Application of deep learning on UAV-based aerial images for flood detection

Article


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/smartcities4030065
Article Title

Application of deep learning on UAV-based aerial images for flood detection

ERA Journal ID214174
Article CategoryArticle
AuthorsMunawar, Hafiz Suliman (Author), Ullah, Fahim (Author), Qayyum, Siddra (Author) and Heravi, Amirhossein (Author)
Journal TitleSmart Cities
Journal Citation4 (3), pp. 1220-1243
Number of Pages24
Year2021
PublisherMDPI AG
Place of PublicationBasel, Switzerland
ISSN2624-6511
Digital Object Identifier (DOI)https://doi.org/10.3390/smartcities4030065
Web Address (URL)https://www.mdpi.com/2624-6511/4/3/65
Abstract

Floods are one of the most fatal and devastating disasters, instigating an immense loss of human lives and damage to property, infrastructure, and agricultural lands. To cater to this, there is a need to develop and implement real-time flood management systems that could instantly detect flooded regions to initiate relief activities as early as possible. Current imaging systems, relying on satellites, have demonstrated low accuracy and delayed response, making them unreliable and impractical to be used in emergency responses to natural disasters such as flooding. This research employs Unmanned Aerial Vehicles (UAVs) to develop an automated imaging system that can identify inundated areas from aerial images. The Haar cascade classifier was explored in the case study to detect landmarks such as roads and buildings from the aerial images captured by UAVs and identify flooded areas. The extracted landmarks are added to the training dataset that is used to train a deep learning algorithm. Experimental results show that buildings and roads can be detected from the images with 91% and 94% accuracy, respectively. The overall accuracy of 91% is recorded in classifying flooded and non-flooded regions from the input case study images. The system has shown promising results on test images belonging to both pre- and post-flood classes. The flood relief and rescue workers can quickly locate flooded regions and rescue stranded people using this system. Such real-time flood inundation systems will help transform the disaster management systems in line with modern smart cities initiatives.

Keywordsflood detection; deep learning; landmarks detection; UAV dataset; disaster management
ANZSRC Field of Research 2020460299. Artificial intelligence not elsewhere classified
460306. Image processing
330499. Urban and regional planning not elsewhere classified
330404. Land use and environmental planning
Public Notes

Copyright: © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.
org/licenses/by/4.0/).

Byline AffiliationsUniversity of New South Wales
School of Civil Engineering and Surveying
Institution of OriginUniversity of Southern Queensland
Permalink -

https://research.usq.edu.au/item/q6q88/application-of-deep-learning-on-uav-based-aerial-images-for-flood-detection

Download files


Published Version
smartcities-04-00065 (1).pdf
License: CC BY 4.0
File access level: Anyone

  • 146
    total views
  • 71
    total downloads
  • 2
    views this month
  • 4
    downloads this month

Export as

Related outputs

Project manager's leadership behavioural practices - A systematic literature review
Rehan, Ashok, Thorpe, David and Heravi, Amirhossein. 2024. "Project manager's leadership behavioural practices - A systematic literature review." Asia Pacific Management Review. https://doi.org/10.1016/j.apmrv.2023.12.005
Decoding 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/buildings14030682
Climate 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/smartcities7010023
Post-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/buildings14010231
Reducing 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/buildings13030671
Investigating the Source of Claims with the Importance of BIM Application on Reducing Construction Disputable Claims in KSA
Abougamil, Reda Abdelshafy, Thorpe, David and Heravi, Amirhossein. 2023. "Investigating the Source of Claims with the Importance of BIM Application on Reducing Construction Disputable Claims in KSA." Buildings. 13 (9). https://doi.org/10.3390/buildings13092219
Forecasting 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/soc13100219
Integrating 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/buildings13092212
Life 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/buildings13092143
A 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-02-2023-0040
The 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/buildings13061528
Towards 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/buildings13041036
Drivers 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/buildings13040872
Smart 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/su15031866
Quantifying 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/s11135-022-01574-8
Water 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.2022.3221430
Identifying 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/buildings12050605
Delineating 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/w14111824
Key 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/buildings12060766
Impact 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/buildings12060760
Modeling 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/buildings12060701
BIM 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/buildings12101752
Nexus 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/su14127211
Crack 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/su14138117
Automated 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/buildings12071037
Circular 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/buildings12071004
Developing 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/buildings12101563
A Framework for Burnt Area Mapping and Evacuation Problem Using Aerial Imagery Analysis
Munawar, Hafiz Suliman, Gharineiat, Zahra, Akram, Junaid and Khan, Sara Imran. 2022. "A Framework for Burnt Area Mapping and Evacuation Problem Using Aerial Imagery Analysis." Fire. 5 (4), pp. 1-15. https://doi.org/10.3390/fire5040122
Drone-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.2022.09.008
Smart 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/buildings12101516
Key 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/su141911815
Key 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.2022.101903
Resilient 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/buildings12091322
Big 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/bdcc6010030
Big 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/bdcc6010018
Systematic 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/buildings12020171
Civil 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/buildings12020156
Inspecting 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/drones6010005
UAV 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/fire4030040
Big 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/bdcc4020004
Barriers 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.2021.101527
Smart 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. 245-278
Diverse 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/architecture2010010
Extracting 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/s00500-022-06794-6
Investigation 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.
Assessing 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/su132212583
Mining multispectral aerial images for automatic detection of strategic bridge locations for disaster relief missions
Munawar, Hafiz Suliman, Zhang, Ji, Li, Hongzhou, Mo, Deqing and Chang, Liang. 2019. "Mining multispectral aerial images for automatic detection of strategic bridge locations for disaster relief missions." Leong, Hou U. and Lauw, Hady W. (ed.) 8th Workshop on Biologically-Inspired Techniques for Knowledge Discovery and Data Mining (BDM 2019), held in conjunction with the 23rd Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2019). Macau, China 14 - 17 Apr 2019 Cham, Switzerland. Springer. https://doi.org/10.1007/978-3-030-26142-9_17
Assessing 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/app112110034
Effects 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/su132011300
Towards 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/su131810426
UAV 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/su131810207
Using multivariate regression and ANN models to predict properties of concrete cured under hot weather: a case of Rawalpindi Pakistan
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
BIMp-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/su13169270
Urban 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/ijgi10080539
UAVs 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/su13147547
A 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/s00521-021-05800-6
Investigating 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-w
Risk 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.2021.120743
Advertising 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.22422
Modelling 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.2021.101660
An overview of the use of solar energy in building construction projects
Hojjatian, Mahsa, Heravi, Amirhossein and Asad Poor, Javad. 2021. "An overview of the use of solar energy in building construction projects." Creative City Design. 4 (2), pp. 33-39.
A practical framework to facilitate constructability implementation using the integrated project delivery approach: a case study
Jadidoleslami, Samereh, Saghatforoush, Ehsan, Heravi, Amirhossein and Preece, Christopher. 2022. "A practical framework to facilitate constructability implementation using the integrated project delivery approach: a case study." The International Journal of Construction Management. 22 (7), pp. 1225-1239. https://doi.org/10.1080/15623599.2019.1686834
Providing an structure for risk assessment of residential projects against earthquake
Heravi, Amirhossein and Sarabi, Mahdiyeh. 2017. "Providing an structure for risk assessment of residential projects against earthquake." 2nd International Conference on Civil Engineering and Architecture and Urban Design. Kasem Bundit University, Bangkok 31 Aug 2017
Identification of barriers and providing solutions to implement project control system in building projects
Heravi, Amirhossein and Sarabi, Mahdiyeh. 2017. "Identification of barriers and providing solutions to implement project control system in building projects." 1st National Conference on Applied Researches in Sciences and Engineering. Mashhad, Iran 27 - 28 Jul 2017 Mashhad, Iran.
Identifying and prioritising factors impacting in court decisions for construction contract disputes
Bagherian Marandi, Navid, Ravanshadnia, Mehdi, Heravi, Amirhossein and Mehdizadeh, Hasan. 2021. "Identifying and prioritising factors impacting in court decisions for construction contract disputes." 12th International Congress on Civil Engineering. Mashhad, iran 12 - 14 Jul 2021 Iran.
Assessment of requirements for establishment of a framework to enhance implementation of quality practices in building projects
Heravitorbati, Amirhossein, Coffey, Vaughan and Trigunarsyah, Bambang. 2011. "Assessment of requirements for establishment of a framework to enhance implementation of quality practices in building projects." International Journal of Innovation, Management and Technology. 2 (6), pp. 465-470.
Evaluating the existing barriers in implementing constructability
Jadidoleslami, Samereh, Saghatforoush, Ehsan, Heravi, Amirhossein and Preece, Christopher. 2018. "Evaluating the existing barriers in implementing constructability." Civil Engineering Journal. 4 (12), pp. 2864-2875. https://doi.org/10.28991/cej-03091204
A 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/architecture1010003
Best 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/s40999-017-0199-2
Concession 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/10.1080/15623599.2017.1333400
A 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/su10093142
System 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.1943-4170.0000280
The 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/en13061480
Key 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/su12114382
Smart 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/su12135402
Contingency 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/10.1177/8756972819848250
Six 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-11-2015-0045
Labor 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.2017.21.4.273
Influence 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-11-2015-0136
Examining 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.v20i3.7056
Competitiveness 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.2020.03193219
Empirical 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.1943-4170.0000217
It'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.2021.04.023
Addressing 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.2021.01.003
Managing 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.2021.103022
A 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-02-2016-0011
Evaluating the level of stakeholder involvement during the project planning processes of building projects
Heravi, Amirhossein, Coffey, Vaughan and Trigunarsyah, Bambang. 2015. "Evaluating the level of stakeholder involvement during the project planning processes of building projects." International Journal of Project Management. 33 (5), pp. 985-997. https://doi.org/10.1016/j.ijproman.2014.12.007
Effectiveness of constructability concept in the provision of infrastructure assets
Saghatforoush, E., Trigunarsyah, B., Too, E. and Heravitorbati, A.. 2011. "Effectiveness of constructability concept in the provision of infrastructure assets." Cowled, Craig J. L. (ed.) 1st International Postgraduate Conference on Engineering, Designing and Developing the Built Environment for Sustainable Wellbeing (eddBE 2011). Brisbane, Australia 27 - 29 Apr 2011 Brisbane, Australia.
Extending constructability concept to include operation and maintenance issues
Saghatforoush, Ehsan, Trigunarsyah, Bambang, Too, Eric G. and Heravitorbati, Amirhossein. 2011. "Extending constructability concept to include operation and maintenance issues." Preece, C. N., Fathi, M. S., Padfield, R., Papargyropoulou, E., BinAbdullah, M. M. and Rogers, J. (ed.) 1st International Construction Business & Management Symposium (ICBMS2011). Kuala Lumpur, Malaysia 21 - 22 Sep 2011 Kuala Lumpur, Malaysia.
Examination of process to develop a framework for better implementation of quality practices in building projects
Heravitorbati, Amirhossein, Coffey, Vaughan, Trigunarsyah, Bambang and Saghatforoush, Ehsan. 2011. "Examination of process to develop a framework for better implementation of quality practices in building projects." 2nd International Conference on Construction and Project Management 2011 (ICCPM2011). Singapore 16 - 18 Sep 2011 Singapore.
Evaluating the influences of stakeholder management on construction project quality
Heravitorbati, Amirhossein, Coffey, Vaughan, Trigunarsyah, Bambang and Saghatforoush, Ehsan. 2011. "Evaluating the influences of stakeholder management on construction project quality." Preece, C. N., Fathi, M. S., Padfield, R., Papargyropoulou, E., BinAbdullah, M. M. and Rogers, J. (ed.) 1st International Construction Business & Management Symposium (ICBMS2011). Kuala Lumpur, Malaysia 21 - 22 Sep 2011 Kuala Lumpur, Malaysia.