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http://dx.doi.org/10.12989/acc.2021.11.6.455

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)
Publication Information
Advances in concrete construction / v.11, no.6, 2021 , pp. 455-468 More about this Journal
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
sustainability; building energy optimization; economic management; soft computing;
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Times Cited By KSCI : 4  (Citation Analysis)
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81 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.   DOI
82 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.   DOI
83 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.   DOI
84 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.   DOI
85 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.   DOI
86 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.
87 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.   DOI
88 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.   DOI
89 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.   DOI
90 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.   DOI
91 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.   DOI
92 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.   DOI
93 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.   DOI
94 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.   DOI
95 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.   DOI
96 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.   DOI
97 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.   DOI
98 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.   DOI
99 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.   DOI
100 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.   DOI
101 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.   DOI
102 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.   DOI
103 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.   DOI
104 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.   DOI
105 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.   DOI
106 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.   DOI
107 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.   DOI
108 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.   DOI
109 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.   DOI
110 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.   DOI
111 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.   DOI
112 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.   DOI
113 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.   DOI
114 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.   DOI
115 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.   DOI
116 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.   DOI
117 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.   DOI
118 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.   DOI
119 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.   DOI
120 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.   DOI
121 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.   DOI
122 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.   DOI
123 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.   DOI
124 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.   DOI
125 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.   DOI
126 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.   DOI
127 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.   DOI
128 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.   DOI
129 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.   DOI
130 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.   DOI
131 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.   DOI
132 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.   DOI
133 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.   DOI
134 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.   DOI
135 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.   DOI
136 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.   DOI
137 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.   DOI
138 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.   DOI
139 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.   DOI
140 Dincer, I. and Rosen, M. (2002), Thermal Energy Storage: Systems and Applications, John Wiley & Sons.
141 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.   DOI
142 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.   DOI
143 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.   DOI
144 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.   DOI
145 Shariati, M. (2008), "Assessment of building using nonedestructive test techniques (ultra Sonic Pulse Velocity and Schmidt Rebound Hammer)", Universiti Putra Malaysia.
146 Shariati, M. (2013), "Behaviour of C-shaped shear connectors in stell concrete composite beams", Jabatan Kejuruteraan Awam, Fakulti Kejuruteraan, Universiti Malaya.
147 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.   DOI
148 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.
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.   DOI