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http://dx.doi.org/10.12989/sss.2020.26.5.559

Economic application of structural health monitoring and internet of things in efficiency of building information modeling  

Cao, Yan (National Key Project Laboratory, Jiangxi University of Engineering)
Miraba, Sepideh (Department of Architecture, Soore University)
Rafiei, Shervin (Department of Construction Engineering and Management, Amirkabir University of Technology)
Ghabussi, Aria (Department of Civil, Environmental and Construction Engineering, Texas Tech University)
Bokaei, Fateme (Department of Civil and Architectural Engineering, Eyvanekey University)
Baharom, Shahrizan (Department of Civil Engineering, Faculty of Engineering and Built Environment, Universiti Kebangsaan)
Haramipour, Pedram (Department of Architecture, Shahid Beheshti University)
Assilzadeh, Hamid (Institute of Research and Development, Duy Tan University)
Publication Information
Smart Structures and Systems / v.26, no.5, 2020 , pp. 559-573 More about this Journal
Abstract
One of the powerful data management tools is Building Information Modeling (BIM) which operates through obtaining, recalling, sharing, sorting and sorting data and supplying a digital environment of them. Employing SHM, a BIM in monitoring systems, would be an efficient method to address their data management problems and consequently optimize the economic aspects of buildings. The recording of SHM data is an effective way for engineers, facility managers and owners which make the BIM dynamic through the provision of updated information regarding the occurring state and health of different sections of the building. On the other hand, digital transformation is a continuous challenge in construction. In a cloud-based BIM platform, environmental and localization data are integrated which shape the Internet-of-Things (IoT) method. In order to improve work productivity, living comfort, and entertainment, the IoT has been growingly utilized in several products (such as wearables, smart homes). However, investigations confronting the integration of these two technologies (BIM and IoT) remain inadequate and solely focus upon the automatic transmission of sensor information to BIM models. Therefore, in this composition, the use of BIM based on SHM and IOT is reviewed and the economic application is considered.
Keywords
Building Information Modeling (BIM); SHM; IOT; sensor; network;
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82 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/10.1016/j.physa.2019.121169.   DOI
83 Miorandi, D., Sicari, S., De Pellegrini, F. and Chlamtac, I. (2012), "Internet of things: Vision, applications and research challenges", Ad Hoc Netw., 10(7), 1497-1516. https://doi.org/10.1016/j.adhoc.2012.02.016.   DOI
84 Yan, S.R., Foroughi, M.M., Safaei, M., Jahani, S., Ebrahimpoor, N., Borhani, F., Barati, N.R.Z., Aramesh-Boroujeni, Z. and Foong, L.K. (2020f), "A review: Recent advances in ultrasensitive and highly specific recognition aptasensors with various detection strategies", Int. J. Biol. Macromol., 155, 184-207. https://doi.org/10.1016/j.ijbiomac.2020.03.173.   DOI
85 Yan, S.R., Zarringhalam, M., Toghraie, D., Foong, L.K. and Talebizadehsardari, P. (2020g), "Numerical investigation of non-Newtonian blood flow within an artery with cone shape of stenosis in various stenosis angles", Comput. Methods Programs Biomed., 192, 105434. https://doi.org/10.1016/j.cmpb.2020.105434.   DOI
86 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. Geol. Eng., 37(3), 2007-2014. https://doi.org/10.1007/s10706-018-0740-3.   DOI
87 Shariati, M., Ramli Sulong, N.H., Arabnejad Khanouki, M.M., Shafigh, P. and Sinaei, H. (2011b), "Assessing the strength of reinforced concrete structures through ultrasonic pulse velocity and Schmidt rebound hammer tests", Sci. Res. Essays., 6(1), 213-220. http://dx.doi.org/10.5897/SRE10.879.
88 Shariati, M., Ramli Sulong, N.H., Arabnejad Khanouki, M.M. and Shariati, A. (2011c), "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, Jeju, Korea, September.
89 Cao, Y., Wakil, K., Alyousef, R., Jermsittiparsert, K., Ho, L.S., Alabduljabbar, H., Alaskar, A., Alrshoudi, F. and Mohamed, A.M. (2020c), "Application of extreme learning machine in behavior of beam to column connections", Structures, 25, 861-867. https://doi.org/10.1016/j.istruc.2020.03.058.   DOI
90 Smarsly, K. and Tauscher, E. (2016), "Monitoring information modeling for semantic mapping of structural health monitoring systems", Proceedings of the 16th International Conference on Computing in Civil and Building Engineering, Osaka, Japan, July.
91 Tahmasbi, F., Maleki, S., Shariati, M., Ramli Sulong, N.H. and Tahir, M.M. (2016), "Shear capacity of C-shaped and L-shaped angle shear connectors", PLoS One, 11(8), e0156989. https://doi.org/10.1371/journal.pone.0156989.   DOI
92 Theiler, M., Dragos, K. and Smarsly, K. (2017), "BIM-based design of structural health monitoring systems", Proceedings of the 11th International Workshop on Structural Health Monitoring, Stanford, USA, June.
93 Tian, M.W., Ebadi, A.G., Jermsittiparsert, K., Kadyrov, M., Ponomarev, A., Javanshir, N. and Nojavan, S. (2019a), "Riskbased stochastic scheduling of energy hub system in the presence of heating network and thermal energy management", Appl. Therm. Eng., 159, 113825. https://doi.org/10.1016/j.applthermaleng.2019.113825.   DOI
94 Tian, M.W., Yuen, H.C., Yan, S.R. and Huang, W.L. (2019b), "The multiple selections of fostering applications of hydrogen energy by integrating economic and industrial evaluation of different regions", Int. J. Hydrog. Energy, 44(56), 29390-29398. https://doi.org/10.1016/j.ijhydene.2019.07.089.   DOI
95 Ziaei-Nia, A., Shariati, M. and Salehabadi, E. (2018), "Dynamic mix design optimization of high-performance concrete", Steel Compos. Struct., Int. J., 29(1), 67-75. http://dx.doi.org/10.12989/scs.2018.29.1.067.
96 Yan, S.R., Mehrizi, M.Z. and Foong, L.K. (2020h), "Synthesis of NiAl-WC composite by the thermal explosion of elemental powders", Ceram. Int., 46(10), 15146-15151. https://doi.org/10.1016/j.ceramint.2020.03.050.   DOI
97 Yan, S.R., Fazilati, M.A., Samani, N., Ghasemi, H., Toghraie, D., Nguyen, Q. and Karimipour, A. (2020i), "Energy efficiency optimization of the waste heat recovery system with embedded phase change materials in greenhouses: A thermo-economicenvironmental study", J. Energy Storage, 30, 101445. https://doi.org/10.1016/j.est.2020.101445.   DOI
98 Zandi, Y., Shariati, M., Marto, A., Wei, X., Karaca, Z., Dao, D., Toghroli, A., Hashemi, M.H., Sedghi, Y. and Wakil, K. (2018), "Computational investigation of the comparative analysis of cylindrical barns subjected to earthquake", Steel Compos. Struct., Int. J., 28(4), 439-447. https://doi.org/10.12989/scs.2018.28.4.439.
99 Zhao, X., Fourie, A. and Qi, C.C. (2019), "An analytical solution for evaluating the safety of an exposed face in a paste backfill stope incorporating the arching phenomenon", Int. J. Min. Metall. Mater., 26(10), 1206-1216. https://doi.org/10.1007/s12613-019-1885-7.   DOI
100 Shariati, M., Ramli Sulong, N.H., Sinaei, H., Arabnejad Khanouki, M.M. and Shafigh, P. (2011d), "Behavior of channel shear connectors in normal and light weight aggregate concrete (experimental and analytical study)", Adv. Mater. Res., 168, 2303-2307. https://doi.org/10.4028/www.scientific.net/AMR.168-170.2303.   DOI
101 Shariati, A., Ramli Sulong, N.H., Suhatril, M. and Shariati, M. (2012a), "Investigation of channel shear connectors for composite concrete and steel T-beam", Int. J. Phys. Sci., 7(11), 1828-1831. https://doi.org/10.5897/IJPS11.1604.
102 Shariati, A., Ramli Sulong, N.H., Suhatril, M. and Shariati, M. (2012b), "Various types of shear connectors in composite structures: A review", Int. J. Phys. Sci., 7(22), 2876-2890. https://doi.org/10.5897/IJPSx11.004.
103 Shariati, M., Ramli Sulong, N.H. and Arabnejad Khanouki, M.M. (2012c), "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.   DOI
104 Shariati, M., Ramli Sulong, N.H., Suhatril, M., Shariati, A., Arabnejad Khanouki, M.M. and Sinaei, H. (2012d), "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.   DOI
105 Da Xu, L. (2011), "Enterprise systems: State-of-the-art and future trends", IEEE Trans. Ind. Inform., 7(4), 630-640. https://doi.org/10.1109/TII.2011.2167156.   DOI
106 Tian, M.W., Wang, L., Yan, S.R., Tian, X.X., Liu, Z.Q. and Rodrigues, J.J.P. (2019c), "Research on financial technology innovation and application based on 5G network", IEEE Access, 7, 138614-138623. https://doi.org/10.1109/ACCESS.2019.2936860.   DOI
107 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., Int. J., 46(6), 853-868. http://dx.doi.org/10.12989/sem.2013.46.6.853.   DOI
108 Cao, Y., Wakil, K., Alyousef, R., Yousif, S.T., Jermsittiparsert, K., Ho, L.S., Alabduljabbar, H., Alaskar, A., Alrshoudi, F. and Mohamed, A.M. (2020d), "Computational earthquake performance of plan-irregular shear wall structures subjected to different earthquake shock situations", Earthq. Struct., Int. J., 18(5), 567-580. https://doi.org/10.12989/eas.2020.18.5.567.
109 Chang, K.M., Dzeng, R.J. and Wu, Y.J. (2018), "An automated IoT visualization BIM platform for decision support in facilities management", Appl. Sci., 8(7), 1086. https://doi.org/10.3390/app8071086.   DOI
110 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., Int. J., 30(5), 457-469. https://doi.org/10.12989/scs.2019.30.5.457.
111 Da Xu, L., He, W. and Li, S. (2014), "Internet of things in industries: A survey", IEEE Trans. Ind. Inform., 10(4), 2233-2243. https://doi.org/10.1109/TII.2014.2300753.   DOI
112 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.
113 Mohammadhassani, M., Saleh, A., Suhatril, M. and Safa, M. (2015), "Fuzzy modelling approach for shear strength prediction of RC deep beams", Smart Struct. Syst. Int. J., 16(3), 497-519. https://doi.org/10.12989/sss.2015.16.3.497.   DOI
114 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. https://doi.org/10.1016/j.engfailanal.2013.08.014.   DOI
115 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. Int. J., 14(5), 785-809. http://dx.doi.org/10.12989/sss.2014.14.5.785.   DOI
116 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., Int. J., 48(6), 833-848. https://doi.org/10.12989/sem.2013.48.6.833.
117 Mutlib, N.K. and Baharom, S. (2018), "Quantification of delamination in a composite floor using a novel damage index", Nondestruct. Test. Eval., 33(4), 405-426. https://doi.org/10.1080/10589759.2018.1484919.   DOI
118 Mutlib, N.K., Baharom, S., Nuawi, M.Z. and El-Shafie, A. (2016a), "Ultrasonic surface wave monitoring for steel fibrereinforced concrete using gel-coupled piezoceramic sensors: A case study", Arab. J. Sci. Eng., 41(4), 1273-1281. https://doi.org/10.1007/s13369-015-1925-1.   DOI
119 Zhao, X., Fourie, A. and Qi, C.C. (2020a), "Mechanics and safety issues in tailing-based backfill: A review", Int. J. Min. Metall. Mater., 27(9), 1165-1178. https://doi.org/10.1007/s12613-020-2004-5.   DOI
120 Shariati, M., Ramli Sulong, N.H., Suhatril, M., Shariati, A., Arabnejad Khanouki, M.M. and Sinaei, H. (2012e), "Fatigue energy dissipation and failure analysis of channel shear connector embedded in the lightweight aggregate concrete in composite bridge girders", Proceedings of the Fifth International Conference on Engineering Failure Analysis, Hague, Netherlands, July.
121 Tian, M.W., Wang, S. and Yan, S.R (2019e), "Damage assessment of marine pollution disasters to biological resources based on numerical models", Acta Microsc., 28(3), 490-497.
122 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., Int. J., 30(2), 141-147. https://doi.org/10.12989/scs.2019.30.2.141.
123 Del Grosso, A., Basso, P., Ruffini, L., Figini, F. and Cademartori, M. (2017), "Infrastructure management integrating SHM and BIM procedures", Proceedings of the SMAR 2017-4th Conf. on Smart Monitoring Assessment and Rehabilitation of Civil Structures, Istanbul, Turkey, September.
124 Tian, M., Yan, S. and Tian, X. (2019d), "Discrete approximate iterative method for fuzzy investment portfolio based on transaction cost threshold constraint", Open Phys., 17(1), 41-47. https://doi.org/10.1515/phys-2019-0005.   DOI
125 Tian, M.W., Yan, S.R., Tian, X.X. and Liu, J.A. (2019f), "Research on image recognition method of bank financing bill based on binary tree decision", J. Vis. Commun. Image Represent., 60, 123-128. https://doi.org/10.1016/j.jvcir.2018.12.016.   DOI
126 Tian, M.W., Yan, S.R., Tian, X.X., Nojavan, S. and Jermsittiparsert, K. (2020a), "Risk and profit-based bidding and offering strategies for pumped hydro storage in the energy market", J. Clean. Prod., 256, 120715. https://doi.org/10.1016/j.jclepro.2020.120715.   DOI
127 Tian, M.W., Yan, S.R., Tian, X.X., Kazemi, M., Nojavan, S. and Jermsittiparsert, K. (2020b), "Risk-involved stochastic scheduling of plug-in electric vehicles aggregator in day-ahead and reserve markets using downside risk constraints method", Sustain. Cities Soc., 55, 102051. https://doi.org/10.1016/j.scs.2020.102051.   DOI
128 Shariati, M., Shariati, A., Ramli Sulong, N.H., Suhatril, M. and Arabnejad Khanouki, M.M. (2014), "Fatigue energy dissipation and failure analysis of angle shear connectors embedded in high strength concrete", Eng. Fail. Anal., 41, 124-134. https://doi.org/10.1016/j.engfailanal.2014.02.017.   DOI
129 Zhao, X., Fourie, A., Veenstra, R. and Qi, C.C. (2020b), "Safety of barricades in cemented paste-backfilled stopes", Int. J. Min. Metall. Mater., 27(8), 1054-1064. https://doi.org/10.1007/s12613-020-2006-3.   DOI
130 Shariati, M., Ramli Sulong, N.H., Suhatril, M., Shariati, A., Arabnejad Khanouki, M.M. 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.   DOI
131 Shariati, M., Ramli Sulong, N.H., Shariati, A. and Arabnejad Khanouki, M.M. (2015), "Behavior of V-shaped angle shear connectors: experimental and parametric study", Mater. Struct., 49(9), 3909-3926. https://doi.org/10.1617/s11527-015-0762-8.
132 Shariati, M., Ramli Sulong, N.H., Shariati, A. and Kueh, A.B.H. (2016), "Comparative performance of channel and angle shear connectors in high strength concrete composites: An experimental study", Constr. Build. Mater., 120, 382-392. https://doi.org/10.1016/j.conbuildmat.2016.05.102.   DOI
133 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 Fifth International Conference on Advances in Civil, Structural and Mechanical Engineering-CSM 2017, Zurich, Switzerland, September.
134 ProQuest (2017), https://www.proquest.com.
135 Tian, M.W., Parikhani, T., Jermsittiparsert, K. and Ashraf, M.A. (2020c), "Exergoeconomic optimization of a new double-flash geothermal-based combined cooling and power (CCP) system at two different cooling temperatures assisted by boosters", J. Clean. Prod., 261, 120921. https://doi.org/10.1016/j.jclepro.2020.120921.   DOI
136 Toghroli, A. (2015), "Applications of the ANFIS and LR models in the prediction of shear connection in composite beams/Ali Toghroli", M.Sc. Dissertation, Universiti Malaya, Kulala Lumpur, Malaysia.
137 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., Int. J., 17(5), 623-639. http://dx.doi.org/10.12989/scs.2014.17.5.623.   DOI
138 Paknahad, M., Shariati, M., Sedghi, Y., Bazzaz, M. and Khorami, M. (2018), "Shear capacity equation for channel shear connectors in steel-concrete composite beams", Steel Compos. Struct., Int. J., 28(4), 483-494. https://doi.org/10.12989/scs.2018.28.4.483.
139 Papaoikonomou, I. and Nejad, R.H. (2017), "Exploiting the fusion between BIM and IoT", M.Sc. Dissertation, Aalborg University, Aalborg, Denmark.
140 Qi, C.C. (2020), "Big data management in the mining industry", Int. J. Min. Metall. Mater., 27(2), 131-139. https://doi.org/10.1007/s12613-019-1937-z.   DOI
141 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., Int. J., 74(1), 145-156. https://doi.org/10.12989/sem.2020.74.1.145.
142 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. Int. J., 22(4), 413-424. http://dx.doi.org/10.12989/sss.2018.22.4.413.
143 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., Int. J., 21(3), 679-688. https://doi.org/10.12989/scs.2016.21.3.679.   DOI
144 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., Int. J., 19(6), 533-542. https://doi.org/10.12989/gae.2019.19.6.533.
145 Glisic, B., Inaudi, D. and Casanova, N. (2010), "SHM process as perceived through 350 projects", Proceedings of the Smart Sensor Phenomena, Technology, Networks and Systems 2010: International Society for Optics and Photonics, San Diego, USA, April. https://doi.org/10.1117/12.852340.
146 Eastman, C.M., Eastman, C., Teicholz, P. and Sacks, R. (2011), BIM Handbook: A Guide to Building Information Modeling for Owners, Managers, Designers, Engineers and Contractors, John Wiley & Sons, New Jersey, USA.
147 Fulford, R. and Standing, C. (2014), "Construction industry productivity and the potential for collaborative practice", Int. J. Proj. Manag., 32(2), 315-326. https://doi.org/10.1016/j.ijproman.2013.05.007.   DOI
148 Gama, K., Touseau, L. and Donsez, D. (2012), "Combining heterogeneous service technologies for building an internet of things middleware", Comput. Commun., 35(4), 405-417. https://doi.org/10.1016/j.comcom.2011.11.003.   DOI
149 Gokce, H.U., Browne, D., Gokce, K.U. and Menzel, K. (2010), Improving Energy Efficient Operation of Buildings with Wireless IT Systems, Bauhaus-Universitat, Weimar, Germany.
150 Mutlib, N.K., Baharom, S.B., El‐Shafie, A. and Nuawi, M.Z. (2016b), "Ultrasonic health monitoring in structural engineering: Buildings and bridges", Struct. Control Health Monit., 23(3), 409-422. https://doi.org/10.1002/stc.1800.   DOI
151 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., Int. J., 35(2), 279-294. https://doi.org/10.12989/scs.2020.35.2.279.
152 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., Int. J., 34(3), 347-359. https://doi.org/10.12989/scs.2020.34.3.347.
153 Napolitano, R., Blyth, A. and Glisic, B. (2018), "Virtual environments for visualizing structural health monitoring sensor networks, data, and metadata", Sensors, 18(1), 243. https://doi.org/10.3390/s18010243.   DOI
154 Nasrollahi, S., Maleki, S., Shariati, M., Marto, A. and Khorami, M. (2018), "Investigation of pipe shear connectors using push out test", Steel Compos. Struct., Int. J., 27(5), 537-543. http://dx.doi.org/10.12989/scs.2018.27.5.537.
155 Nguyen, H.T. (2016), "Integration of BIM and IoT to improve building performance for occupants' perspective", J. 3D Inform. Model., 1(1), 55-73.
156 NIBS (2008), United States national building information modeling standard version 1- part 1: Overview, principles, and methodologies, NIBS und building SMART Alliance, USA.
157 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.
158 Shariati, M., Tahir, M.M., Wee, T.C., Shah, S., Jalali, A., Abdullahi, M.A.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.   DOI
159 Gubbi, J., Buyya, R., Marusic, S. and Palaniswami, M. (2013), "Internet of things (IoT): A vision, architectural elements and future directions", Future Gener. Comput. Syst., 29(7), 1645-1660. https://doi.org/10.1016/j.future.2013.01.010.   DOI
160 Guinard, D., Trifa, V., Karnouskos, S., Spiess, P. and Savio, D. (2010), "Interacting with the soa-based internet of things: Discovery, query, selection and on-demand provisioning of web services", IEEE Trans. Serv. Comput., 3(3), 223-235. https://doi.org/10.1109/TSC.2010.3.   DOI
161 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, 1793-1801 https://doi.org/10.1007/s10845-016-1217-y.   DOI
162 Toghroli, A., Shariati, M., Karim, M.R. and Ibrahim, Z. (2017), "Investigation on composite polymer and silica fume-rubber aggregate pervious concrete", Proceedings of the Fifth International Conference on Advances in Civil, Structural and Mechanical Engineering - CSM 2017, Zurich, Switzerland, September.
163 Toghroli, A., Darvishmoghaddam, E., Zandi, Y., Parvan, M., Safa, M., Abdullahi, M.A.M., Heydari, A., Wakil, K., Gebreel, S.A. and Khorami, M. (2018a), "Evaluation of the parameters affecting the Schmidt rebound hammer reading using ANFIS method", Comput. Concrete., Int. J., 21(5), 525-530. https://doi.org/10.12989/cac.2018.21.5.525.
164 Toghroli, A., Shariati, M., Sajedi, F., Ibrahim, Z., Koting, S., Mohamad, E.T. and Khorami, M. (2018b), "A review on pavement porous concrete using recycled waste materials", Smart Struct. Syst., Int. J., 22(4), 433-440. https://doi.org/10.12989/sss.2018.22.4.433.
165 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.   DOI
166 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. Int. J., 22(4), 425-432. https://doi.org/10.12989/sss.2018.22.4.425.
167 Opentechdiary (2015), Internet of Things World Europe. https://opentechdiary.wordpress.com.
168 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., Int. J., 19(6), 473-484. https://doi.org/10.12989/gae.2019.19.6.473.
169 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., Int. J., 33(4), 569-581. https://doi.org/10.12989/scs.2019.33.4.569.
170 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. Int. J., 24(4), 553-566. https://doi.org/10.12989/sss.2019.24.4.553.
171 Shariati, M., Mafipour, M.S., Mehrabi, P., Zandi, Y., Dehghani, D., Bahadori, A., Shariati, A., Trung, N.T., Salih, M.N. and Poi-Ngian, 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., Int. J., 33(3), 319-332. https://doi.org/10.12989/scs.2019.33.3.319.
172 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., Int. J., 24(3), 415-425. https://doi.org/10.12989/sss.2019.24.3.415.
173 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.   DOI
174 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, Int. J., 70(5), 639-647. https://doi.org/10.12989/sem.2019.70.5.639.