COVID-19;
production rate;
SPSS;
artificial neural networks;
D O I:
10.3390/buildings13051127
中图分类号:
TU [建筑科学];
学科分类号:
0813 ;
摘要:
At the beginning of 2020, the COVID-19 contagious virus swept, which caused a lot of disturbances in all countries worldwide. The Egyptian government declared an emergency and placed the country under lockdown. Preventive measures such as social distancing, sterilization, mask wear, frequent temperature checks, offering COVID-19-related training, and encouraging work-from-home initiatives, among other precautions, have been implemented. Such precautionary measures affected the construction production rate. This research used a questionnaire and face-to-face interviews to solicit the opinion of construction industry professionals and experts on tier-one construction companies on the impact of this pandemic on construction production rate. A quantitative analysis has been done in this study using IBM SPSS Statistics 26 (c) to determine the most important effective factors of the production rate of the construction industry, mainly in Egypt. Also, this study illustrates an Artificial Neural Networks (ANNs) model to predict the project's cost and production rate at construction for the actual status in Egypt at the peak of COVID-19. The model does not only present the actual case but can also predict the most important and influential factors of the construction industry mainly in Egypt, at the peak of the virus, and can be used in other similar crises as a lesson learned which no study covered this area at the previous works. Finally, the results and the validation study of the proposed ANN model in the research show and present the actual status of production rate in the construction sector, mainly in Egypt (case study), and also predict the production rates of the construction sector at the future crisis.
机构:
Department of Civil Engineering, SRM Institute of Science and Technology, ChennaiDepartment of Civil Engineering, SRM Institute of Science and Technology, Chennai
Farooq S.A.
Indhu B.
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h-index: 0
机构:
Department of Civil Engineering, SRM Institute of Science and Technology, ChennaiDepartment of Civil Engineering, SRM Institute of Science and Technology, Chennai
Indhu B.
Jagannathan P.
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h-index: 0
机构:
Department of Civil Engineering, SRM Institute of Science and Technology, ChennaiDepartment of Civil Engineering, SRM Institute of Science and Technology, Chennai
机构:
ChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, BangladeshChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, Bangladesh
Al Sattar, Abdullah
Mahmud, Rashed
论文数: 0引用数: 0
h-index: 0
机构:
ChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, BangladeshChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, Bangladesh
Mahmud, Rashed
Mohsin, Md Abu Shoieb
论文数: 0引用数: 0
h-index: 0
机构:
ChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, BangladeshChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, Bangladesh
Mohsin, Md Abu Shoieb
Chisty, Nurun Nahar
论文数: 0引用数: 0
h-index: 0
机构:
ChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, BangladeshChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, Bangladesh
Chisty, Nurun Nahar
Uddin, Md Helal
论文数: 0引用数: 0
h-index: 0
机构:
ChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, BangladeshChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, Bangladesh
Uddin, Md Helal
Irin, Nusrat
论文数: 0引用数: 0
h-index: 0
机构:
ChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, BangladeshChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, Bangladesh
Irin, Nusrat
Barnett, Tony
论文数: 0引用数: 0
h-index: 0
机构:
Univ London, Royal Vet Coll, Dept Pathobiol & Populat Sci, Vet Epidemiol Econ & Publ Hlth Grp, London, England
London Sch Econ & Polit Sci, Firoz Lalji Inst Africa, London, EnglandChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, Bangladesh
Barnett, Tony
Fournie, Guillaume
论文数: 0引用数: 0
h-index: 0
机构:
Univ London, Royal Vet Coll, Dept Pathobiol & Populat Sci, Vet Epidemiol Econ & Publ Hlth Grp, London, EnglandChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, Bangladesh
Fournie, Guillaume
Houghton, Eve
论文数: 0引用数: 0
h-index: 0
机构:
Univ London, Royal Vet Coll, Dept Pathobiol & Populat Sci, Vet Epidemiol Econ & Publ Hlth Grp, London, EnglandChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, Bangladesh
Houghton, Eve
Hoque, Md Ahasanul
论文数: 0引用数: 0
h-index: 0
机构:
ChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, BangladeshChattogramVet & Anim Sci Univ, Fac Vet Med, Dept Med & Surg, Chattogram, Bangladesh
机构:
Korea Inst Oriental Med, KM Sci Res Div, 1672 Yuseong Daero, Daejeo 34054, South KoreaDong Eui Univ, Dept Oriental Neuropsychiat, Coll Korean Med, 52-57 Yangjeong Ro, Pusan 47227, South Korea
机构:
Calif State Univ, Dept Comparat Relig & Humanities, Chico, CA 95929 USACalif State Univ, Dept Comparat Relig & Humanities, Chico, CA 95929 USA
Zimbelman, Joel
Flescher, Andrew
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Stony Brook, Dept Family Populat & Prevent Med, Stony Brook, NY 11794 USA
SUNY Stony Brook, Core Fac Publ Hlth Program, Stony Brook, NY 11794 USA
SUNY Stony Brook, Dept English, Stony Brook, NY 11794 USACalif State Univ, Dept Comparat Relig & Humanities, Chico, CA 95929 USA
机构:
Minneapolis Vet Affairs Hlth Care Syst, Rehabil & Engn Ctr Optimizing Vet Engagement & Rei, Minneapolis, MN USA
Univ Minnesota, Dept Rehabil Med, Div Rehabil Sci, Coll Med, Minneapolis, MN USA
Minneapolis VA Hlth Care Syst, Rehabil & Engn Ctr Optimizing Vet Engagement & Rei, 1 Vet Dr, Minneapolis, MN 55417 USAMinneapolis Vet Affairs Hlth Care Syst, Rehabil & Engn Ctr Optimizing Vet Engagement & Rei, Minneapolis, MN USA
Falbo, Kierra J.
Walker, Nicole R.
论文数: 0引用数: 0
h-index: 0
机构:
Minneapolis Vet Affairs Hlth Care Syst, Rehabil & Engn Ctr Optimizing Vet Engagement & Rei, Minneapolis, MN USA
Univ Minnesota, Dept Rehabil Med, Div Rehabil Sci, Coll Med, Minneapolis, MN USAMinneapolis Vet Affairs Hlth Care Syst, Rehabil & Engn Ctr Optimizing Vet Engagement & Rei, Minneapolis, MN USA
Walker, Nicole R.
Wacek, Amber L.
论文数: 0引用数: 0
h-index: 0
机构:
Minneapolis Vet Affairs Hlth Care Syst, Rehabil & Engn Ctr Optimizing Vet Engagement & Rei, Minneapolis, MN USAMinneapolis Vet Affairs Hlth Care Syst, Rehabil & Engn Ctr Optimizing Vet Engagement & Rei, Minneapolis, MN USA
Wacek, Amber L.
Cave II, Juan E.
论文数: 0引用数: 0
h-index: 0
机构:
Minneapolis Vet Affairs Hlth Care Syst, Rehabil & Engn Ctr Optimizing Vet Engagement & Rei, Minneapolis, MN USAMinneapolis Vet Affairs Hlth Care Syst, Rehabil & Engn Ctr Optimizing Vet Engagement & Rei, Minneapolis, MN USA
Cave II, Juan E.
Sauerbrey, Matthew D.
论文数: 0引用数: 0
h-index: 0
机构:
Minneapolis Vet Affairs Hlth Care Syst, Rehabil & Engn Ctr Optimizing Vet Engagement & Rei, Minneapolis, MN USAMinneapolis Vet Affairs Hlth Care Syst, Rehabil & Engn Ctr Optimizing Vet Engagement & Rei, Minneapolis, MN USA
Sauerbrey, Matthew D.
Gravely, Amy A.
论文数: 0引用数: 0
h-index: 0
机构:
Minneapolis Vet Affairs Hlth Care Syst, Rehabil & Engn Ctr Optimizing Vet Engagement & Rei, Minneapolis, MN USAMinneapolis Vet Affairs Hlth Care Syst, Rehabil & Engn Ctr Optimizing Vet Engagement & Rei, Minneapolis, MN USA
Gravely, Amy A.
Matsumoto, Mary E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Minnesota, Dept Rehabil Med, Div Rehabil Sci, Coll Med, Minneapolis, MN USA
Minneapolis Vet Affairs Hlth Care Syst, Dept Rehabil & Extended Care, Minneapolis, MN USAMinneapolis Vet Affairs Hlth Care Syst, Rehabil & Engn Ctr Optimizing Vet Engagement & Rei, Minneapolis, MN USA
Matsumoto, Mary E.
Looft, John M.
论文数: 0引用数: 0
h-index: 0
机构:
Minneapolis Vet Affairs Hlth Care Syst, Rehabil & Engn Ctr Optimizing Vet Engagement & Rei, Minneapolis, MN USA
Univ Minnesota, Dept Rehabil Med, Div Rehabil Sci, Coll Med, Minneapolis, MN USA
Minneapolis Vet Affairs Hlth Care Syst, Dept Prosthet & Patient Serv, Minneapolis, MN USAMinneapolis Vet Affairs Hlth Care Syst, Rehabil & Engn Ctr Optimizing Vet Engagement & Rei, Minneapolis, MN USA