UAV Assisted Spatiotemporal Analysis and Management of Bushfires: A Case Study of the 2020 Victorian Bushfires
Article
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
| Article Title | UAV Assisted Spatiotemporal Analysis and Management of Bushfires: A Case Study of the 2020 Victorian Bushfires |
|---|---|
| ERA Journal ID | 212512 |
| Article Category | Article |
| Authors | Munawar, Hafiz Suliman (Author), Ullah, Fahim (Author), Khan, Sara Imran (Author), Qadir, Zakria (Author) and Qayyum, Siddra (Author) |
| Journal Title | Fire |
| Journal Citation | 4 (3), pp. 1-34 |
| Number of Pages | 34 |
| Year | 2021 |
| Publisher | MDPI AG |
| Place of Publication | Switzerland |
| ISSN | 2571-6255 |
| Digital Object Identifier (DOI) | https://doi.org/10.3390/fire4030040 |
| Web Address (URL) | https://www.mdpi.com/2571-6255/4/3/40 |
| Abstract | Australia is a regular recipient of devastating bushfires that severely impacts its economy, landscape, forests, and wild animals. These bushfires must be managed to save a fortune, wildlife, and vegetation and reduce fatalities and harmful environmental impacts. The current study proposes a holistic model that uses a mixed-method approach of Geographical Information System (GIS), remote sensing, and Unmanned Aerial Vehicles (UAV)-based bushfire assessment and mitigation. The fire products of Visible Infrared Imager Radiometer Suite (VIIRS) and Moderate-resolution Imaging Spectroradiometer (MODIS) are used for monitoring the burnt areas within the Victorian Region due to the 2020 bushfires. The results show that the aggregate of 1500 m produces the best output for estimating the burnt areas. The identified hotspots are in the eastern belt of the state that progressed north towards New South Wales. The R2 values between 0.91–0.99 indicate the fitness of methods used in the current study. A healthy z-value index between 0.03 to 2.9 shows the statistical significance of the hotspots. Additional analysis of the 2019–20 Victorian bushfires shows a widespread radius of the fires associated with the climate change and Indian Ocean Dipole (IOD) phenomenon. The UAV paths are optimized using five algorithms: greedy, intra route, inter route, tabu, and particle swarm optimization (PSO), where PSO search surpassed all the tested methods in terms of faster run time and lesser costs to manage the bushfires disasters. The average improvement demonstrated by the PSO algorithm over the greedy method is approximately 2% and 1.2% as compared with the intra route. Further, the cost reduction is 1.5% compared with the inter-route scheme and 1.2% compared with the intra route algorithm. The local disaster management authorities can instantly adopt the proposed system to assess the bushfires disasters and instigate an immediate response plan. |
| Keywords | bushfires; disaster management; unmanned aerial vehicles (UAVs); geographical information system (GIS); remote sensing; Victoria Australia |
| ANZSRC Field of Research 2020 | 339999. Other built environment and design not elsewhere classified |
| Byline Affiliations | University of New South Wales |
| School of Civil Engineering and Surveying | |
| Western Sydney University | |
| Institution of Origin | University of Southern Queensland |
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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/su131810164A 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/su13179611A prototype of an energy-efficient MAGLEV train: A step towards cleaner train transport
Qadir, Zakria, Munir, Arslan, Ashfaq, Tehreem, Munawar, Hafiz Suliman, Khan, Muazzam A. and Le, Khoa. 2021. "A prototype of an energy-efficient MAGLEV train: A step towards cleaner train transport." Cleaner Engineering and Technology. 4, pp. 1-11. https://doi.org/10.1016/j.clet.2021.100217Predicting 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.2021.01.018This item comprises data from the following sources: Web of Science