Using multivariate regression and ANN models to predict properties of concrete cured under hot weather: a case of Rawalpindi Pakistan
Article
Maqsoom, Ahsen, Aslam, Bilal, Gul, Muhammad Ehtisham, Ullah, Fahim, Kouzani, Abbas Z., Mahmud, M. A. Parvez and Nawaz, Adnan. 2021. "Using multivariate regression and ANN models to predict properties of concrete cured under hot weather: a case of Rawalpindi Pakistan." Sustainability. 13, pp. 1-28. https://doi.org/10.3390/su131810164
| Article Title | Using multivariate regression and ANN models to predict properties of concrete cured under hot weather: a case of Rawalpindi Pakistan |
|---|---|
| ERA Journal ID | 41498 |
| Article Category | Article |
| Authors | Maqsoom, Ahsen (Author), Aslam, Bilal (Author), Gul, Muhammad Ehtisham (Author), Ullah, Fahim (Author), Kouzani, Abbas Z. (Author), Mahmud, M. A. Parvez (Author) and Nawaz, Adnan (Author) |
| Journal Title | Sustainability |
| Journal Citation | 13, pp. 1-28 |
| Article Number | 10164 |
| Number of Pages | 28 |
| Year | 2021 |
| Publisher | MDPI AG |
| Place of Publication | Switzerland |
| ISSN | 2071-1050 |
| Digital Object Identifier (DOI) | https://doi.org/10.3390/su131810164 |
| Web Address (URL) | https://www.mdpi.com/2071-1050/13/18/10164 |
| Abstract | Concrete is an important construction material. Its characteristics depend on the environmental conditions, construction methods, and mix factors. Working with concrete is particularly tricky in a hot climate. This study predicts the properties of concrete in hot conditions using the case study of Rawalpindi, Pakistan. In this research, variable casting temperatures, design factors, and curing conditions are investigated for their effects on concrete characteristics. For this purpose, water–cement ratio (w/c), in-situ concrete temperature (T), and curing methods of the concrete are varied, and their effects on pulse velocity (PV), compressive strength (fc), depth of water penetration (WP), and split tensile strength (ft) were studied for up to 180 days. Quadratic regression and artificial neural network (ANN) models have been formulated to forecast the properties of concrete in the current study. The results show that T, curing period, and moist curing strongly influence fc, ft, and PV, while WP is adversely affected by T and moist curing. The ANN model shows better results compared to the quadratic regression model. Furthermore, a combined ANN model of fc, ft, and PV was also developed that displayed higher accuracy than the individual ANN models. These models can help construction site engineers select the appropriate concrete parameters when concreting under hot climates to produce durable and long-lasting concrete. |
| Keywords | artificial neural network; concrete properties; hot climate; regression analysis; Rawalpindi Pakistan |
| ANZSRC Field of Research 2020 | 400510. Structural engineering |
| 400504. Construction engineering | |
| 330201. Automation and technology in building and construction | |
| 400505. Construction materials | |
| Byline Affiliations | COMSATS University Islamabad, Pakistan |
| Quaid-i-Azam University, Pakistan | |
| School of Civil Engineering and Surveying | |
| Deakin University | |
| Institution of Origin | University of Southern Queensland |
Permalink -
https://research.usq.edu.au/item/q6q6z/using-multivariate-regression-and-ann-models-to-predict-properties-of-concrete-cured-under-hot-weather-a-case-of-rawalpindi-pakistan
Download files
120
total views139
total downloads5
views this month1
downloads this month
Export as
Related outputs
A cost–benefit analysis of construction safety implementation in developing countries
Khan, S., Thaheem, M., Akram, R., Ullah, F., Nasir, A. and Olatunji, O.. 2024. "A cost–benefit analysis of construction safety implementation in developing countries." Umeokafor, N., Emuze, F., Izam, C.K., Sunindijo, R.Y., Umar, T., Windapo, A. and Teizer, J. (ed.) Handbook of Drivers of Continuous Improvement in Construction Health, Safety, and Wellbeing. United Kingdom. Taylor & Francis (Routledge) / International Professional Development Association (IPDA).BIM-based search and selection of construction material suppliers: a dedicated framework and prototype
Aftab, U., Hassan, M., Ullah, F., Nasir, A. and Thaheem, M.. 2024. " BIM-based search and selection of construction material suppliers: a dedicated framework and prototype." Construction Innovation: information, process, management. https://doi.org/10.1108/CI-06-2023-0136Integrating Building Information Modelling and Artificial Intelligence in Construction Projects: A Review of Challenges and Mitigation Strategies
Khan, Ayaz, Bello, Abdulkabir Opeyemi, Arqam, Mohammad and Ullah, Fahim. 2024. "Integrating Building Information Modelling and Artificial Intelligence in Construction Projects: A Review of Challenges and Mitigation Strategies." Technologies. 12 (10). https://doi.org/10.3390/technologies12100185Integrated building information modeling and blockchain system for decentralized progress payments in construction projects
Khalid, Muhammad Asfund, Hassan, Muhammad Usman, Ullah, Fahim and Ahmed, Khursheed. 2024. "Integrated building information modeling and blockchain system for decentralized progress payments in construction projects." Journal of Engineering, Design and Technology. https://doi.org/10.1108/JEDT-04-2024-0252Assessing economic and environmental performance of infill materials through BIM: a life cycle approach
Sajid, Zeerak Waryam, Kha, Shayan Ali, Hussain, Fazal, Ullah, Fahim, Khushnood, Rao Arsalan and Soliman, Nancy. 2024. "Assessing economic and environmental performance of infill materials through BIM: a life cycle approach." Smart and Sustainable Built Environment. https://doi.org/10.1108/SASBE-11-2023-0341Barriers to Adopting Circular Procurement in the Construction Industry: The Way Forward
Sajid, Zeerak Waryam, Aftab, Usman and Ullah, Fahim. 2024. "Barriers to Adopting Circular Procurement in the Construction Industry: The Way Forward." Sustainable Futures. 8. https://doi.org/10.1016/j.sftr.2024.100244Technical, Economic, and Environmental Sustainability Assessment of Reclaimed Asphalt and Waste Polyethylene Terephthalate Pavements
Sajid, Zeerak, Hussain, Arshad, Amin Khan, Muhammad Umer, Alqahtani, Fahad K. and Ullah, Fahim. 2024. "Technical, Economic, and Environmental Sustainability Assessment of Reclaimed Asphalt and Waste Polyethylene Terephthalate Pavements." Sustainability. 16 (12). https://doi.org/10.3390/su16124911Construction Price Index Prediction through ARMA with Inflation Effect: Case of Thailand Construction Industry
Maqsoom, Ahsen, Prasittisopin, Lapyote, Musarat, Muhammad Ali, Ullah, Fahim and Alqahtani, Fahad K.. 2024. "Construction Price Index Prediction through ARMA with Inflation Effect: Case of Thailand Construction Industry." Buildings. 14 (5). https://doi.org/10.3390/buildings14051243A scoping review of green Internet of Things in construction and smart cities: current applications, adoption strategies and future directions
Ullah, Fahim, Olatunji, Oluwole and Qayyum, Siddra. 2024. "A scoping review of green Internet of Things in construction and smart cities: current applications, adoption strategies and future directions." Smart and Sustainable Built Environment. https://doi.org/10.1108/SASBE-11-2023-0349Evaluating the correlation between project selection criteria and organizational performance within the construction industry
Musarat, Muhammad Ali, Maqsoom, Ahsen, Naeem, Muhammad Hassaan, Ullah, Fahim, Salman, Alaa, Alaloul, Wesam Salah and Zahoor, Hafiz. 2024. "Evaluating the correlation between project selection criteria and organizational performance within the construction industry." Ain Shams Engineering Journal. 15 (7). https://doi.org/10.1016/j.asej.2024.102794Decoding Social Sustainability in Construction Projects: Analysis of Project Dynamics and Impact
Akhtar, Junaid, Khan, Khurram Iqbal Ahmad, Tahir, Muhammad Bilal, Ullah, Fahim and Waheed, Abdul. 2024. "Decoding Social Sustainability in Construction Projects: Analysis of Project Dynamics and Impact." Buildings. 14 (3). https://doi.org/10.3390/buildings14030682Climate Change Mitigation through Modular Construction
Sajid, Zeerak Waryam, Ullah, Fahim, Qayyum, Siddra and Masood, Rehan. 2024. "Climate Change Mitigation through Modular Construction." Smart Cities. 7 (1), pp. 566-596. https://doi.org/10.3390/smartcities7010023Post-Construction Defects in Multi-Unit Australian Dwellings: An Analysis of the Defect Type, Causes, Risks, and Impacts
Denman, Michael, Ullah, Fahim, Qayyum, Siddra and Olatunji, Oluwole. 2024. "Post-Construction Defects in Multi-Unit Australian Dwellings: An Analysis of the Defect Type, Causes, Risks, and Impacts." Buildings. 14 (1). https://doi.org/10.3390/buildings14010231Reducing Falls from Heights through BIM: A Dedicated System for Visualizing Safety Standards
Tariq, Ali, Ali, Babar, Ullah, Fahim and Alqahtani, Fahad K.. 2023. "Reducing Falls from Heights through BIM: A Dedicated System for Visualizing Safety Standards." Buildings. 13 (3), pp. 1-16. https://doi.org/10.3390/buildings13030671Forecasting Construction Cost Index through Artificial Intelligence
Aslam, Bilal, Maqsoom, Ahsen, Inam, Hina, Basharat, Mubeen ul and Ullah, Fahim. 2023. "Forecasting Construction Cost Index through Artificial Intelligence." Societies. 13. https://doi.org/10.3390/soc13100219Integrating BIM–IoT and Autonomous Mobile Robots for Construction Site Layout Printing
Iqbal, Fahad, Ahmed, Shiraz, Amin, Fayiz, Qayyum, Siddra and Ullah, Fahim. 2023. "Integrating BIM–IoT and Autonomous Mobile Robots for Construction Site Layout Printing." Buildings. 13 (9). https://doi.org/10.3390/buildings13092212Life Cycle Sustainability Assessment of Healthcare Buildings: A Policy Framework
Ullah, Zeeshan, Nasir, Abdur Rehmans, Alqahtani, Fahad K., Ullah, Fahim, Thaheem, Muhammad Jamaluddin and Maqsoom, Ahsen. 2023. "Life Cycle Sustainability Assessment of Healthcare Buildings: A Policy Framework ." Buildings. 13. https://doi.org/10.3390/buildings13092143A critical appraisal of traditional methods of construction progress monitoring
Rehman, Muhammad Sami Ur, Shafiq, Muhammad Tariq, Ullah, Fahim and Ahmed, Khaled Galal. 2023. "A critical appraisal of traditional methods of construction progress monitoring." Built Environment Project and Asset Management. https://doi.org/10.1108/BEPAM-02-2023-0040The Relationship between Error Management, Safety Climate, and Job-Stress Perception in the Construction Industry: The Mediating Role of Psychological Capital
Maqsoom, Ahsen, Ashraf, Hassan, Alaloul, Wesam Salah, Salman, Alaa, Ullah, Fahim, Ghufran, Maria and Musarat, Muhammad Ali. 2023. "The Relationship between Error Management, Safety Climate, and Job-Stress Perception in the Construction Industry: The Mediating Role of Psychological Capital." Buildings. 13 (6), p. 1528. https://doi.org/10.3390/buildings13061528Towards Smart Tech 4.0 in the Built Environment: Applications of Disruptive Digital Technologies in Smart Cities, Construction, and Real Estate
Ullah, Fahim. Ullah, Fahim (ed.) 2023. Towards Smart Tech 4.0 in the Built Environment: Applications of Disruptive Digital Technologies in Smart Cities, Construction, and Real Estate. Switzerland. MDPI AG.Adopting Green Behaviors in the Construction Sector: The Role of Behavioral Intention, Motivation, and Environmental Consciousness
Maqsoom, Ahsen, Umer, Muhammad, Alaloul, Wesam Salah, Salman, Alaa, Ullah, Fahim, Ashraf, Hassan and Musarat, Muhammad Ali. 2023. "Adopting Green Behaviors in the Construction Sector: The Role of Behavioral Intention, Motivation, and Environmental Consciousness ." Buildings. 13 (4), pp. 1-20. https://doi.org/10.3390/buildings13041036Drivers of, and Barriers to, the Adoption of Mixed Reality in the Construction Industry of Developing Countries
Maqsoom, Ahsen, Zulqarnain, Muhammad, Irfan, Muhammad, Ullah, Fahim, Alqahtani, Fahad K. and Khan, Khurram Iqbal Ahmad. 2023. "Drivers of, and Barriers to, the Adoption of Mixed Reality in the Construction Industry of Developing Countries." Buildings. 13 (4). https://doi.org/10.3390/buildings13040872Smart and Automated Infrastructure Management: A Deep Learning Approach for Crack Detection in Bridge Images
Inam, Hina, Islam, Naeem Ul, Akram, Muhammad Usman and Ullah, Fahim. 2023. "Smart and Automated Infrastructure Management: A Deep Learning Approach for Crack Detection in Bridge Images." Sustainability. 15 (3), pp. 1-38. https://doi.org/10.3390/su15031866Quantifying the cost of quality in construction projects: an insight into the base of the iceberg
Khadim, Nouman, Thaheem, Muhammad Jamaluddin, Ullah, Fahim and Mahmood, Muhammad Nateque. 2023. "Quantifying the cost of quality in construction projects: an insight into the base of the iceberg." Quality and Quantity: international journal of methodology. 57, p. 5403–5429. https://doi.org/10.1007/s11135-022-01574-8Water quality management using hybrid machine learning and data mining algorithms: An indexing approach
Aslam, Bilal, Maqsoom, Ahsen, Cheema, Ali Hassan, Ullah, Fahim, Alharbi, Abdullah and Imran, Muhammad. 2022. "Water quality management using hybrid machine learning and data mining algorithms: An indexing approach." IEEE Access. 10, pp. 119692 - 119705. https://doi.org/10.1109/ACCESS.2022.3221430Identifying and Ranking Landfill Sites for Municipal Solid Waste Management: An Integrated Remote Sensing and GIS Approach
Aslam, Bilal, Maqsoom, Ahsen, Tahir, Muhammad Dawar, Ullah, Fahim, Rehman, Muhammad Sami Ur and Albattah, Mohammed. 2022. "Identifying and Ranking Landfill Sites for Municipal Solid Waste Management: An Integrated Remote Sensing and GIS Approach." Buildings. 12 (5), pp. 1-20. https://doi.org/10.3390/buildings12050605Delineating Groundwater Recharge Potential through Remote Sensing and Geographical Information Systems
Maqsoom, Ahsen, Aslam, Bilal, Khalid, Nauman, Ullah, Fahim, Anysz, Hubert, Almaliki, Abdulrazak H., Almaliki, Abdulrhman A. and Hussein, Enas E.. 2022. "Delineating Groundwater Recharge Potential through Remote Sensing and Geographical Information Systems." Water: an open access journal. 14 (11), pp. 1-29. https://doi.org/10.3390/w14111824Key Adoption Factors for Collaborative Technologies and Barriers to Information Management in Construction Supply Chains: A System Dynamics Approach
Amin, Fawad, Khan, Khurram Iqbal Ahmad, Ullah, Fahim, Alqurashi, Muwaffaq and Alsulami, Badr T.. 2022. "Key Adoption Factors for Collaborative Technologies and Barriers to Information Management in Construction Supply Chains: A System Dynamics Approach." Buildings. 12 (6), pp. 1-24. https://doi.org/10.3390/buildings12060766Impact of Political, Social Safety, and Legal Risks and Host Country Attitude towards Foreigners on Project Performance of China Pakistan Economic Corridor (CPEC)
Rajput, Amer, Maqsoom, Ahsen, Shah, Syed Waqas Ali, Ullah, Fahim, Munawar, Hafiz Suliman, Rehman, Muhammad Sami Ur and Albattah, Mohammed. 2022. "Impact of Political, Social Safety, and Legal Risks and Host Country Attitude towards Foreigners on Project Performance of China Pakistan Economic Corridor (CPEC)." Buildings. 12 (6), pp. 1-19. https://doi.org/10.3390/buildings12060760Modeling Profitability-Influencing Risk Factors for Construction Projects: A System Dynamics Approach
Jahan, Shah, Khan, Khurram Iqbal Ahmad, Thaheem, Muhammad Jamaluddin, Ullah, Fahim, Alqurashi, Muwaffaq and Alsulami, Badr T.. 2022. "Modeling Profitability-Influencing Risk Factors for Construction Projects: A System Dynamics Approach." Buildings. 12 (6), pp. 1-22. https://doi.org/10.3390/buildings12060701BIM Roles and Responsibilities in Developing Countries: A Dedicated Matrix for Design-Bid-Build Projects
Habib, Um E Hani, Nasir, Abdur Rehman, Ullah, Fahim, Qayyum, Siddra and Thaheem, Muhammad Jamaluddin. 2022. "BIM Roles and Responsibilities in Developing Countries: A Dedicated Matrix for Design-Bid-Build Projects." Buildings. 12 (10), pp. 1-22. https://doi.org/10.3390/buildings12101752Nexus between Leader–Member Exchange, Paternalistic Leadership, and Creative Behavior in the Construction Industry
Maqsoom, Ahsen, Zahoor, Ifra, Ashraf, Hassan, Ullah, Fahim, Alsulami, Badr T., Salman, Alaa and Alqurashi, Muwaffaq. 2022. "Nexus between Leader–Member Exchange, Paternalistic Leadership, and Creative Behavior in the Construction Industry." Sustainability. 14 (12), pp. 1-20. https://doi.org/10.3390/su14127211Crack Detection in Concrete Structures Using Deep Learning
Golding, Vaughn Peter, Gharineiat, Zahra, Munawar, Hafiz Suliman and Ullah, Fahim. 2022. "Crack Detection in Concrete Structures Using Deep Learning." Sustainability. 14 (13), pp. 1-25. https://doi.org/10.3390/su14138117Automated Computer Vision-Based Construction Progress Monitoring: A Systematic Review
Rehman, Muhammad Sami Ur, Shafiq, Muhammad Tariq and Ullah, Fahim. 2022. "Automated Computer Vision-Based Construction Progress Monitoring: A Systematic Review." Buildings. 12 (7), pp. 1-33. https://doi.org/10.3390/buildings12071037Circular Economy in the Construction Industry: A Step towards Sustainable Development
Ghufran, Maria, Khan, Khurram Iqbal Ahmad, Ullah, Fahim, Nasir, Abdur Rehman, Al Alahmadi, Ahmad Aziz, Alzaed, Ali Nasser and Alwetaishi, Mamdooh. 2022. "Circular Economy in the Construction Industry: A Step towards Sustainable Development." Buildings. 12 (7), pp. 1-26. https://doi.org/10.3390/buildings12071004Developing a Performance Evaluation Framework for Public Private Partnership Projects
Ahmad, Zeeshan, Mubin, Sajjad, Masood, Rehan, Ullah, Fahim and Khalfan, Malik. 2022. "Developing a Performance Evaluation Framework for Public Private Partnership Projects." Buildings. 12 (10), pp. 1-18. https://doi.org/10.3390/buildings12101563Drone-as-a-Service (DaaS) for COVID-19 self-testing kits delivery in smart healthcare setups: A technological perspective
Munawar, Hafiz Suliman, Akram, Junaid, Khan, Sara Imran, Ullah, Fahim and Choi, Bong Jun. 2023. "Drone-as-a-Service (DaaS) for COVID-19 self-testing kits delivery in smart healthcare setups: A technological perspective." ICT Express. 9 (4), pp. 748-753. https://doi.org/10.1016/j.icte.2022.09.008Smart Tech 4.0 in the Built Environment: Applications of Disruptive Digital Technologies in Smart Cities, Construction, and Real Estate
Ullah, Fahim. 2022. "Smart Tech 4.0 in the Built Environment: Applications of Disruptive Digital Technologies in Smart Cities, Construction, and Real Estate." Buildings. 12 (10), pp. 1-4. https://doi.org/10.3390/buildings12101516Key Enablers of Resilient and Sustainable Construction Supply Chains: A Systems Thinking Approach
Ghufran, Maria, Khan, Khurram Iqbal Ahmad, Ullah, Fahim, Alaloul, Wesam Salah and Musarat, Muhammad Ali. 2022. "Key Enablers of Resilient and Sustainable Construction Supply Chains: A Systems Thinking Approach." Sustainability. 14 (19), pp. 1-19. https://doi.org/10.3390/su141911815Key factors for implementation of total quality management in construction Sector: A system dynamics approach
Riaz, Hassan, Khan, Khurram Iqbal Ahmad, Ullah, Fahim, Tahir, Muhammad Bilal, Alqurashi, Muwaffaq and Alsulami, T. Badr. 2023. "Key factors for implementation of total quality management in construction Sector: A system dynamics approach." Ain Shams Engineering Journal. 14 (3). https://doi.org/10.1016/j.asej.2022.101903Resilient Capabilities to Tackle Supply Chain Risks: Managing Integration Complexities in Construction Projects
Malik, Afia, Khan, Khurram Iqbal Ahmad, Qayyum, Siddra, Ullah, Fahim and Maqsoom, Ahsen. 2022. "Resilient Capabilities to Tackle Supply Chain Risks: Managing Integration Complexities in Construction Projects." Buildings. 12 (9), pp. 1-26. https://doi.org/10.3390/buildings12091322Big Data Management in Drug–Drug Interaction: A Modern Deep Learning Approach for Smart Healthcare
Salman, Muhammad, Munawar, Hafiz Suliman, Latif, Khalid, Akram, Muhammad Waseem, Khan, Sara Imran and Ullah, Fahim. 2022. "Big Data Management in Drug–Drug Interaction: A Modern Deep Learning Approach for Smart Healthcare." Big Data and Cognitive Computing. 6 (1), pp. 1-17. https://doi.org/10.3390/bdcc6010030Big data in construction: current applications and future opportunities
Munawar, Hafiz Suliman, Ullah, Fahim, Qayyum, Siddra and Shahzad, Danish. 2022. "Big data in construction: current applications and future opportunities." Big Data and Cognitive Computing. 6 (1). https://doi.org/10.3390/bdcc6010018Systematic literature review to identify the critical success factors of the build-to-rent housing model
Abidoye, Rotimi, Ayub, Bilal and Ullah, Fahim. 2022. "Systematic literature review to identify the critical success factors of the build-to-rent housing model." Buildings. 12 (2). https://doi.org/10.3390/buildings12020171Civil infrastructure damage and corrosion detection: an application of machine learning
Munawar, Hafiz Suliman, Ullah, Fahim, Shahzad, Danish, Heravi, Amirhossein, Qayyum, Siddra and Akram, Junaid. 2022. "Civil infrastructure damage and corrosion detection: an application of machine learning." Buildings. 12 (2). https://doi.org/10.3390/buildings12020156Inspecting Buildings Using Drones and Computer Vision: A Machine Learning Approach to Detect Cracks and Damages
Munawar, Hafiz Suliman, Ullah, Fahim, Heravi, Amirhossein, Thaheem, Muhammad Jamaluddin and Maqsoom, Ahsen. 2022. "Inspecting Buildings Using Drones and Computer Vision: A Machine Learning Approach to Detect Cracks and Damages." Drones. 6 (1), pp. 1-23. https://doi.org/10.3390/drones6010005UAV Assisted Spatiotemporal Analysis and Management of Bushfires: A Case Study of the 2020 Victorian Bushfires
Munawar, Hafiz Suliman, Ullah, Fahim, Khan, Sara Imran, Qadir, Zakria and Qayyum, Siddra. 2021. "UAV Assisted Spatiotemporal Analysis and Management of Bushfires: A Case Study of the 2020 Victorian Bushfires." Fire. 4 (3), pp. 1-34. https://doi.org/10.3390/fire4030040Big Data and Its Applications in Smart Real Estate and the Disaster Management Life Cycle: A Systematic Analysis
Munawar, Hafiz Suliman, Qayyum, Siddra, Ullah, Fahim and Sepasgozar, Samad. 2020. "Big Data and Its Applications in Smart Real Estate and the Disaster Management Life Cycle: A Systematic Analysis." Big Data and Cognitive Computing. 4 (2), pp. 1-53. https://doi.org/10.3390/bdcc4020004Barriers to the digitalisation and innovation of Australian Smart Real Estate: A managerial perspective on the technology non-adoption
Ullah, Fahim, Sepasgozar, Samad M. E., Thaheem, Muhammad Jamaluddin and Al-Turjman, Fadi. 2021. "Barriers to the digitalisation and innovation of Australian Smart Real Estate: A managerial perspective on the technology non-adoption." Environmental Technology and Innovation. 22, pp. 1-39. https://doi.org/10.1016/j.eti.2021.101527Smart Automated Fault Detection for Improved Road Maintenance Planning in Australia
Brisolin, Jacob, Nguyen, Andy, Ullah, Fahim, Bourke, Allan, Khuc, Tung and Nsanabo, Vivien. 2022. "Smart Automated Fault Detection for Improved Road Maintenance Planning in Australia." Guan, Hong, Chan, Tommy H. T. and Li, Jianchun (ed.) Recent Advances in Structural Health Monitoring Research in Australia. New York, United States. Nova Science Publishers. pp. 245-278Diverse Impact of Sensitive Sub-Categories of Demographic Variables on Safety Climate of High-Rise Building Projects
Zahoor, Hafiz, Khan, Rashid Mehmood, Ali, Babar, Maqsoom, Ahsen, Mazher, Khwaja Mateen and Ullah, Fahim. 2021. "Diverse Impact of Sensitive Sub-Categories of Demographic Variables on Safety Climate of High-Rise Building Projects." The Journal of Architecture. 2 (1), pp. 175-195. https://doi.org/10.3390/architecture2010010Extracting built-up areas from spectro-textural information using machine learning
Maqsoom, Ahsen, Aslam, Bilal, Yousafzai, Arbaz, Ullah, Fahim, Ullah, Sami and Imran, Muhammad. 2022. "Extracting built-up areas from spectro-textural information using machine learning." Soft Computing. 26 (16), pp. 7789-7808. https://doi.org/10.1007/s00500-022-06794-6Investigation of the empirical relation between student sketching, attendance and performance in construction education
Ullah, Fahim, Sepasgozar, Samad M. E., Khan, Rao Muhammad Afrasiab and Davis, Steven. 2018. "Investigation of the empirical relation between student sketching, attendance and performance in construction education." Do, Khoa, Sutrisna, Monty, Cooper-Cooke, Barry and Olatunji, Oluwole (Alfred) (ed.) 42nd AUBEA Conference 2018: Educating Building Professionals for the Future in the Globalised World. Singapore Singapore.Disruptive technologies as a solution for disaster risk management: A review
Munawar, Hafiz Suliman, Mojtahedi, Mohammad, Hammad, Ahmed W.A., Kouzani, Abbas and Mahmud, M. A. Parvez. 2022. "Disruptive technologies as a solution for disaster risk management: A review." Science of the Total Environment. 806 (Part 3). https://doi.org/10.1016/j.scitotenv.2021.151351Using Adaptive Sensors for Optimised Target Coverage in Wireless Sensor Networks
Akram, Junaid, Munawar, Hafiz Suliman, Kouzani, Abbas Z. and Mahmud, M. A. Parvez. 2022. "Using Adaptive Sensors for Optimised Target Coverage in Wireless Sensor Networks." Sensors. 22 (3), pp. 1-23. https://doi.org/10.3390/s22031083Automatic Target Detection from Satellite Imagery Using Machine Learning
Tahir, Arsalan, Munawar, Hafiz Suliman, Akram, Junaid, Adil, Muhammad, Ali, Shehryar, Kouzani, Abbas Z. and Mahmud, M. A. Parvez. 2022. "Automatic Target Detection from Satellite Imagery Using Machine Learning." Sensors. 22 (3), pp. 1-22. https://doi.org/10.3390/s22031147Assessing Rainwater Harvesting Potential in Urban Areas: A Building Information Modelling (BIM) Approach
Maqsoom, Ahsen, Aslam, Bilal, Ismail, Sharjeel, Thaheem, Muhammad Jamaluddin, Ullah, Fahim, Zahoor, Hafiz, Musarat, Muhammad Ali and Vatin, Nikolai Ivanovich. 2021. "Assessing Rainwater Harvesting Potential in Urban Areas: A Building Information Modelling (BIM) Approach." Sustainability. 13 (22), pp. 1-21. https://doi.org/10.3390/su132212583Assessing Nitrate Contamination Risks in Groundwater: A Machine Learning Approach
Awais, Muhammad, Aslam, Bilal, Maqsoom, Ahsen, Khalil, Umer, Ullah, Fahim, Azam, Sheheryar and Imran, Muhammad. 2021. "Assessing Nitrate Contamination Risks in Groundwater: A Machine Learning Approach." Applied Sciences. 11 (21), pp. 1-21. https://doi.org/10.3390/app112110034Effects of COVID‐19 on the Australian economy: insights into the mobility and unemployment rates in education and tourism sectors
Munawar, Hafiz Suliman, Khan, Sara Imran, Ullah, Fahim, Kouzani, Abbas Z. and Mahmud, M. A. Parvez. 2021. "Effects of COVID‐19 on the Australian economy: insights into the mobility and unemployment rates in education and tourism sectors." Sustainability. 13 (20), pp. 1-18. https://doi.org/10.3390/su132011300Towards smart healthcare: UAV-based optimized path planning for delivering COVID-19 self-testing kits using cutting edge technologies
Munawar, Hafiz Suliman, Inam, Hina, Ullah, Fahim, Qayyum, Siddra, Kouzani, Abbas Z. and Mahmud, M. A. Parvez. 2021. "Towards smart healthcare: UAV-based optimized path planning for delivering COVID-19 self-testing kits using cutting edge technologies." Sustainability. 13 (18), pp. 1-21. https://doi.org/10.3390/su131810426UAV based spatiotemporal analysis of the 2019–2020 New South Wales bushfires
Ullah, Fahim, Khan, Sara Imran, Munawar, Hafiz Suliman, Qadir, Zakria and Qayyum, Siddra. 2021. "UAV based spatiotemporal analysis of the 2019–2020 New South Wales bushfires." Sustainability. 13, pp. 1-35. https://doi.org/10.3390/su131810207A beginner’s guide to developing review-based conceptual frameworks in the built environment
Ullah, Fahim. 2021. "A beginner’s guide to developing review-based conceptual frameworks in the built environment." Architecture. 1 (1), pp. 5-24. https://doi.org/10.3390/architecture1010003BIMp-chart — a global decision support system for measuring BIM implementation level in construction organizations
Malik, Qurratulain, Nasir, Abdur Rehman, Muhammad, Rabiah, Thaheem, Muhammad Jamaluddin, Ullah, Fahim, Khan, Khurram Iqbal Ahmad and Hassan, Muhammad Usman. 2021. "BIMp-chart — a global decision support system for measuring BIM implementation level in construction organizations." Sustainability. 13 (16), pp. 1-25. https://doi.org/10.3390/su13169270Urban overheating assessment through prediction of surface temperatures: a case study of Karachi, Pakistan
Aslam, Bilal, Maqsoom, Ahsen, Khalid, Nauman, Ullah, Fahim and Sepasgozar, Samad. 2021. "Urban overheating assessment through prediction of surface temperatures: a case study of Karachi, Pakistan." ISPRS International Journal of Geo-Information. 10 (8), pp. 1-22. https://doi.org/10.3390/ijgi10080539UAVs in disaster management: application of integrated aerial Imagery and convolutional neural network for flood detection
Munawar, Hafiz Suliman, Ullah, Fahim, Qayyum, Siddra, Khan, Sara Imran and Mojtahedi, Mohammad. 2021. "UAVs in disaster management: application of integrated aerial Imagery and convolutional neural network for flood detection." Sustainability. 13 (14), pp. 1-22. https://doi.org/10.3390/su13147547A conceptual framework for blockchain smart contract adoption to manage real estate deals in smart cities
Ullah, Fahim and Al-Turjman, Fadi. 2023. "A conceptual framework for blockchain smart contract adoption to manage real estate deals in smart cities." Neural Computing and Applications. 35 (7), p. 5033–5054. https://doi.org/10.1007/s00521-021-05800-6Investigating the flood damages in Lower Indus Basin since 2000: spatiotemporal analyses of the major flood events
Atif, Salman, Umar, Muhammad and Ullah, Fahim. 2021. "Investigating the flood damages in Lower Indus Basin since 2000: spatiotemporal analyses of the major flood events." Natural Hazards. 108, pp. 2357-2383. https://doi.org/10.1007/s11069-021-04783-wRisk management in sustainable smart cities governance: a TOE framework
Ullah, Fahim, Qayyum, Siddra, Thaheem, Muhammad Jamaluddin, Al-Turjman, Fadi and Sepasgozar, Samad M.E.. 2021. "Risk management in sustainable smart cities governance: a TOE framework." Technological Forecasting and Social Change. 167. https://doi.org/10.1016/j.techfore.2021.120743Advertising through UAVs: Optimized path system for delivering smart real‐estate advertisement materials
Ullah, Fahim, Al-Turjman, Fadi, Qayyum, Siddra, Inam, Hina and Imran, Muhammad. 2021. "Advertising through UAVs: Optimized path system for delivering smart real‐estate advertisement materials." International Journal of Intelligent Systems. 36 (7), pp. 3429-3463. https://doi.org/10.1002/int.22422Modelling users’ perception of the online real estate platforms in a digitally disruptive environment: an integrated KANO-SISQual approach
Ullah, Fahim, Sepasgozar, Samad M.E., Shiwrozhan, Sara and Davis, Steven. 2021. "Modelling users’ perception of the online real estate platforms in a digitally disruptive environment: an integrated KANO-SISQual approach." Telematics and Informatics. 63. https://doi.org/10.1016/j.tele.2021.101660Application of deep learning on UAV-based aerial images for flood detection
Munawar, Hafiz Suliman, Ullah, Fahim, Qayyum, Siddra and Heravi, Amirhossein. 2021. "Application of deep learning on UAV-based aerial images for flood detection." Smart Cities. 4 (3), pp. 1220-1243. https://doi.org/10.3390/smartcities4030065Best Value Contractor Selection in Road Construction Projects: ANP-Based Decision Support System
Hasnain, Muhammad, Thaheem, Muhammad Jamaluddin and Ullah, Fahim. 2018. "Best Value Contractor Selection in Road Construction Projects: ANP-Based Decision Support System." International Journal of Civil Engineering. 16 (6), pp. 695-714. https://doi.org/10.1007/s40999-017-0199-2Concession period of public private partnership projects: industry–academia gap analysis
Ullah, Fahim and Thaheem, Muhammad Jamaluddin. 2018. "Concession period of public private partnership projects: industry–academia gap analysis." The International Journal of Construction Management. 18 (5), pp. 418-429. https://doi.org/10.1080/15623599.2017.1333400A systematic review of smart real estate technology: drivers of, and barriers to, the use of digital disruptive technologies and online platforms
Ullah, Fahim, Sepasgozar, Samad M.E. and Wang, Changxin. 2018. "A systematic review of smart real estate technology: drivers of, and barriers to, the use of digital disruptive technologies and online platforms." Sustainability. 10 (9), pp. 1-44. https://doi.org/10.3390/su10093142System dynamics model to determine concession period of PPP infrastructure projects: overarching effects of critical success factors
Ullah, Fahim, Thaheem, Muhammad Jamaluddin, Sepasgozar, Samad M. E. and Forcada, Nuria. 2018. "System dynamics model to determine concession period of PPP infrastructure projects: overarching effects of critical success factors." Journal of Legal Affairs and Dispute Resolution in Engineering and Construction. 10 (4). https://doi.org/10.1061/(ASCE)LA.1943-4170.0000280The performance gap in energy-efficient office buildings: how the occupants can help?
Ali, Qadeer, Thaheem, Muhammad Jamaluddin, Ullah, Fahim and Sepasgozar, Samad M. E.. 2020. "The performance gap in energy-efficient office buildings: how the occupants can help?" Energies. 13 (6). https://doi.org/10.3390/en13061480Key factors influencing purchase or rent decisions in smart real estate investments: a system dynamics approach using online forum thread data
Ullah, Fahim and Sepasgozar, Samad M. E.. 2020. "Key factors influencing purchase or rent decisions in smart real estate investments: a system dynamics approach using online forum thread data." Sustainability. 12 (11), pp. 1-36. https://doi.org/10.3390/su12114382Smart digital marketing capabilities for sustainable property development: a case of Malaysia
Low, Sheen, Ullah, Fahim, Shiwrozhan, Sara, Sepasgozar, Samad M. E. and Lee, Chyi Lin. 2020. "Smart digital marketing capabilities for sustainable property development: a case of Malaysia." Sustainability. 12 (13), pp. 1-40. https://doi.org/10.3390/su12135402Contingency release during project execution: the contractor’s decision-making dilemma
Ayub, Bilal, Thaheem, Muhammad Jamaluddin and Ullah, Fahim. 2019. "Contingency release during project execution: the contractor’s decision-making dilemma." Project Management Journal. 50 (6), pp. 734-748. https://doi.org/10.1177/8756972819848250Six Sigma in construction: a review of critical success factors
Qayyum Siddiqui, Siddra, Ullah, Fahim, Thaheem, Muhammad Jamaluddin and Gabriel, Hamza Farooq. 2016. "Six Sigma in construction: a review of critical success factors." International Journal of Lean Six Sigma. 7 (2), pp. 171-186. https://doi.org/10.1108/ijlss-11-2015-0045Labor Productivity Assessment Using Activity Analysis on Semi High-Rise Building Projects in Pakistan
Sheikh, Noaman Akbar, Ullah, Fahim, Ayub, Bilal and Thaheem, Muhammad Jamaluddin. 2017. "Labor Productivity Assessment Using Activity Analysis on Semi High-Rise Building Projects in Pakistan." Engineering Journal. 21 (4), pp. 273-286. https://doi.org/10.4186/ej.2017.21.4.273Influence of Six Sigma on project success in construction industry of Pakistan
Ullah, Fahim, Thaheem, Muhammad Jamaluddin, Qayyum Siddiqui, Siddra and Khurshid, Muhammad Bilal. 2017. "Influence of Six Sigma on project success in construction industry of Pakistan." The TQM Journal. 29 (2), pp. 276-309. https://doi.org/10.1108/TQM-11-2015-0136Examining the impact of students’ attendance, sketching, visualization, and tutors experience on students’ performance: a case of building structures course in construction management
Ullah, Fahim, Sepasgozar, Samad, Tahmasebinia, Faham, Sepasgozar, Saleh Mohammad Ebrahimzadeh and Davis, Steven. 2020. "Examining the impact of students’ attendance, sketching, visualization, and tutors experience on students’ performance: a case of building structures course in construction management." Construction Economics and Building. 20 (3), pp. 78-102. https://doi.org/10.5130/AJCEB.v20i3.7056Competitiveness in the construction industry: A contractor’s perspective on barriers to improving the construction industry performance
Azeem, Moazzam, Ullah, Fahim, Thaheem, Muhammad J. and Qayyum, Siddra. 2020. "Competitiveness in the construction industry: A contractor’s perspective on barriers to improving the construction industry performance." Journal of Construction Engineering, Management & Innovation. 3 (3), pp. 193-219. https://doi.org/10.31462/jcemi.2020.03193219Empirical evidence of extension of time in construction projects
Shabbar, Haroon, Ullah, Fahim, Ayub, Bilal, Thaheem, Muhammad Jamaluddin and Gabriel, Hamza Farooq. 2017. "Empirical evidence of extension of time in construction projects." Journal of Legal Affairs and Dispute Resolution in Engineering and Construction. 9 (3). https://doi.org/10.1061/(ASCE)LA.1943-4170.0000217It's all about perceptions: A DEMATEL approach to exploring user perceptions of real estate online platforms
Ullah, Fahim, Sepasgozar, Samad M. E., Thaheem, Muhammad Jamaluddin, Wang, Changxin Cynthia and Imran, Muhammad. 2021. "It's all about perceptions: A DEMATEL approach to exploring user perceptions of real estate online platforms." Ain Shams Engineering Journal. 12 (4), pp. 4297-4317. https://doi.org/10.1016/j.asej.2021.04.023Addressing disasters in smart cities through UAVs path planning and 5G communications: A systematic review
Qadir, Zakria, Ullah, Fahim, Munawar, Hafiz Suliman and Al-Turjman, Fadi. 2021. "Addressing disasters in smart cities through UAVs path planning and 5G communications: A systematic review." Computer Communications. 168, pp. 114-135. https://doi.org/10.1016/j.comcom.2021.01.003Managing smart cities through six sigma DMADICV method: A review-based conceptual framework
Qayyum, Siddra, Ullah, Fahim, Al-Turjman, Fadi and Mojtahedi, Mohammad. 2021. "Managing smart cities through six sigma DMADICV method: A review-based conceptual framework." Sustainable Cities and Society. 72, pp. 1-19. https://doi.org/10.1016/j.scs.2021.103022A review of public-private partnership: critical factors of concession period
Ullah, Fahim, Ayub, Bilal, Qayyum, Siddra and Thaheem, Muhammad Jamaluddin. 2016. "A review of public-private partnership: critical factors of concession period." Journal of Financial Management of Property and Construction. 21 (3), pp. 269-300. https://doi.org/10.1108/JFMPC-02-2016-0011Insights into the Mobility Pattern of Australians during COVID-19
Munawar, Hafiz Suliman, Khan, Sara Imran, Qadir, Zakria, Kiani, Yusra Sajid, Kouzani, Abbas Z. and Mahmud, M. A. Parvez. 2021. "Insights into the Mobility Pattern of Australians during COVID-19." Sustainability. 13 (17), pp. 1-19. https://doi.org/10.3390/su13179611Predicting the energy output of hybrid PV–wind renewable energy system using feature selection technique for smart grids
Qadir, Zakria, Khan, Sara Imran, Khalaji, Erfan, Munawar, Hafiz Suliman, Al-Turjman, Fadi, Mahmud, M. A. Parvez, Kouzani, Abbas Z. and Le, Khoa. 2021. "Predicting the energy output of hybrid PV–wind renewable energy system using feature selection technique for smart grids." Energy Reports. 7, pp. 8465-8475. https://doi.org/10.1016/j.egyr.2021.01.018Cloud- and Fog-Integrated Smart Grid Model for Efficient Resource Utilisation
Akram, Junaid, Tahir, Arsalan, Munawar, Hafiz Suliman, Akram, Awais, Kouzani, Abbas Z. and Mahmud, M. A. Parvez. 2021. "Cloud- and Fog-Integrated Smart Grid Model for Efficient Resource Utilisation." Sensors. 21 (23), pp. 1-22. https://doi.org/10.3390/s21237846This item comprises data from the following sources: Web of Science