DOI QR코드

DOI QR Code

On the optimization of building energy, material, and economic management using soft computing

  • Wei, Zhao (School of Management, Wuhan Polytechnic University) ;
  • Zandi, Yousef (Department of Civil Engineering, Tabriz Branch, Islamic Azad University) ;
  • Gholizadeh, Morteza (Department of Civil Engineering, Tabriz Branch, Islamic Azad University) ;
  • Selmi, Abdellatif (Department of Civil Engineering, College of Engineering, Prince Sattam bin Abdulaziz University) ;
  • Roco-Videla, Angel (Programa Magister en Ciencias Quimico-biologicas, Facultad de Ciencias de la Salud, Universidad Bernardo O'Higgins) ;
  • Konbr, Usama (Department of Architecture, Faculty of Engineering, Tanta University)
  • Received : 2020.11.25
  • Accepted : 2021.04.21
  • Published : 2021.06.25

Abstract

This paper provides energy and economic analysis relevant to the cooling season in building enclosures. For a whole year, an Energy Plus thermal transfer model has been created and simulated. Simulations were made from the cities in five different areas of climate in China using weather data files. Energy savings were done from natural cold (e.g., outdoor air), and electricity reductions were performed from air-conditioning electricity devices. This research has investigated the relationship between the cost and building energy while finding a strong and positive correlation. This study has used the Artificial Intelligence (AI) model as Extreme Learning Machine (ELM) and Teaching Learning Based Optimization (TLBO) to calculate the accurate measurement. Three regression models as Pearson correlation coefficient (r), root mean square (RMSE), and coefficient of determination (R2) was used to calculate the results. Following the results of (R2) and RMSE, ELM has shown its higher performance in predicting the strength, energy, and cost of building materials. Based on the simulation results, for office buildings situated in cold areas, the energy savings resulting from phase change materials (PCM) are more prevalent. The test findings demonstrate that the energy savings from PCM applications for the cool area and hot summers and cold winter office buildings were increased. Simple payback time indicated that PCMBs in inhabited buildings could be used cost-effectively in a mild temperature environment.

Keywords

References

  1. Abedini, M. and Zhang, C. (2020a), "Blast Performance of Concrete Columns Retrofitted with FRP using Segment Pressure Technique", Compos. Struct., 113473. https://doi.org/10.1016/j.compstruct.2020.113473.
  2. Abedini, M. and Zhang, C. (2021), "Dynamic vulnerability assessment and damage prediction of RC columns subjected to severe impulsive loading", Struct. Eng. Mech., 77(4), 441. http://doi.org/10.12989/sem.2021.77.4.441.
  3. Abedini, M., Zhang, C., Mehrmashhadi, J. and Akhlaghi, E. (2020b), "Comparison of ALE, LBE and pressure time history methods to evaluate extreme loading effects in RC column", Struct., 28, 456-466. https://doi.org/10.1016/j.istruc.2020.08.084.
  4. Afsar Dizaj, E., Fanaie, N. and Zarifpour, A. (2018), "Probabilistic seismic demand assessment of steel frames braced with reduced yielding segment buckling restrained braces", Adv. Struct. Eng., 21(7), 1002-1020. https://doi.org/10.1177/1369433217737115.
  5. 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.
  6. Al Kajbaf, A., Fanaie, N. and Najarkolaie, K.F. (2018), "Numerical simulation of failure in steel posttensioned connections under cyclic loading", Eng. Fail., Anal., 91, 35-57. https://doi.org/10.1016/j.engfailanal.2018.04.024.
  7. Alam, M., Jamil, H., Sanjayan, J. and Wilson, J. (2014), "Energy saving potential of phase change materials in major Australian cities", Energy Build., 78, 192-201. https://doi.org/10.1016/j.enbuild.2014.04.027.
  8. Alam, Z., Sun, L., Zhang, C., Su, Z. and Samali, B. (2020a), "Experimental and numerical investigation on the complex behaviour of the localised seismic response in a multi-storey plan-asymmetric structure", Struct. Infrastr. Eng., 1-17. https://doi.org/10.1080/15732479.2020.1730914.
  9. Alam, Z., Zhang, C. and Samali, B. (2020b), "Influence of seismic incident angle on response uncertainty and structural performance of tall asymmetric structure", Struct. Des. Tall Spec. Build., 29(12), e1750. https://doi.org/10.1002/tal.1750.
  10. Alam, Z., Zhang, C. and Samali, B. (2020c), "The role of viscoelastic damping on retrofitting seismic performance of asymmetric reinforced concrete structures", Earthq. Eng. Eng. Vib., 19(1), 223-237. https://doi.org/10.1007/s11803-020-0558-x.
  11. Alaskar, A., Shah, S., Keerio, M.A., Phulpoto, J.A., Baharom, S., Assilzadeh, H., Alyousef, R., Alabduljabbar, H. and Mohamed, A.M. (2020), "Development of Pozzolanic material from clay", Adv. Concrete Constr., 10(4), 301-310. http://doi.org/10.12989/acc.2020.10.4.301.
  12. Alyousef, R., Alabduljabbar, H., Mohamed, A.M., Alaskar, A., Jermsittiparsert, K. and Ho, L.S. (2020), "A model to develop the porosity of concrete as important mechanical property", Smart Struct. Syst., 26(2), 147-156. https://doi.org/10.12989/sss.2020.26.2.147.
  13. Arabnejad Khanouki, M.M., Ramli Sulong, N.H. and Shariati, M. (2010), "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.
  14. 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.
  15. Asadolahi, S.M. and Fanaie, N. (2020), "Performance of selfcentering steel moment frame considering stress relaxation in prestressed cables", Adv. Struct. Eng,, 23(9), 1813-1822.. https://doi.org/10.1177/1369433219900940.
  16. Bhattacharyya, B. and Babu, R. (2016), "Teaching learning based optimization algorithm for reactive power planning", Int. J. Elec. Power Energy Syst., 81, 248-253. https://doi.org/10.1016/j.ijepes.2016.02.042.
  17. Bontemps, A., Ahmad, M., Johannes, K. and Sallee, H. (2011), "Experimental and modelling study of twin cells with latent heat storage walls", Energy Build., 43(9), 2456-2461. https://doi.org/10.1016/j.enbuild.2011.05.030.
  18. Brandejsky, T. (2018), "Dependency of GPA-ES algorithm efficiency on ES parameters optimization strength", International Conference on Advanced Engineering Theory and Applications, Springer.
  19. Ceron, I., Neila, J. and Khayet, M. (2011), "Experimental tile with phase change materials (PCM) for building use", Energy Build., 43(8), 1869-1874. https://doi.org/10.1016/j.enbuild.2011.03.031.
  20. Chan, A. (2011), "Energy and environmental performance of building facades integrated with phase change material in subtropical Hong Kong", Energy Build., 43(10), 2947-2955. https://doi.org/10.1016/j.enbuild.2011.07.021.
  21. Chen, C., Shi, L., Shariati, M., Toghroli, A., Mohamad, E.T., Bui, D.T. and Khorami, M. (2019), "Behavior of steel storage pallet racking connection-A review", Steel Compos. Struct., 30(5), 457. https://doi.org/10.12989/scs.2019.30.5.457.
  22. Cui, C.., Wang, B., Zhao, Y.., Zhang, Y.. and Xue, L.. (2020), "Risk management for mine closure: A cloud model and hybrid semi-quantitative decision method", Int. J. Min., Metal. Mater., 27(8), 1021-1035. https://doi.org/10.1007/s12613-020-2002-7.
  23. Cui, H., Memon, S.A. and Liu, R. (2015), "Development, mechanical properties and numerical simulation of macro encapsulated thermal energy storage concrete", Energy Build., 96, 162-174. https://doi.org/10.1016/j.enbuild.2015.03.014.
  24. Daie, M., Jalali, A., Suhatril, M., Shariati, M., Arabnejad Khanouki, M.M., Shariati, A. and Kazemi-Arbat, P. (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.
  25. Davoodnabi, S.M., Mirhosseini, S.M. and Shariati, M. (2019), "Behavior of steel-concrete composite beam using angle shear connectors at fire condition", Steel Compos. Struct., 30(2), 141-147 https://doi.org/10.12989/scs.2019.30.2.141.
  26. Dincer, I. and Rosen, M. (2002), Thermal Energy Storage: Systems and Applications, John Wiley & Sons.
  27. Ding, S., Xu, X. and Nie, R. (2014), "Extreme learning machine and its applications", Neur. Comput. Appl., 25(3), 549-556. https://doi.org/10.1007/s00521-013-1522-8.
  28. Dinh-Cong, D., Keykhosravi, M.H., Alyousef, R., Salih, M.N., Nguyen, H., Alabduljabbar, H., Alaskar, A., Alrshoudi, F. and Poi-Ngian, S. (2019), "The effect of wollastonite powder with pozzolan micro silica in conventional concrete containing recycled aggregate", Smart Struct. Syst., 24(4), 541-552. https://doi.org/10.12989/sss.2019.24.4.541.
  29. Esen, M. (2000), "Thermal performance of a solar-aided latent heat store used for space heating by heat pump", Solar Energy, 69(1), 15-25. https://doi.org/10.1016/S0038-092X(00)00015-3.
  30. Esen, M., Durmus, A. and Durmus, A. (1998), "Geometric design of solar-aided latent heat store depending on various parameters and phase change materials", Solar Energy, 62(1), 19-28. https://doi.org/10.1016/S0038-092X(97)00104-7.
  31. Fanaie, N., Aghajani, S. and Afsar Dizaj, E. (2016), "Strengthening of moment-resisting frame using cable-cylinder bracing", Adv. Struct. Eng., 19(11), 1736-1754. https://doi.org/10.1177/1369433216649382.
  32. Ganesan, T., Vasant, P., Sanghvi, P., Thomas, J. and Litvinchev, I. (2020), "Random matrix generators for optimizing a fuzzy biofuel supply chain system", J. Adv. Eng. Comput., 4(1), 33-50. https://doi.org/10.25073/jaec.202041.268
  33. 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.
  34. Habibi, M., Mohammadgholiha, M. and Safarpour, H. (2019), "Wave propagation characteristics of the electrically GNP-reinforced nanocomposite cylindrical shell", J. Brazil. Soc. Mech. Sci. Eng., 41(5), 1-15. https://doi.org/10.1007/s40430-019-1715-x.
  35. 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. https://doi.org/10.5897/IJPS11.1081.
  36. Huang, G.B. (2003), "Learning capability and storage capacity of two-hidden-layer feedforward networks", IEEE Tran. Neur. Network., 14(2), 274-281. https://doi.org/10.1109/TNN.2003.809401.
  37. Huang, G.B., Zhu, Q.Y. and Siew, C.K. (2006), "Extreme learning machine: theory and applications", Neurocomput., 70(1), 489-501. https://doi.org/10.1016/j.neucom.2005.12.126.
  38. Huang, J., Alyousef, R., Suhatril, M., Baharom, S., Alabduljabbar, H., Alaskar, A. and Assilzadeh, H. (2020), "Influence of porosity and cement grade on concrete mechanical properties", Adv. Concrete Constr., 10(5), 393-402. https://doi.org/10.12989/acc.2020.10.5.393.
  39. Huang, X., Zhang, Y., Moradi, Z. and Shafiei, N. (2021), "Computer simulation via a couple of homotopy perturbation methods and the generalized differential quadrature method for nonlinear vibration of functionally graded non-uniform microtube", Eng. Comput., 1-18. ttps://doi.org/10.1007/s00366-021-01395-7.
  40. Islam, J., Vasant, P., Negash, B.M., Gupta, A., Watada, J. and Banik, A. (2020), "Well placement optimization using firefly algorithm and crow search algorithm", J. Adv. Eng. Comput., 4(3), 181-195. https://doi.org/10.25073/jaec.202043.287
  41. Ismail, M., Shariati, M., Abdul Awal, A.S.M., Chiong, C.E., Sadeghipour Chahnasir, E., Porbar, A., Heydari, A. and khorami, M. (2018), "Strengthening of bolted shear joints in industrialized ferrocement construction", Steel Compos. Struct., 28(6), 681-690. https://doi.org/10.12989/scs.2018.28.6.681.
  42. Jabri, D., Belkhiat, D.E.C., Guelton, K. and Manamanni, N. (2018), "Decentralized controller design for large scale switched Takagi-Sugeno systems with H∞ performance specifications", J. Adv. Eng. Comput., 2(2). https://doi.org/10.25073/jaec.201822.187.
  43. 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. https://doi.org/10.5897/IJPS11.1324.
  44. Jiao, J., Ghoreishi, S.., 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.
  45. 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.
  46. Kordestani, H. and Zhang, C. (2020a), "Direct use of the savitzky-golay filter to develop an output-only trend line-based damage detection method", Sensor., 20(7), 1983. https://doi.org/10.3390/s20071983.
  47. Kordestani, H., Zhang, C. and Shadabfar, M. (2020b), "Beam damage detection under a moving load using random decrement technique and Savitzky-Golay Filter", Sensor., 20(1), 243. https://doi.org/10.3390/s20010243.
  48. Lei, J., Yang, J. and Yang, E.H. (2016), "Energy performance of building envelopes integrated with phase change materials for cooling load reduction in tropical Singapore", Appl. Energy, 162, 207-217. https://doi.org/10.1016/j.apenergy.2015.10.031.
  49. Li, C., Sun, L., Xu, Z., Wu, X., Liang, T. and Shi, W. (2020), "Experimental investigation and error analysis of high precision FBG displacement sensor for structural health monitoring", Int. J. Struct. Stab. Dyn., 20(06), 2040011.. https://doi.org/10.1142/S0219455420400118.
  50. Li, D., Toghroli, A., Shariati, M., Sajedi, F., Bui, D.T., Kianmehr, P., Mohamad, E.T. and Khorami, M. (2019), "Application of polymer, silica-fume and crushed rubber in the production of Pervious concrete", Smart Struct. Syst., 23(2), 207-214. https://doi.org/10.12989/sss.2019.23.2.207.
  51. Li, D., Zheng, Y., Liu, C. and Wu, G. (2015), "Numerical analysis on thermal performance of roof contained PCM of a single residential building", Energy Convers. Manage., 100, 147-156. https://doi.org/10.1016/j.enconman.2015.05.014.
  52. Lu, W. (2007), "Potential energy savings and environmental impacts of energy efficiency standards for vapor compression central air conditioning units in China", Energy Policy, 35(3), 1709-1717. https://doi.org/10.1016/j.enpol.2006.05.012.
  53. Luo, Z., Sinaei, H., Ibrahim, Z., Shariati, M., Jumaat, Z., Wakil, K., Pham, B.T., Mohamad, E.T. and Khorami, M. (2019), "Computational and experimental analysis of beam to column joints reinforced with CFRP plates", Steel Compos. Struct., 30(3), 271-280. http://doi.org/10.12989/scs.2019.30.3.271.
  54. Ma, X., Zhang, K., Zhang, L., Yao, C., Yao, J., Wang, H., Jian, W. and Yan, Y. (2021), "Data-Driven niching differential evolution with adaptive parameters control for history matching and uncertainty quantification", SPE J., 26(02), 993-1010. https://doi.org/10.2118/205014-PA.
  55. Maccarini, A., Hultmark, G., Bergsoe, N.C. and Afshari, A. (2018), "Free cooling potential of a PCM-based heat exchanger coupled with a novel HVAC system for simultaneous heating and cooling of buildings", Sustain. Citi. Soc., 42, 384-395. https://doi.org/10.1016/j.scs.2018.06.016.
  56. Majedi, M., Afrazi, M. and Fakhimi, A. (2020), "FEM-BPM simulation of SHPB testing for measurement of rock tensile strength", 54th US Rock Mechanics/Geomechanics Symposium, American Rock Mechanics Association.
  57. Majedi, M.R., Afrazi, M. and Fakhimi, A. (2021), "A micromechanical model for simulation of rock failure under high strain rate loading", Int. J. Civil Eng., 19(5), 501-515. https://doi.org/10.1007/s40999-020-00551-2.
  58. Mansouri, I., Shariati, M., Safa, M., Ibrahim, Z., Tahir, M. and Petkovic, D. (2019), "Analysis of influential factors for predicting the shear strength of a V-shaped angle shear connector in composite beams using an adaptive neuro-fuzzy technique", J. Intel. Manuf., 30(3), 1247-1257. https://doi.org/10.1007/s10845-017-1306-6
  59. Medved, S. and Arkar, C. (2008), "Correlation between the local climate and the free-cooling potential of latent heat storage", Energy Build., 40(4), 429-437. https://doi.org/10.1016/j.enbuild.2007.03.011.
  60. Mehrabi, P., Shariati, M., Kabirifar, K., Jarrah, M., Rasekh, H., Trung, N.T., Shariati, A. and Jahandari, S. (2021), "Effect of pumice powder and nano-clay on the strength and permeability of fiber-reinforced pervious concrete incorporating recycled concrete aggregate", Constr. Build. Mater., 287, 122652. https://doi.org/10.1016/j.conbuildmat.2021.122652.
  61. 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: Stat. Mech. Its Appl., 121169. https://doi.org/10.1016/j.physa.2019.121169.
  62. Mohammadhassani, M., Akib, S., Shariati, M., Suhatril, M. and Arabnejad Khanouki, M.M. (2014a), "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. ttps://doi.org/10.1016/j.engfailanal.2013.08.014.
  63. 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. http://doi.org/10.12989/sem.2013.46.6.853.
  64. Mohammadhassani, M., Nezamabadi-Pour, H., Suhatril, M. and Shariati, M. (2014b), "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. http://doi.org/10.12989/.2014.14.5.785.
  65. Mohammadhassani, M., Suhatril, M., Shariati, M. and Ghanbari, F. (2014c), "Ductility and strength assessment of HSC beams with varying of tensile reinforcement ratios", Struct. Eng. Mech., 48(6), 833-848. https://doi.org/10.12989/sem.2013.48.6.833.
  66. Mousavi, A.A., Zhang, C., Masri, S.F. and Gholipour, G. (2020), "Structural damage localization and quantification based on a CEEMDAN Hilbert Transform Neural Network Approach: A model steel truss bridge case study", Sensor., 20(5), 1271. https://doi.org/10.3390/s20051271.
  67. Naghipour, M., Niak, K.M., Shariati, M. and Toghroli, A. (2020a), "Effect of progressive shear punch of a foundation on a reinforced concrete building behavior", Steel Compos. Struct., 35(2), 279-294. http://dx.doi.org/10.12989/scs.2020.35.2.279.
  68. Naghipour, M., Yousofizinsaz, G. and Shariati, M. (2020b), "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. https://doi.org/10.12989/scs.2020.34.3.347.
  69. 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.
  70. Nguyen, T.B.T. (2017), "Adaptive MIMO controller design for chaos synchronization in coupled josephson junctions via fuzzy neural networks", J. Adv. Eng. Comput., 1(1), 80-86. http://dx.doi.org/10.25073/jaec.201711.52.
  71. Nosrati, A., Zandi, Y., Shariati, M., Khademi, K., Darvishnezhad Aliabad, M., Marto, A., Mu'azu, M., Ghanbari, E., Mandizadeh, M. B. and Shariati, A. (2018), "Portland cement structure and its major oxides and fineness", Smart Struct. Syst., 22(4), 425-432. https://doi.org/10.12989/sss.2018.22.4.425.
  72. Pasupathy, A. and Velraj, R. (2008), "Effect of double layer phase change material in building roof for year round thermal management", Energy Build., 40(3), 193-203. https://doi.org/10.1016/j.enbuild.2007.02.016.
  73. Pazhoohan, J., Beiki, H. and Esfandyari, M. (2019), "Experimental investigation and adaptive neural fuzzy inference system prediction of copper recovery from flotation tailings by acid leaching in a batch agitated tank", Int. J. Min., Metal. Mater., 26(5), 538-546. https://doi.org/10.1007/s12613-019-1762-4.
  74. Qi, C. and Fourie, A. (2019), "Cemented paste backfill for mineral tailings management: Review and future perspectives", Min. Eng., 114, 106025.
  75. Qi, C., Chen Q. and Kim, S.S. (2020), "Integrated and intelligent design framework for cemented paste backfill: A combination of robust machine learning modelling and multi-objective optimization", Min. Eng., 155, 106422. https://doi.org/10.1016/j.mineng.2020.106422
  76. Rajaei, S., Shoaei, P., Shariati, M., Ameri, F., Musaeei, H.R., Behforouz, B. and de Brito, J. (2021), "Rubberized alkaliactivated slag mortar reinforced with polypropylene fibres for application in lightweight thermal insulating materials", Constr. Build. Mater., 270, 121430. https://doi.org/10.1016/j.conbuildmat.2020.121430.
  77. 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. http://doi.org/10.12989/sem.2020.74.1.145.
  78. Rouhanifar, S., Afrazi, M., Fakhimi, A. and Yazdani, M. (2020), "Strength and deformation behaviour of sand-rubber mixture", Int. J. Geotech. Eng., 1-15.
  79. 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.
  80. Safa, M., Maleka, A., Arjomand, M.A., Khorami, M. and Shariati, M. (2019), "Strain rate effects on soil-geosynthetic interaction in fine-grained soil", Geomech. Eng., 19(6), 533. https://doi.org/10.12989/gae.2019.19.6.533.
  81. 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: Stat. Mech. Its Appl., 124046. https://doi.org/10.1016/j.physa.2019.124046.
  82. Safa, M., Shariati, M., Ibrahim, Z., Toghroli, A., Baharom, S.B., Nor, N.M. and Petkovic, D. (2016), "Potential of adaptive neuro fuzzy inference system for evaluating the factors affecting steelconcrete composite beam's shear strength", Steel Compos. Struct., 21(3), 679-688, https://doi.org/10.12989/scs.2016.21.3.679.
  83. 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.
  84. Sedghi, Y., Zandi, Y., Shariati, M., Ahmadi, E., Moghimi Azar, V., Toghroli, A., Safa, M., Tonnizam Mohamad, E., 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.
  85. Shah, S., Ramli Sulong, N.H., Shariati, M., Khan, R. and Jumaat, M. (2016a), "Behavior of steel pallet rack beam-to-column connections at elevated temperatures", Thin Wall. Struct., 106, 471-483. https://doi.org/10.1016/j.tws.2016.05.021.
  86. Shah, S., Sulong, N.R., Khan, R., Jumaat, M. and Shariati, M. (2016b), "Behavior of industrial steel rack connections", Mech. Syst. Signal Pr., 70, 725-740. https://doi.org/10.1016/j.ymssp.2015.08.026.
  87. Shah, S., Sulong, N.R., Shariati, M. and Jumaat, M. (2015), "Steel rack connections: Identification of most influential factors and a comparison of stiffness design methods", PloS one, 10(10), e0139422. https://doi.org/10.1371/journal.pone.0139422.
  88. Shahabi, S., Ramli Sulong, N.H., Shariati, M. and Shah, S. (2016), "Performance of shear connectors at elevated temperatures-A review", Steel Compos. Struct., 20(1), 185-203. https://doi.org/10.12989/scs.2016.20.1.185.
  89. Shariati, M. (2008), "Assessment of building using nonedestructive test techniques (ultra Sonic Pulse Velocity and Schmidt Rebound Hammer)", Universiti Putra Malaysia.
  90. Shariati, M. (2013), "Behaviour of C-shaped shear connectors in stell concrete composite beams", Jabatan Kejuruteraan Awam, Fakulti Kejuruteraan, Universiti Malaya.
  91. 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.
  92. Shariati, M., Armaghani, D.J., Khandelwal, M., Zhou, J., Eyvaziyan, A. and Khorami, M. (2021), "Assessment of longstanding effects of fly ash and silica fume on the compressive strength of concrete using extreme learning machine and artificial neural network", J. Adv. Eng. Comput., 5(1), 50-75. http://dx.doi.org/10.25073/jaec.202151.308.
  93. Shariati, M., Azar, S.M., Arjomand, M.A., Tehrani, H.S., Daei, M. and Safa, M. (2019a), "Comparison of dynamic behavior of shallow foundations based on pile and geosynthetic materials in fine-grained clayey soils", Geomech. Eng., 19(6), 473. https://doi.org/10.12989/gae.2019.19.6.473.
  94. Shariati, M., Azar, S.M., Arjomand, M.A., Tehrani, H.S., Daei, M. and Safa, M. (2020a), "Evaluating the impacts of using piles and geosynthetics in reducing the settlement of fine-grained soils under static load", Geomech. Eng., 20(2), 87-101. https://doi.org/10.12989/gae.2020.20.2.087.
  95. Shariati, M., Faegh, S.S., Mehrabi, P., Bahavarnia, S., Zandi, Y., Masoom, D.R., Toghroli, A., Trung, N.T. and Salih, M.N. (2019b), "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.
  96. Shariati, M., Ghorbani, M., Naghipour, M., Alinejad, N. and Toghroli, A. (2020b), "The effect of RBS connection on energy absorption in tall buildings with braced tube frame system", Steel Compos. Struct., 34(3), 393. https://doi.org/10.12989/scs.2020.34.3.393.
  97. Shariati, M., Grayeli, M., Shariati, A. and Naghipour, M. (2020c), "Performance of composite frame consisting of steel beams and concrete filled tubes under fire loading", Steel Compos. Struct., 36(5), 587-602. https://doi.org/10.12989/scs.2020.36.5.587.
  98. Shariati, M., Heyrati, A., Zandi, Y., Laka, H., Toghroli, A., Kianmehr, P., Safa, M., Salih, M.N. and Poi-Ngian, S. (2019c), "Application of waste tire rubber aggregate in porous concrete", Smart Struct. Syst., 24(4), 553-566. https://doi.org/10.12989/sss.2019.24.4.553.
  99. Shariati, M., Mafipour, M.S., Ghahremani, B., Azarhomayun, F., Ahmadi, M., Trung, N.T. and Shariati, A. (2020d), "A novel hybrid extreme learning machine-grey wolf optimizer (ELMGWO) 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.
  100. 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. http://dx.doi.org/10.12989/scs.2020.34.1.155.
  101. 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. https://doi.org/10.12989/sss.2020.25.2.183.
  102. Shariati, M., Mafipour, M.S., Mehrabi, P., Bahadori, A., Zandi, Y., Salih, M.N., Nguyen, H., Dou, J., Song, X. and Poi-Ngian, S. (2019d), "Application of a hybrid artificial neural networkparticle 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.
  103. Shariati, M., Mafipour, M.S., Mehrabi, P., Shariati, A., Toghroli, A., Trung, N.T. and Salih, M.N. (2020). "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.
  104. Shariati, M., Mafipour, M.S., Mehrabi, P., Zandi, Y., Dehghani, D., Bahadori, A., Shariati, A., Trung, N.T., Salih, M.N. and PoiNgian, S. (2019e), "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.
  105. Shariati, M., Naghipour, M., Yousofizinsaz, G., Toghroli, A. and Tabarestani, N.P. (2020g), "Numerical study on the axial compressive behavior of built-up CFT columns considering different welding lines", Steel Compos. Struct., 34(3), 377. https://doi.org/10.12989/scs.2020.34.3.377.
  106. Shariati, M., Rafiei, S., Zandi, Y., Fooladvand, R., Gharehaghaj, B., Shariat, A., Trung, N.T., Salih, M.N., Mehrabi, P. and PoiNgian, S. (2019f), "Experimental investigation on the effect of cementitious materials on fresh and mechanical properties of self-consolidating concrete", Adv. Concrete Constr., 8(3), 225-237. http://dx.doi.org/10.12989/acc.2019.8.3.225.
  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., Ramli Sulong, N.H., Arabnejad Khanouki, M.M. and Shariati, A. (2011), "Experimental and numerical investigations of channel shear connectors in high strength concrete", Proceedings of the 2011 World Congress on Advances in Struct. Eng. Mech. (ASEM'11+), Korea.
  109. Shariati, M., Ramli Sulong, N.H., Suhatril, M., Shariati, A., Arabnejad Khanouki, M.M. and Sinaei, H. (2012), "Fatigue energy dissipation and failure analysis of channel shear connector embedded in the lightweight aggregate concrete in composite bridge girders", Fifth International Conference on Engineering Failure Analysis, Hilton Hotel, The Hague, The Netherlands, July.
  110. Shariati, M., Shariati, A., Trung, N.T., Shoaei, P., Ameri, F., Bahrami, N. and Zamanabadi, S.N. (2020h), "Alkali-activated slag (AAS) paste: Correlation between durability and microstructural characteristics", Constr. Build. Mater., 267, 120886.. https://doi.org/10.1016/j.conbuildmat.2020.120886.
  111. Shariati, M., Tahir, M.M., Wee, T.C., Shah, S., 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.
  112. Shariati, M., Tahmasbi, F., Mehrabi, P., Bahadori, A. and Toghroli, A. (2020i), "Monotonic behavior of C and L shaped angle shear connectors within steel-concrete composite beams: an experimental investigation", Steel Compos. Struct., 35(2), 237-247. https://doi.org/10.12989/scs.2020.35.2.237.
  113. Shariati, M., Toghroli, A., Jalali, A. and Ibrahim, Z. (2017), "Assessment of stiffened angle shear connector under monotonic and fully reversed cyclic loading", Fifth International Conference on Advances in Civil, Structural and Mechanical Engineering-CSM 2017.
  114. Shariati, M., Trung, N.T., Wakil, K., Mehrabi, P., Safa, M. and Khorami, M. (2019g), "Moment-rotation estimation of steel rack connection using extreme learning machine", Steel Compos. Struct., 31(5), 427-435. https://doi.org/10.12989/scs.2019.31.5.427.
  115. Soares, N., Gaspar, A., Santos, P. and Costa, J. (2014), "Multidimensional optimization of the incorporation of PCM-drywalls in lightweight steel-framed residential buildings in different climates", Energy Build., 70, 411-421. https://doi.org/10.1016/j.enbuild.2013.11.072.
  116. Suhatril, M., Osman, N., Sari, P.A., Shariati, M. and Marto, A. (2019), "Significance of surface eco-protection techniques for cohesive soils slope in Selangor, Malaysia", Geotech. Geolog. Eng., 37(3), 2007-2014. https://doi.org/10.1007/s10706-018-0740-3.
  117. Sun, L., Li, C., Zhang, C., Liang, T. and Zhao, Z. (2019a), "The strain transfer mechanism of fiber bragg grating sensor for extra large strain monitoring", Sensor., 19(8), 1851. https://doi.org/10.3390/s19081851.
  118. Sun, L., Li, C., Zhang, C., Su, Z. and Chen, C. (2018), "Early monitoring of rebar corrosion evolution based on FBG sensor", Int. J. Struct. Stab. Dyn., 18(08), 1840001. https://doi.org/10.1142/S0219455418400011.
  119. Sun, L., Su, Z., Xia, Y., Zhang, C. and Li, C. (2019b), "Superwide-range fiber bragg grating displacement sensor based on an eccentric gear: Principles and experiments", J. Aerosp. Eng., 32(1), 04018129. https://doi.org/10.1061/(ASCE)AS.1943-5525.0000960.
  120. Sun, L., Yang, Z., Jin, Q. and Yan, W. (2020), "Effect of axial compression ratio on seismic behavior of GFRP reinforced concrete columns", Int. J. Struct. Stab. Dyn., 20(06), 2040004. https://doi.org/10.1142/S0219455420400040.
  121. Sun, X., Zhang, Q., Medina, M.A. and Lee, K.O. (2014), "Energy and economic analysis of a building enclosure outfitted with a phase change material board (PCMB)", Energy Convers. Manage., 83, 73-78. https://doi.org/10.1016/j.enconman.2014.03.035.
  122. Toghroli, A., Mehrabi, P., Shariati, M., Trung, N.T., Jahandari, S. and Rasekh, H. (2020), "Evaluating the use of recycled concrete aggregate and pozzolanic additives in fiber-reinforced pervious concrete with industrial and recycled fibers", Constr. Build. Mater., 252, 118997. https://doi.org/10.1016/j.conbuildmat.2020.118997.
  123. 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
  124. Toghroli, A., Shariati, M., Karim, M.R. and Ibrahim, Z. (2017), "Investigation on composite polymer and silica fume-rubber aggregate pervious concrete", Fifth International Conference on Advances in Civil, Structural and Mechanical Engineering - CSM 2017, Zurich, Switzerland.
  125. 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. Intel. Manuf., 1-9. http://doi.org/10.1007/s10845-016-1217-y.
  126. Trung, N.T., Shahgoli, A.F., Zandi, Y., Shariati, M., Wakil, K., Safa, M. and Khorami, M. (2019a), "Moment-rotation prediction of precast beam-to-column connections using extreme learning machine", Struct. Eng. Mech., 70(5), 639-647 DOI: https://doi.org/10.12989/sem.2019.70.5.639.
  127. Trung, N.T., Alemi, N., Haido, J.H., Shariati, M., Baradaran, S. and Yousif, S.T. (2019b), "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.
  128. Vujic, S., Benovic, T., Miljanovic, I., Hudej, M., Milutinovic, A. and Pavlovic, P. (2011), "Fuzzy linear model for production optimization of mining systems with multiple entities", Int. J. Min., Metal. Mater., 18(6), 633-637. https://doi.org/10.1007/s12613-011-0488-8.
  129. Wei, X., Shariati, M., Zandi, Y., Pei, S., Jin, Z., Gharachurlu, S., Abdullahi, M.M., Tahir, M.M. and Khorami, M. (2018), "Distribution of shear force in perforated shear connectors", Steel Compos. Struct., 27(3), 389-399. http://doi.org/10.12989/scs.2018.27.3.389.
  130. Xie, Q., Sinaei, H., Shariati, M., Khorami, M., Mohamad, E.T. and Bui, D.T. (2019), "An experimental study on the effect of CFRP on behavior of reinforce concrete beam column connections", Steel Compos. Struct., 30(5), 433-441 https://doi.org/10.12989/scs.2019.30.5.433.
  131. Xu, H.B., Zhang, C.W., Li, H., Tan, P., Ou, J.P. and Zhou, F.L. (2014a), "Active mass driver control system for suppressing wind-induced vibration of the Canton Tower", Smart Struct. Syst., 13(2), 281-303. http://doi.org/10.12989/sss.2014.13.2.281.
  132. Xu, H., Zhang, C., Li, H. and Ou, J. (2014b), "Real-time hybrid simulation approach for performance validation of structural active control systems: a linear motor actuator based active mass driver case study", Struct. Control Hlth. Monit., 21(4), 574-589. https://doi.org/10.1002/stc.1585.
  133. 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. Meth. Eng., 1-15. https://doi.org/10.1007/s11831-020-09504-3.
  134. 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 Tran. Cybernet.. http://doi.org/10.1109/TCYB.2020.3036393.
  135. Yang, Y., Li, Y., Yao, J., Iglauer, S., Luquot, L., Zhang, K., Sun, H., Zhang, L., Song, W. and Wang, Z. (2020), "Dynamic pore-scale dissolution by CO2-saturated brine in carbonates: Impact of homogeneous versus fractured versus vuggy pore structure", Water Resour. Res., 56(4), e2019WR026112. https://doi.org/10.1029/2019WR026112.
  136. Yang, Y., Yao, J., Wang, C., Gao, Y., Zhang, Q., An, S. and Song, W. (2015), "New pore space characterization method of shale matrix formation by considering organic and inorganic pores", J. Nat. Gas Sci. Eng., 27, 496-503. https://doi.org/10.1016/j.jngse.2015.08.017.
  137. 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.
  138. Zhang, C., Alam, Z., Sun, L., Su, Z. and Samali, B. (2019a), "Fibre Bragg grating sensor-based damage response monitoring of an asymmetric reinforced concrete shear wall structure subjected to progressive seismic loads", Struct. Control Hlth. Monit., 26(3), e2307. https://doi.org/10.1002/stc.2307
  139. Zhang, C., Gholipour, G. and Mousavi, A. A. (2020a), "State-of-the-art review on responses of RC structures subjected to lateral impact loads", Arch. Comput. Meth. Eng., 1-31. https://doi.org/10.1007/s11831-020-09467-5.
  140. Zhang, C. and Mousavi, A.A. (2020b), "Blast loads induced responses of RC structural members: State-of-the-art review", Compos. Part B: Eng., 108066. https://doi.org/10.1016/j.compositesb.2020.108066.
  141. Zhang, C. and Wang, H. (2019b), "Robustness of the active rotary inertia driver system for structural swing vibration control subjected to multi-type hazard excitations", Appl. Sci., 9(20), 4391. https://doi.org/10.3390/app9204391.
  142. Zhang, C. and Wang, H. (2019c), "Swing vibration control of suspended structure using active rotary inertia driver system: Parametric analysis and experimental verification", Appl. Sci., 9(15), 3144. https://doi.org/10.3390/app9153144.
  143. Zhang, K.Q., Yin, H.Q., Jiang, X., Liu, X.Q., He, F., Deng, Z.H., ... & Qu, X.H. (2019d), "A novel approach to predict green density by high-velocity compaction based on the materials informatics method", Int. J. Min., Metal. Mater., 26(2), 194-201. https://doi.org/10.1007/s12613-019-1724-x.
  144. Zhang, K., Zhang, J., Ma, X., Yao, C., Zhang, L., Yang, Y., Wang, J., Yao, J. and Zhao, H. (2021), "History matching of naturally fractured reservoirs using a deep sparse autoencoder", SPE J., 1-22. https://doi.org/10.2118/205340-PA.
  145. Zheng, J., Zhang, C. and Li, A. (2020), "Experimental investigation on the mechanical properties of curved metallic plate dampers", Appl. Sci., 10(1), 269. https://doi.org/10.3390/app10010269.
  146. 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.
  147. 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.
  148. 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.
  149. 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", Scientif. Report., 7(1), 1-22. https://doi.org/10.1038/s41598-017-06837-1.