Revealing the effect of an industrial flash flood on vegetation area: a case study of Khusheh Mehr in Maragheh-Bonab Plain, Iran
Article
Taherizadeh, Mehrnoosh, Khushemehr, Javid Hojabri, Niknam, Arman, Nguyen-Huy, Thong and Mezősi, Gábor. 2023. "Revealing the effect of an industrial flash flood on vegetation area: a case study of Khusheh Mehr in Maragheh-Bonab Plain, Iran." Remote Sensing Applications: Society and Environment. 32. https://doi.org/10.1016/j.rsase.2023.101016
| Article Title | Revealing the effect of an industrial flash flood on vegetation area: a case study of Khusheh Mehr in Maragheh-Bonab Plain, Iran |
|---|---|
| ERA Journal ID | 211288 |
| Article Category | Article |
| Authors | Taherizadeh, Mehrnoosh, Khushemehr, Javid Hojabri, Niknam, Arman, Nguyen-Huy, Thong and Mezősi, Gábor |
| Journal Title | Remote Sensing Applications: Society and Environment |
| Journal Citation | 32 |
| Article Number | 101016 |
| Year | 2023 |
| Publisher | Elsevier |
| Place of Publication | Netherlands |
| ISSN | 2352-9385 |
| Digital Object Identifier (DOI) | https://doi.org/10.1016/j.rsase.2023.101016 |
| Web Address (URL) | https://www.sciencedirect.com/science/article/pii/S2352938523000988 |
| Abstract | Floods are one of the most significant environmental hazards that can have harmful effects on agricultural activities and vegetation. The primary objective of this study is to analyze the destructive after-effects of an industrial flash flood on the vegetation of the Khusheh Mehr region. This flash flood occurred due to a break in the wastewater ponds of the Kaveh Soda factory on April 25, 2010. Using the Normalized Difference Water Index (NDWI) and the Normalized Difference Vegetation Index (NDVI) derived from time-series Landsat data over the period of 2000–2020, we analyzed the changes in wastewater ponds and regional vegetation before and after the wastewater flood occurred. We also investigate the quantitative and qualitative changes in vegetation during the past 20 years and detect the flood passage through this area. The results show that 538 ha out of the total 2123 ha of Khusheh Mehr were directly affected by the runoff resulting from the 2010 flood, and 1250000 m3 of industrial wastewater was discharged in the study area. The analysis of the vegetation in 2010 showed that during May and July, the efficiency and expansion of vegetation in these areas (NDVI >0.3) decreased by 90% and 55%, respectively, compared to the same periods in 2009 and 2006. The study is significant because it can help evaluate the effects of the flash flood not only on wastewater ponds and vegetation but also on the contamination of underground and surface waters as chemicals and industrial wastewater held in natural and artificial environments are discharged during a flood and directly affect vegetation. The findings can provide useful information for hazard and land use management and support policymakers, e.g., payment for financial loss of farmers. |
| Keywords | Flood; Wastewater; Landsat; Khusheh Mehr area; NDVI; NDWI |
| Contains Sensitive Content | Does not contain sensitive content |
| ANZSRC Field of Research 2020 | 300202. Agricultural land management |
| 370101. Adverse weather events | |
| 370402. Earth and space science informatics | |
| Public Notes | The accessible file is the accepted version of the paper. Please refer to the URL for the published version. |
| Byline Affiliations | University of Szeged, Hungary |
| University of Tehran, Iran | |
| Centre for Applied Climate Sciences | |
| Vietnam National Space Center, Vietnam |
Permalink -
https://research.usq.edu.au/item/yzzq2/revealing-the-effect-of-an-industrial-flash-flood-on-vegetation-area-a-case-study-of-khusheh-mehr-in-maragheh-bonab-plain-iran
Restricted files
Accepted Version
Under embargo until 28 Jun 2025
88
total views0
total downloads0
views this month0
downloads this month
Export as
Related outputs
Explainable deeply-fused nets electricity demand prediction model: Factoring climate predictors for accuracy and deeper insights with probabilistic confidence interval and point-based forecasts
Ghimire, Sujan, AL-Musaylh, Mohanad S., Nguyen-Huy, Thong, Deo, Ravinesh C., Acharya, Rajendra, Casillas-Perez, David, Yaseen, Zaher Mundher and Salcedo-sanz, Sancho. 2025. "Explainable deeply-fused nets electricity demand prediction model: Factoring climate predictors for accuracy and deeper insights with probabilistic confidence interval and point-based forecasts." Applied Energy. 378 (Part A). https://doi.org/10.1016/j.apenergy.2024.124763Spatiotemporal performance evaluation of high-resolution multiple satellite and reanalysis precipitation products over the semiarid region of India
Devadarshini, Elangovan, Bhuvaneswari, Kulanthaivelu, Kumar, Shanmugam Mohan, Geethalakshmi, Vellingiri, Dhasarathan, Manickam, Senthil, Alagarsamy, Senthilraja, Kandasamy, Mushtaq, Shahbaz, Nguyen-Huy, Thong, Mai, Thanh and Kouadio, Louis. 2024. "Spatiotemporal performance evaluation of high-resolution multiple satellite and reanalysis precipitation products over the semiarid region of India." Environmental Monitoring and Assessment. 196. https://doi.org/10.1007/s10661-024-13152-6Forecasting Multi-Step Soil Moisture with Three-Phase Hybrid Wavelet-Least Absolute Shrinkage Selection Operator-Long Short-Term Memory Network (moDWT-Lasso-LSTM) Model
Jayasinghe, W. J. M. Lakmini Prarthana, Deo, Ravinesh C., Raj, Nawin, Ghimire, Sujan, Yaseen, Zaher Mundher, Nguyen-Huy, Thong and Ghahramani, Afshin. 2024. "Forecasting Multi-Step Soil Moisture with Three-Phase Hybrid Wavelet-Least Absolute Shrinkage Selection Operator-Long Short-Term Memory Network (moDWT-Lasso-LSTM) Model." Water. 16 (21), p. 3133. https://doi.org/10.3390/w16213133Harnessing a systems approach for sustainable adaptation in vulnerable mega-deltas: A case study of the dyke heightening program in the Vietnamese Mekong Delta's floodplains
Mai, Thanh, Mushtaq, Shahbaz, Tong, Yen Dan, Nguyen-Huy, Thong, Richards, Russell and Marcussen, Torben. 2024. "Harnessing a systems approach for sustainable adaptation in vulnerable mega-deltas: A case study of the dyke heightening program in the Vietnamese Mekong Delta's floodplains." Science of the Total Environment. 954. https://doi.org/10.1016/j.scitotenv.2024.176501Real-time prediction of the week-ahead flood index using hybrid deep learning algorithms with synoptic climate mode indices
Ahmed, A.A. Masrur, Akther, Shahida, Nguyen-Huy, Thong, Raj, Nawin, Jui (Student), S Janifer and S.Z., Farzana. 2024. "Real-time prediction of the week-ahead flood index using hybrid deep learning algorithms with synoptic climate mode indices." Journal of Hydro-Environment Research. 57, pp. 12-26. https://doi.org/10.1016/j.jher.2024.09.001Pyrolytic Pathway of Wheat Straw Pellet by the Thermogravimetric Analyzer
Nath, Bidhan, Bowtell, Les, Chen, Guangnan, Graham, Elizabeth and Nguyen-Huy, Thong. 2024. "Pyrolytic Pathway of Wheat Straw Pellet by the Thermogravimetric Analyzer." Energies. 17 (15). https://doi.org/10.3390/en17153693Pyrolysis of wheat straw pellets in a pilot-scale reactor: Effect of temperature and residence time
Nath, Bidhan, Chen, Guangnan, Bowtell, Les and Nguyen-Huy, Thong. 2024. "Pyrolysis of wheat straw pellets in a pilot-scale reactor: Effect of temperature and residence time." Energy Science and Engineering. 12 (8), pp. 3524-3539. https://doi.org/10.1002/ese3.1833Integrating rainfall index-based insurance with optimal crop management strategies can reduce financial risks for Australian dryland cotton farmers
Nguyen-Huy, Thong, Kath, Jarrod, Kouadio, Louis, King, Rachel, Mushtaq, Shahbaz and Barratt, Jonathan. 2024. "Integrating rainfall index-based insurance with optimal crop management strategies can reduce financial risks for Australian dryland cotton farmers." Sustainable Futures. 8. https://doi.org/10.1016/j.sftr.2024.100249Copula-Probabilistic Flood Risk Analysis with an Hourly Flood Monitoring Index
Chand, Ravinesh, Nguyen-Huy, Thong, Deo, Ravinesh C., Ghimire, Sujan, Ali, Mumtaz and Ghahramani, Afshin. 2024. "Copula-Probabilistic Flood Risk Analysis with an Hourly Flood Monitoring Index." Water. 16 (11). https://doi.org/10.3390/w16111560Gully erosion mapping susceptibility in a Mediterranean environment: A hybrid decision-making model
Hitouri, Sliman, Meriame, Mohajane, Ajim, Ali Sk, Pacheco, Quevedo Renata, Nguyen-Huy, Thong, Pham, Quoc Bao, ElKhrachy, Ismail and Varasano, Antonietta. 2024. "Gully erosion mapping susceptibility in a Mediterranean environment: A hybrid decision-making model." International Soil and Water Conservation Research. 12 (2), pp. 279-297. https://doi.org/10.1016/j.iswcr.2023.09.008Modelling future spatial distribution of peanut crops in Australia under climate change scenarios
Haerani, Haerani, Apan, Armando, Nguyen-Huy, Thong and Basnet, Badri. 2024. "Modelling future spatial distribution of peanut crops in Australia under climate change scenarios." Geo-spatial Information Science. 27 (5), pp. 1585-1604. https://doi.org/10.1080/10095020.2022.2155255Climate change and human health in Vietnam: a systematic review and additional analyses on current impacts, future risk, and adaptation
Tran, Nu Quy Linh, Le, Huynh Thi Cam Hong, Pham, Cong Tuan, Nguyen, Xuan Huong, Tran, Ngoc Dang, Tran, Tuyet-Hanh Thi, Nghiem, Son, Luong, Thi Mai Ly, Bui, Vinh, Nguyen-Huy, Thong, Doan, Van Quang, Dang, Kim Anh, Do, Thi Hoai Thuong, Ngo, Hieu Kim Thi, Nguyen, Truong Vien, Nguyen, Ngoc Huy, Do, Manh Cuong, Ton, Tuan Nghia, Dang, Thi Anh Thu, ..., Phung, Dung. 2023. "Climate change and human health in Vietnam: a systematic review and additional analyses on current impacts, future risk, and adaptation." The Lancet Regional Health - Western Pacific. 40. https://doi.org/10.1016/j.lanwpc.2023.100943Enhancing climate resilience by combining practice and insurance strategies: A case study for cotton crop
Nguyen-Huy, Thong and Battersby, Kerry. 2023. "Enhancing climate resilience by combining practice and insurance strategies: A case study for cotton crop." Queensland Disaster Management Research Forum 2023. Brisbane, Australia 07 - 07 Nov 2023A drought monitor for Australia
Guillory, Laura, Pudmenzky, Christa, Nguyen-Huy, Thong, Cobon, David and Stone, Roger. 2023. "A drought monitor for Australia." Environmental Modelling and Software. 170. https://doi.org/10.1016/j.envsoft.2023.105852Integrated Multi-Head Self-Attention Transformer model for electricity demand prediction incorporating local climate variables
Ghimire, Sujan, Nguyen-Huy, Thong, AL-Musaylh, Mohanad S., Deo, Ravinesh C., Casillas-Perez, David and Salcedo-sanz, Sancho. 2023. "Integrated Multi-Head Self-Attention Transformer model for electricity demand prediction incorporating local climate variables." Energy and AI. 14. https://doi.org/10.1016/j.egyai.2023.100302A systematic review of emerging environmental markets: Potential pathways to creating shared value for communities
Mittahalli Byrareddy, Vivekananda M, Islam, Md Aminul, Nguyen-Huy, Thong and Slaughter, Geoff. 2023. "A systematic review of emerging environmental markets: Potential pathways to creating shared value for communities ." Heliyon. 9 (9). https://doi.org/10.1016/j.heliyon.2023.e19754Integrating management decisions and insurance to drive climate adaptation in the agricultural industry
Nguyen-Huy, Thong. 2023. "Integrating management decisions and insurance to drive climate adaptation in the agricultural industry ." Climate Adaptation 2023. Adelaide, Australia 25 - 27 Jul 2023 Australia.Flash flood-risk areas zoning using integration of decision-making trial and evaluation laboratory, GIS-based analytic network process and satellite-derived information
Taherizadeh, Mehrnoosh, Niknam, Arman, Nguyen-Huy, Thong, Mezősi, Gábor and Sarli, Reza. 2023. "Flash flood-risk areas zoning using integration of decision-making trial and evaluation laboratory, GIS-based analytic network process and satellite-derived information." Natural Hazards. 118 (3), p. 2309–2335. https://doi.org/10.1007/s11069-023-06089-5A novel approach based on integration of convolutional neural networks and echo state network for daily electricity demand prediction
Ghimire, Sujan, Nguyen-Huy, Thong, AL-Musaylh, Mohanad S., Deo, Ravinesh, Casillas-Perez, David and Salcedo-sanz, Sancho. 2023. "A novel approach based on integration of convolutional neural networks and echo state network for daily electricity demand prediction." Energy. 275, p. 127430. https://doi.org/10.1016/j.energy.2023.127430Climatology and composite evolution of flash drought over Australia and its vegetation impacts
Nguyen, Hanh, Wheeler, Mattew C., Otkin, Jason A., Nguyen-Huy, Thong and Cowan, Timothy. 2023. "Climatology and composite evolution of flash drought over Australia and its vegetation impacts." Journal of Hydrometeorology. 24 (6), p. 1087–1101. https://doi.org/10.1175/JHM-D-22-0033.1Digital Farming: An Overview of Its Fundamental Components and Applications
Nguyen-Huy, Thong. 2023. "Digital Farming: An Overview of Its Fundamental Components and Applications." The 4th International Conference of Food Security and Sustainable Agriculture in the Tropics. South Sulawesi, Indonesia 15 - 16 Feb 2023 Indonesia.Hybrid Convolutional Neural Network-Multilayer Perceptron Model for Solar Radiation Prediction
Ghimire, Sujan, Nguyen-Huy, Thong, Prasad, Ramendra, Deo, Ravinesh C., Casillas-Perez, David, Salcedo-sanz, Sancho and Bhandari, Binayak. 2023. "Hybrid Convolutional Neural Network-Multilayer Perceptron Model for Solar Radiation Prediction." Cognitive Computation. 15 (2), pp. 645-671. https://doi.org/10.1007/s12559-022-10070-yVapour pressure deficit determines critical thresholds for global coffee production under climate change
Kath, Jarrod, Craparo, Alessandro, Fong, Youyi, Byrareddy, Vivekananda, Davis, Aaron P., King, Rachel, Nguyen-Huy, Thong, van Asten, Piet J. A., Marcussen, Torben, Mushtaq, Shahbaz, Stone, Roger and Power, Scott. 2022. "Vapour pressure deficit determines critical thresholds for global coffee production under climate change." Nature Food. 3, pp. 871-880. https://doi.org/10.1038/s43016-022-00614-8Student Performance Predictions for Advanced Engineering Mathematics Course With New Multivariate Copula Models
Nguyen-Huy, Thong, Deo, Ravinesh C., Khan, Shahjahan, Devi, Aruna, Adeyinka, Adewuyi Ayodele, Apan, Armando A. and Yaseen, Zaher Mundher. 2022. "Student Performance Predictions for Advanced Engineering Mathematics Course With New Multivariate Copula Models." IEEE Access. 10, pp. 45112 -45136. https://doi.org/10.1109/ACCESS.2022.3168322Efficient daily solar radiation prediction with deep learning 4-phase convolutional neural network, dual stage stacked regression and support vector machine CNN-REGST hybrid model
Ghimire, Sujan, Nguyen-Huy, Thong, Deo, Ravinesh C., Casillas-Perez, David and Salcedo-sanz, Sancho. 2022. "Efficient daily solar radiation prediction with deep learning 4-phase convolutional neural network, dual stage stacked regression and support vector machine CNN-REGST hybrid model." Sustainable Materials and Technologies. 32, pp. 1-24. https://doi.org/10.1016/j.susmat.2022.e00429A satellite-based Standardized Antecedent Precipitation Index (SAPI) for mapping extreme rainfall risk in Myanmar
Nguyen-Huy, Thong, Kath, Jarrod, Nagler, Thomas, Khaung, Ye, Aung, Thee Su Su, Mushtaq, Shahbaz, Marcussen, Torben and Stone, Roger. 2022. "A satellite-based Standardized Antecedent Precipitation Index (SAPI) for mapping extreme rainfall risk in Myanmar." Remote Sensing Applications: Society and Environment. 26, pp. 1-19. https://doi.org/10.1016/j.rsase.2022.100733Kernel Ridge Regression Hybrid Method for Wheat Yield Prediction with Satellite-Derived Predictors
Ahmed, A. A. Masrur, Sharma, Ekta, Jui, S. Janifer Jabin, Deo, Ravinesh C., Nguyen-Huy, Thong and Ali, Mumtaz. 2022. "Kernel Ridge Regression Hybrid Method for Wheat Yield Prediction with Satellite-Derived Predictors." Remote Sensing. 14 (5), pp. 1-24. https://doi.org/10.3390/rs14051136General equilibrium impact evaluation of food top-up induced by households’ renewable power self-supply in 141 regions
Nguyen, Duong Binh, Nong, Duy, Simshauser, Paul and Nguyen-Huy, Thong. 2022. "General equilibrium impact evaluation of food top-up induced by households’ renewable power self-supply in 141 regions." Applied Energy. 306 (Part B), pp. 1-13. https://doi.org/10.1016/j.apenergy.2021.118126Copula-based statistical modelling of synoptic-scale climate indices for quantifying and managing agricultural risks in Australia
Nguyen-Huy, Thong. 2020. "Copula-based statistical modelling of synoptic-scale climate indices for quantifying and managing agricultural risks in Australia." Bulletin of the Australian Mathematical Society. 101 (1), pp. 166-169. https://doi.org/10.1017/S0004972719001217Drought Outlook Products Review
Cobon, David, Nguyen-Huy, Thong and Reardon-Smith, Kate. 2019. Drought Outlook Products Review. Toowoomba, Australia. University of Southern Queensland.Methodology for producing the Drought Monitor
Pudmenzky, Christa, Guillory, Laura, Cobon, David H. and Nguyen-Huy, Thong. 2020. Methodology for producing the Drought Monitor. Toowoomba, Queensland. University of Southern Queensland.Northern Australia Climate Program: supporting adaptation in rangeland grazing systems through more targeted climate forecasts, improved drought information and an innovative extension program
Cobon, David, Jarvis, Chelsea, Reardon-Smith, Kate, Guillory, Laura, Pudmenzky, Christa, Nguyen-Huy, Thong, Mushtaq, Shahbaz and Stone, Roger. 2021. "Northern Australia Climate Program: supporting adaptation in rangeland grazing systems through more targeted climate forecasts, improved drought information and an innovative extension program." The Rangeland Journal. 43 (3), pp. 87-100. https://doi.org/10.1071/RJ20074Global disparities in agricultural climate index-based insurance research
Adeyinka, Adewuyi Ayodele, Kath, Jarrod, Nguyen-Huy, Thong, Mushtaq, Shahbaz, Souvignet, Maxime, Range, Matthias and Barratt, Jonathan. 2022. "Global disparities in agricultural climate index-based insurance research." Climate Risk Management. 35, pp. 1-15. https://doi.org/10.1016/j.crm.2022.100394Drought outlook validation using ACCESS-S2 hindcast
Nguyen-Huy, Thong and Cobon, David. 2022. Drought outlook validation using ACCESS-S2 hindcast. Northern Australia Climate Program (NACP).Systemic risk management in farming - geographic distribution and diversity
Nguyen-Huy, Thong. 2022. "Systemic risk management in farming - geographic distribution and diversity." Future Drought Fund’s 2022 Science to Practice Forum. 07 - 08 Jun 2022 Australia.