "Machine learning of molecular electronic properties in chemical compound space", New J. Phys., 15, 095003. https://doi.org/10.1088/1367-2630/15/9/095003. DOI |
43 | Mursi, M. and Uy, B. (2004), "Strength of slender concrete filled high strength steel box columns", J. Constr. Steel Res., 60, 1825-1848. https://doi.org/10.1016/j.jcsr.2004.05.002. DOI |
44 | Tran, V.P., Guilleminot, J., Brisard, S. and Sab, K. (2016), "Stochastic modeling of mesoscopic elasticity random field", Mech. Mater., 93, 1-12. https://doi.org/10.1016/j.mechmat.2015.10.007. DOI |
45 | Pham, B.T., Le, L.M., Le, T.T., Bui, K.T.T., Le, V.M., Ly, H.B. and Prakash, I. (2020), "Development of advanced artificial intelligence models for daily rainfall prediction", Atmos. Res., 237, 104845. https://doi.org/10.1016/j.atmosres.2020.104845. DOI |
46 | Pokharel, T., Yao, H., Goldsworthy, H.M. and Gad, E.F. (2016), "Experimental and analytical behaviour of cogged bars within concrete filled circular tubes", Steel Compos. Struct., 20(5), 1067-1085. https://doi.org/10.12989/SCS.2016.20.5.1067. DOI |
47 | Powell, M.J.D. (1977), "Restart procedures for the conjugate gradient method", Math. Program., 12, 241-254. https://doi.org/10.1007/BF01593790. DOI |
48 | Qi, C., Ly, H.B., Chen, Q., Le, T.T., Le, V.M. and Pham, B.T. (2020). "Flocculation-dewatering prediction of fine mineral tailings using a hybrid machine learning approach", Chemosphere, 244, 12545. https://doi.org/10.1016/j.chemosphere.2019.125450. DOI |
49 | Molnar, C. (2019), Interpretable Machine Learning. Lulu.com. |
50 | Pham, B.T., et al. (2019b), "Development of artificial intelligence models for the prediction of Compression Coefficient of soil: An application of Monte Carlo sensitivity analysis", Science of The Total Environ., 679, 172-184. https://doi.org/10.1016/j.scitotenv.2019.05.061. DOI |
51 | Soize, C., Desceliers, C., Guilleminot, J., Le, T.T., Nguyen, M.T., Perrin, G., Allain, J.M., Gharbi, H., Duhamel, D. and Funfschilling, C. (2015), "Stochastic representations and statistical inverse identification for uncertainty quantification in computational mechanics", Proceedings of the UNCECOMP 2015, 1st ECCOMAS Thematic International Conference on Uncertainty Quantification in Computational Sciences and Engineering. |
52 | Bridge, R.Q. (1976), Concrete filled steel tubular columns. Sydney, Australia: School of Civil Engineering, University of Sydney. https://trove.nla.gov.au/work/35477622?q&versionId=44129332. |
53 | Yang, Y.F. and Han, L.H. (2012), "Concrete filled steel tube (CFST) columns subjected to concentrically partial compression", Thin-Wall. Struct., 50, 147-156. https://doi.org/10.1016/j.tws.2011.09.007. DOI |
54 | Yu, Z., Ding, F. and Cai, C.S. (2007), "Experimental behavior of circular concrete-filled steel tube stub columns", J. Constr. Steel Res., 63, 165-174. DOI |
55 | Bradford, M.A., Loh, H.Y. and Uy, B. (2002), "Slenderness limits for filled circular steel tubes", J. Constr. Steel Res., 58, 243-252. DOI |
56 | Capillon, R., Desceliers, C. and Soize, C. (2016), "Uncertainty quantification in computational linear structural dynamics for viscoelastic composite structures", Comput. Method. Appl. M., 305, 154-172. https://doi.org/10.1016/j.cma.2016.03.012. DOI |
57 | Song, T.Y., Tao, Z., Han, L.H. and Uy, B. (2017), "Bond behavior of concrete-filled steel tubes at elevated temperatures", J. Struct. Eng., 143, 04017147. DOI |
58 | Ali, F., Nadjai, A. and Goodfellow, N. (2016), "Experimental and numerical study on the performance of hollow and concrete-filled elliptical steel columns subjected to severe fire", Fire Mater., 40, 635-652. https://doi.org/10.1002/fam.2316. DOI |
59 | Fam, A., Qie, F.S. and Rizkalla, S. (2004), "Concrete-filled steel tubes subjected to axial compression and lateral cyclic loads", J. Struct. Eng., 130, 631-640. DOI |
60 | Jegadesh, S. and Jayalekshmi, S. (2015b), "Application of artificial neural network for calculation of axial capacity of circular concrete filled steel Tubular Columns", Int. J. Earth Sci. Eng., 8, 35-42. |
61 | Pham, B.T., Jaafari, A., Prakash, I. and Bui, D.T. (2019), "A novel hybrid intelligent model of support vector machines and the MultiBoost ensemble for landslide susceptibility modeling", Bull. Eng. Geol. Environ., 78, 2865-2886. https://doi.org/10.1007/s10064-018-1281-y. DOI |
62 | Ly, H.B., Monteiro, E., Le, T.T., Le, V.M., Dal, M., Regnier, G. and Pham, B.T. (2019d), "Prediction and Sensitivity Analysis of Bubble Dissolution Time in 3D Selective Laser Sintering Using Ensemble Decision Trees", Materials, 12, 1544. https://doi.org/10.3390/ma12091544. DOI |
63 | Marquardt, D. (1963), "An Algorithm for Least-Squares Estimation of Nonlinear Parameters", J. Soc. Ind. Appl. Math., 11, 431-441. https://doi.org/10.1137/0111030. DOI |
64 | MathWorks The. (2018), MATLAB. Natick, Massachusetts: The MathWorks Inc. |
65 | Matsui, C., Tsuda, K., Ozaki, I. and Ishibashi, Y. (1997), "Strength of Slender Concrete Filled Steel Tubular Columns", J. Struct. Constr. Eng. (Transactions of AIJ), 62, 137-144. https://doi.org/10.3130/aijs.62.137_1. DOI |
66 | Moller, M.F. (1993), "A scaled conjugate gradient algorithm for fast supervised learning", Neural Networks, 6, 525-533. https://doi.org/10.1016/S0893-6080(05)80056-5. DOI |
67 | Bergmann, R. (1994), "Load Introduction in Composite Columns Filled With High Strength Concrete", (Eds., Holgate A. Grundy and Wong), Tubular Structures VI, Proceedings of the Sixth International Symposium on Tubular Structures. Melbourne, Australia: A. A. Balkema, Rotterdam, The Netherlands. 373-380. |
68 | Caprili, S. and Salvatore, W. (2015), "Cyclic behaviour of uncorroded and corroded steel reinforcing bars", Constr. Build. Mater., 76, 168-186. https://doi.org/10.1016/j.conbuildmat.2014.11.025. DOI |
69 | Chang, X., Wei, Y.Y. and Yun, Y.C. (2012). "Analysis of steel-reinforced concrete-filled-steel tubular (SRCFST) columns under cyclic loading", Constr. Build. Mater., 28, 88-95. DOI |
70 | Chen, C.C., Ko, J.W., Huang, G.L. and Chang, Y.M. (2012), "Local buckling and concrete confinement of concrete-filled box columns under axial load", J. Constr.l Steel Res., 78, 8-21. https://doi.org/10.1016/j.jcsr.2012.06.006. DOI |
71 | Chapman, J.C. and Neogi, P.K. (1964). Research on concrete-filled tubular columns. London: Engineering Structures Laboratories, Civil Engineering Dept., Imperial College. |
72 | Krishan, A.L., Chernyshova, E.P. and Sabirov, R.R. (2016), "Calculating the Strength of Concrete Filled Steel Tube Columns of Solid and Ring Cross-Section", Procedia Eng., 150, 1878-1884. DOI |
73 | Qi, C., Fourie, A., Chen, Q. and Zhang, Q. (2018). "A strength prediction model using artificial intelligence for recycling waste tailings as cemented paste backfill", J. Cleaner Production, 183, 566-578. https://doi.org/10.1016/j.jclepro.2018.02.154. DOI |
74 | Hasanzadehshooiili, H., Lakirouhani, A. and Sapalas, A. (2012), "Neural network prediction of buckling load of steel arch-shells." Arch. Civil Mech. Eng., 12, 477-484. https://doi.org/10.1016/j.acme.2012.07.005. DOI |
75 | Vasugi, K. and Elavenil, S. (2019), "Confinement of concrete by stainless steel tubular sections - A review", Int. J. Eng. Adv. Technol., 8, 468-472. DOI |
76 | Sarir, P., Shen, S.L., Wang, Z.F., Chen, J., Horpibulsuk, S. and Pham, B.T. (2019b), "Optimum model for bearing capacity of concrete-steel columns with AI technology via incorporating the algorithms of IWO and ABC", Eng. with Comput., 1-11. |
77 | Choi, K.K. and Xiao, Y. (2009), "Analytical studies of concrete-filled circular steel tubes under axial compression", J. Struct. Eng., 136, 565-573. DOI |
78 | Dai, X. and Lam, D. (2010), "Numerical modelling of the axial compressive behaviour of short concrete-filled elliptical steel columns", J. Constr. Steel Res., 66, 931-942. DOI |
79 | Furlong, R.W. (1967), "Strength of Steel-Encased Concrete Beam Columns", J. Struct. Division, 93, 113-124. DOI |
80 | Ghannam, S., Jawad, Y.A. and Hunaiti, Y. (2004), "Failure of lightweight aggregate concrete-filled steel tubular columns", Steel Compo. Struct., 4, 1-8. https://doi.org/10.12989/scs.2004.4.1.001. DOI |
81 | Giakoumelis, G. and Lam, D. (2004), "Axial capacity of circular concrete-filled tube columns", J. Constr.l Steel Res., 60, 1049-1068. DOI |
82 | Goel, T. and Tiwary, A. (2018), "Finite Element Modeling of Circular Concrete Filled Steel Tube (CFST)", Indian J. Sci. Technol., 11, 1-9. https://doi.org/10.17485/ijst/2018/v11i34/130853. DOI |
83 | Goldstein, A., Kapelner, A., Bleich, J. and Pitkin, E. (2015), "Peeking inside the black box: Visualizing statistical learning with plots of individual conditional expectation", J. Comput. Graphical Stat., 24, 44-65. DOI |
84 | Grauers, M. (1993), "Composite columns of hollow steel sections filled with high strength concrete." Ph.D. dissertation, Chalmers University. |
85 | Ly, H.B., Le, T. T., Le, L.M., Tran, V.Q., Le, V.M., Vu, H.L.T., Nguyen, Q.H. and Pham, B.T. (2019c). "Development of Hybrid Machine Learning Models for Predicting the Critical Buckling Load of I-Shaped Cellular Beams." Applied Sciences, 9, 5458. https://doi.org/10.3390/app9245458. DOI |
86 | Guilleminot, J., Le, T.T. and Soize, C. (2013), "Stochastic framework for modeling the linear apparent behavior of complex materials: Application to random porous materials with interphases", Acta Mechanica Sinica. 29, 773-782. https://doi.org/10.1007/s10409-013-0101-7. DOI |
87 | Han, L.H. (2002), "Tests on stub columns of concrete-filled RHS sections", J. Constr. Steel Res., 58, 353-372. https://doi.org/10.1016/S0143-974X(01)00059-1. DOI |
88 | Han, L.H. and Yang, Y.F. (2001), "Influence of concrete compaction on the behavior of concrete filled steel tubes with rectangular sections", Adv. Struct. Eng., 4, 93-100. DOI |
89 | Nguyen, M.S.T., Thai, D.K. and Kim, S.E. (2020), "Predicting the axial compressive capacity of circular concrete filled steel tube columns using an artificial neural network', Steel Compos. Struct., 35(3), 415-437. https://doi.org/10.12989/scs.2020.35.3.415. DOI |
90 | Du, Y., Chen, Z. and Xiong, M.X. (2016), "Experimental behavior and design method of rectangular concrete-filled tubular columns using Q460 high-strength steel", Constr. Build. Mater., 125, 856-872. https://doi.org/10.1016/j.conbuildmat.2016.08.057. DOI |
91 | Le, T.T., Guilleminot, J. and Soize, C. (2015), "Stochastic continuum modeling of random interphases from atomistic simulations", Euromech 559, Multi-scale computational methods for bridging scales in materials and structures, Eindhoven, The Netherlands |
92 | Ding, F., Fang, C., Bai, Y. and Gong, Y. (2014). "Mechanical performance of stirrup-confined concrete-filled steel tubular stub columns under axial loading", J. Constr. Steel Res., 98, 146-157. https://doi.org/10.1016/j.jcsr.2014.03.005. DOI |
93 | Le-Duc, T., Nguyen, Q.H. and Nguyen-Xuan, H. (2020), "Balancing composite motion optimization", Information Sciences, 520, 250-270. https://doi.org/10.1016/j.ins.2020.02.013. DOI |
94 | Lin, C.Y. (1988), "Axial Capacity of Concrete Infilled Cold-formed Steel Columns", Proceedings of the 9th International Specialty Conference on Cold-Formed Steel Structures. St. Louis, Missouri, U.S.A. |
95 | Dao, D.V., Adeli, H., Ly, H.B., Le, L.M., Le, V.M., Le, T.T. and Pham, B.T. (2020b), "A Sensitivity and Robustness Analysis of GPR and ANN for High-Performance Concrete Compressive Strength Prediction Using a Monte Carlo Simulation", Sustainability, 12, 830. https://doi.org/10.3390/su12030830. DOI |
96 | Du, K.L. and Swamy, M.N. (2013), Neural networks and statistical learning. Springer Science & Business Media. |
97 | Du, Y., Chen, Z., Zhang, C. and Cao, X. (2017). "Research on axial bearing capacity of rectangular concrete-filled steel tubular columns based on artificial neural networks", Front. Comput. Sci., 11, 863-873. DOI |
98 | Duan, J., Asteris, P.G., Nguyen, H. Bui, X.N. and Moayedi, H. (2020), "A Novel Artificial Intelligence Technique to Predict Compressive Strength of Recycled Aggregate Concrete Using ICA-XGBoost Model", Eng. With Comput., https://doi.org/10.1007/s00366-020-01003-0. DOI |
99 | Ren, Q., Li, M., Zhang, M., Shen, Y. and Si, W. (2019), "Prediction of Ultimate Axial Capacity of Square Concrete-Filled Steel Tubular Short Columns Using a Hybrid Intelligent Algorithm", Appl. Sci., 9, 2802. https://doi.org/10.3390/app9142802. DOI |
100 | Raghuwanshi, N.S., Singh, R. and Reddy, L.S. (2006), "Runoff and Sediment Yield Modeling Using Artificial Neural Networks: Upper Siwane River, India", J. Hydrologic Eng., 11, 71-79. https://doi.org/10.1061/(ASCE)1084-0699(2006)11:1(71). DOI |
101 | Rumelhart, D.E., Hinton, G.E. and Williams, R.J. (1986), "Learning representations by back-propagating errors", Nature, 323, 533-536. https://doi.org/10.1038/323533a0. DOI |
102 | Ahmadi, M., Naderpour, H. and Kheyroddin, A. (2017), "ANN model for predicting the compressive strength of circular steel-confined concrete", Int. J. Civil Eng., 15, 213-221. DOI |
103 | Dundu, M. (2016). "Column buckling tests of hot-rolled concrete filled square hollow sections of mild to high strength steel", Eng. Struct., 127, 73-85. https://doi.org/10.1016/j.engstruct.2016.08.039. DOI |
104 | Dao, D.V., et al. (2020), "A spatially explicit deep learning neural network model for the prediction of landslide susceptibility", CATENA, 188, 104451. https://doi.org/10.1016/j.catena.2019.104451. DOI |
105 | Abambres, M., Rajana, K., Tsavdaridis, K.D. and Ribeiro, T.P. (2019), "Neural Network-Based Formula for the Buckling Load Prediction of I-Section Cellular Steel Beams", Computers, 8, 2. https://doi.org/10.3390/computers8010002. DOI |
106 | Akbar, H., Suryana, N. and Sahib, S. (2011), "Training neural networks using Clonal Selection Algorithm and Particle Swarm Optimization: A comparisons for 3D object recognition", Proceedings of the 2011 11th International Conference on Hybrid Intelligent Systems (HIS). |
107 | Al-Khaleefi, A.M., Terro, M.J., Alex, A.P. and Wang, Y. (2002), "Prediction of fire resistance of concrete filled tubular steel columns using neural networks", Fire Saf. J., 37, 339. DOI |
108 | Arani, K.S., Zandi, Y., Pham, B.T., Muazu, M.A., Katebi, J., Mohammadhassani, M., Khalafi, S., Mohamad, E.T., Wakil, K. and Khorami, M. (2019), "Computational optimized finite element modeling of mechanical interaction of concrete with fiber reinforced polymer", Comput. Concrete, 23, 61-68. https://doi.org/10.12989/cac.2019.23.1.061. DOI |
109 | Sakino, K. and Hayashi, H. (1991), "Behavior of Concrete Filled Steel Tubular Stub Columns under Concentric Loading", Proceedings of the 3rd Int. Conf. on Steel-Concrete Composite Structures. Fukuoka, Japan. |
110 | Sakino, K., Morino, H., Nakaharaand, S. and Nishiyama, I. (2004), "Behavior of Centrally Loaded Concrete-Filled Steel-Tube Short Columns", J. Struct. Eng., 130, 180-188. https://doi.org/10.1061/(ASCE)0733-9445(2004)130:2(180). DOI |
111 | Pearson, K. (1895), "Note on Regression and Inheritance in the Case of Two Parents", Proceedings of the Royal Society of London, 58, 240-242. https://doi.org/10.1098/rspl.1895.0041. DOI |
112 | Ali, F. and McKinney, J. (2014), "Artificial Neural Networks for the Spalling Classification & Failure Prediction Times of High Strength Concrete Columns", Fire Eng., 5, 203-214. https://doi.org/10.1260/2040-2317.5.3.203. DOI |
113 | Apostolopoulou, M., Armaghani, D.J., Bakolas, A., Douvika, M.G., Moropoulou, A. and Asteris, P.G. (2019), "Compressive strength of natural hydraulic lime mortars using soft computing techniques", Procedia Struct. Integrity, 17, 914-923. https://doi.org/10.1016/j.prostr.2019.08.122. DOI |
114 | Apostolopoulou, M., Asteris, P.G., Armaghani, D.J., Douvika, MG., Lourenco, P.B., Cavaleri, L., Bakolas, A. and Moropoulou, A. (2020), "Mapping and holistic design of natural hydraulic lime mortars", Cement Concrete Res., 136, 106167, https://doi.org/10.1016/j.cemconres.2020.106167. DOI |
115 | Le, M.V., Yvonnet, J., Feld, N. and Detrez, F. (2020), "The Coarse Mesh Condensation Multiscale Method for parallel computation of heterogeneous linear structures without scale separation", Comput. Method. Appl. M., 363, 112877. https://doi.org/10.1016/j.cma.2020.112877. DOI |
116 | Asgari, M., Babaee, A. and Jamshidi, M. (2018), "Multi-objective optimization of tapered tubes for crashworthiness by surrogate methodologies", Steel Compos. Struct., 27(4), 427-438. https://doi.org/10.12989/Scs.2018.27.4.427. DOI |
117 | Aqil, M., Kita, I., Yano, A. and Nishiyama, S. (2007), "A comparative study of artificial neural networks and neuro-fuzzy in continuous modeling of the daily and hourly behaviour of runoff", J. Hydrology, 337, 22-34. https://doi.org/10.1016/j.jhydrol.2007.01.013. DOI |
118 | Armaghani, D.J., Hatzigeorgiou, G.D., Karamani, C., Skentou, A., Zoumpoulaki, I. and Asteris, P.G. (2019). "Soft computing-based techniques for concrete beams shear strength", Procedia Struct. Integrity, 17, 924-933. DOI |
119 | Armaghani, D.J. and Asteris, P.G. (2020), "A comparative study of ANN and ANFIS models for the prediction of cement-based mortar materials compressive strength", Neural Comput. Appl., https://doi.org/10.1007/s00521-020-05244-4. DOI |
120 | Asteris, P.G., Armaghani, D.J., Hatzigeorgiou, G.D., Karayannis, C.G. and Pilakoutas, K. (2019b). "Predicting the shear strength of reinforced concrete beams using Artificial Neural Networks", Comput. Concrete, 24, 469-488. https://doi.org/10.12989/cac.2019.24.5.469. DOI |
121 | Battiti, R. (1992), "First- and Second-Order Methods for Learning: Between Steepest Descent and Newton's Method", Neural Comput., 4, 141-166. https://doi.org/10.1162/neco.1992.4.2.141. DOI |
122 | Gupta, R., Gijzen van, M.B. and Vuik, C.K. (2013), "Efficient Two-Level Preconditioned Conjugate Gradient Method on the GPU", Proceedings of the High Performance Computing for Computational Science - VECPAR 2012, (Eds., O. Marques M. Dayde and K.) Nakajima. https://doi.org/10.1007/978-3-642-38718-0_7. |
123 | Ly, H., Pham, B.T., Le, L.M., Tien-Thinh Le, T.T., Le, V.M. and Asteris, P.G. (2020), "Estimation of axial load-carrying capacity of concrete-filled steel tubes using surrogate models", Neural Comput. Appl., https://doi.org/10.1007/s00521-020-05214-w. DOI |
124 | Asteris, P.G. and Mokos, V.G. (2019), "Concrete compressive strength using artificial neural networks", Neural Comput. Appl., 32, 11807. https://doi.org/10.1007/s00521-019-04663-2. DOI |
125 | Aslani, F., Uy, B., Tao, Z. and Mashiri, F. (2015), "Behaviour and design of composite columns incorporating compact high-strength steel plates", J. Constr. Steel Res., 107, 94-110. https://doi.org/10.1016/j.jcsr.2015.01.005. DOI |
126 | Asteris, P.G. and Nikoo, M. (2019), "Artificial bee colony-based neural network for the prediction of the fundamental period of infilled frame structures", Neural Comput. Appl., 31, 4837-4847. https://doi.org/10.1007/s00521-018-03965-1. DOI |
127 | Asteris, P.G., Apostolopoulou, M., Skentou, A.D. and Moropoulou, A. (2019a). "Application of artificial neural networks for the prediction of the compressive strength of cement-based mortars", Comput. Concrete, 24, 329-345. DOI |
128 | Brownlee, J. (2016), Master Machine Learning Algorithms: Discover How They Work and Implement Them From Scratch, Machine Learning Mastery. |
129 | Asteris, P.G., Moropoulou, A., Skentou, A.D., Apostolopoulou, M., Mohebkhah, A., Cavaleri, L., Rodrigues, H. and Varum, H. (2019c), "Stochastic vulnerability assessment of masonry structures: concepts modeling and restoration aspects", Appl. Sci., 9, 243. DOI |
130 | Baig, M.N., Fan, J. and Nie, J. (2006), "Strength of concrete filled steel tubular columns", Tsinghua Sci. Technol., 11, 657-666. DOI |
131 | Staber, B., Guilleminot, J., Soize, C., Michopoulos, J. and Iliopoulos, A. (2019), "Stochastic modeling and identification of a hyperelastic constitutive model for laminated composites", Comput. Method. Appl. M., 347, 425-444. https://doi.org/10.1016/j.cma.2018.12.036. DOI |
132 | Bayat, M., Ghorbanpour, M., Zare, R., Jaafari, A. and Pham, B.T. (2019), "Application of artificial neural networks for predicting tree survival and mortality in the Hyrcanian forest of Iran", Comput. Electron. Agricult., 164, 104929. https://doi.org/10.1016/j.compag.2019.104929. DOI |
133 | Behnam, A. and Esfahani, M.R. (2018), "Prediction of biaxial bending behavior of steel-concrete composite beam-columns by artificial neural network", Iran Univ. Sci. Technol., 8, 381-399. |
134 | Fong, M., Chan, S.L. and Uy, B. (2011). "Advanced design for trusses of steel and concrete-filled tubular sections", Engineering Structures, 33, 3162-3171. https://doi.org/10.1016/j.engstruct.2011.08.002. DOI |
135 | Taylor, R. (1990), "Interpretation of the Correlation Coefficient: A Basic Review", J. Diagnostic Medical Sonography, 6, 35-39. https://doi.org/10.1177/875647939000600106. DOI |
136 | Tang, C.W. (2017), "Fire resistance of high strength fiber reinforced concrete filled box columns", Steel Compos. Struct., 23(5), 611-621. https://doi.org/10.12989/SCS.2017.23.5.611. DOI |
137 | Tao, Z., Han, L.H. and Wang, D.Y. (2007), "Experimental behaviour of concrete-filled stiffened thin-walled steel tubular columns", Thin-Wall. Struct., 45, 517-527. https://doi.org/10.1016/j.tws.2007.04.003. DOI |
138 | Tao, Z., Song, T.Y., Uy, B. and Han, L.H. (2016). "Bond behavior in concrete-filled steel tubes", J. Constr. Steel Res., 120, 81-93. DOI |
139 | Tao, Z., Brian, U.Y., Han, L.H. and He, S.H. (2008), "Design of concrete-filled steel tubular members according to the Australian Standard AS 5100 model and calibration", Australian J. Struct. Eng., 8, 197-214. DOI |
140 | Taormina, R., Chau, K. and Sethi, R. (2012), "Artificial neural network simulation of hourly groundwater levels in a coastal aquifer system of the Venice lagoon", Eng. Appl. Artif. Intel., 25, 1670-1676. https://doi.org/10.1016/j.engappai.2012.02.009. DOI |
141 | Tomii, M. and Sakino, K. (1979), "Experimental studies on the ultimate moment of concrete filled square steel tubular beam-columns", T. Architect. Inst. Japan, 55-65. |
142 | Tran, V.L., Thai, D.K. and Kim, S.E. (2019), "Application of ANN in predicting ACC of SCFST column", Compos. Struct., 228, 111332. https://doi.org/10.1016/j.compstruct.2019.111332. DOI |
143 | Tran, V.P., Brisard, S., Guilleminot, J. and Sab, K. (2018), "Mori-Tanaka estimates of the effective elastic properties of stress-gradient composites", Int. J. Solid. Struct., 146, 55-68. https://doi.org/10.1016/j.ijsolstr.2018.03.020. DOI |
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