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Bulletin of Geography. Physical Geography Series

Research on the factors contributing to flash floods in the Northern mountainous region of Vietnam: criteria, weights, and evaluation indexes
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Research on the factors contributing to flash floods in the Northern mountainous region of Vietnam: criteria, weights, and evaluation indexes

Authors

  • Huong Giang Pham https://orcid.org/0009-0007-2527-3952
  • Quoc Lap Kieu TNU - University of Sciences https://orcid.org/0000-0002-1496-9950

DOI:

https://doi.org/10.12775/bgeo-2025-0002

Keywords

Flash floods, factors, weights, mountainous region, basin

Abstract

Flash floods are one of the most severe natural disasters, particularly in the northern mountainous regions of Vietnam, where steep terrain and dense river and stream networks are prevalent. These flash floods cause significant loss of life and property, threatening the sustainable development of these areas. However, assessing and forecasting flash flood risks remains challenging due to the lack of specific scientific analysis methods. This study aims to systematically analyze both natural and anthropogenic factors contributing to flash flood risks and to develop a comprehensive, multi-criterion index system for assessing flash flood risk levels in the mountainous river basins of Northern Vietnam. By employing multi-criterion evaluation (MCE) and the Analytic Hierarchy Process (AHP), the study seeks to construct a scientifically robust framework for flash flood risk assessment tailored to the unique geographic and climatic conditions of the region. The study also developed a risk classification map for flash floods in five representative river basins, with areas of very high risk accounting for 20.06% of the study area. The research outcomes, including a risk classification map for representative river basins, are intended to enhance disaster risk management and sustainable development practices in the area.

References

ABDEL-FATTAH M, KANTOSH S, SABER M, SUMI T, 2016, Hydrological modelling of flash flood at wadi samail, Oman. Annuals of Disas, 59: 533–541

ABEDI R, COSTACHE R, SHAFIZADEH-MOGHADAM H, PHAM QB, 2022, Flash-flood susceptibility mapping based on XGBoost, random forest and boosted regression trees. Geocarto International, 37: 5479–5496

AKTER N, ISLAM M, KARIM M, MIAH M, RAHMAN M, 2022, Impact of Flash Floods On Agri-based Livelihoods In Sylhet Haor Basin. Annals of Bangladesh Agriculture, 26: 61–73

ALARIFI SS, ABDELKAREEM M, ABDALLA F, ALOTAIBI M, 2022, Flash Flood Hazard Mapping Using Remote Sensing and GIS Techniques in Southwestern Saudi Arabia. Sustainability (Switzerland), 14:

ÁMON G, BENE K, 2023, Rainfall duration and parameter sensitivity on flash-flood at a steep watershed. Pollack Periodica, 18: 54–59

ASRI UHM, MAHMUD MR, 2023, 44% of the flash flood in Klang Valley occurred coincidentally during the typhoon period: A review on 2015. IOP Conference Series: Earth and Environmental Science, 1135: 012016

ASSEMBLY EGUG, HS S, 2019, The use of Artificial Neural Networks with different sources of spatiotemporal information for flash flood predictions, 2019

BA LH, VAN NAM T, HUNG L, 2022a, Flash Floods in Vietnam: Causes, Impacts, and Solutions. Springer

BA LH, VAN NAM T, HUNG L, 2022b, Flash Floods in Vietnam: Causes, Impacts, and Solutions. Flash Floods in Vietnam: Causes, Impacts, and Solutions, 1–166

BASUMATARY J, ARORA M, 2024a, Flash Flood Assessment in Hilly Regions. Water (Switzerland), Vol. 13pp. 141–161

BASUMATARY S, SWARGIARY D, HUBBALLI R, 2024b, Prevention of Flash Floods in the Town of Kokrajhar Through Efficient Drainage Network Design. Holistic Approach to Environment, 14: 49–56

BIN L, YANG W, XU K, 2023, Driving Force Exploration for Flash Flood Based on Mann–Kendall Test and Geographical Detector: A Case Study of Hainan Island, China. Sustainability (Switzerland), 15:

BRÁZDIL R, FATUROVÁ D, MICHALKOVÁ MŠ, JAN Ř, CALETKA M, 2024, Spatiotemporal variability of flash floods and their human impacts in the Czech Republic during the 2001 – 2023 period

CAO Y, JIA H, XIONG J, CHENG W, LI K, PANG Q, YONG Z, 2020, Flash flood susceptibility assessment based on geodetector, certainty factor, and logistic regression analyses in fujian province, China. ISPRS International Journal of Geo-Information, 9: 748

CHAU TK, THANH NT, TOAN NT, 2021, Primarily results of a real-time flash flood warning system in Vietnam. Civil Engineering Journal (Iran), 7: 747–762

CHEN L, LI Q, XU Y, 2023a, Flash Flood Risk Assessment in the Context of Economic Change Scenarios. Weather, Climate, and Society, 15: 3–16

CHEN Y, ZHANG X, YANG K, ZENG S, HONG A, 2023b, Modeling rules of regional flash flood susceptibility prediction using different machine learning models. Frontiers in Earth Science, 11: 1–17

CHOWDHURY MS, 2024a, Flash flood susceptibility mapping of north-east depression of Bangladesh using different GIS based bivariate statistical models. Watershed Ecology and the Environment, 6: 26–40

CHOWDHURY S, 2024b, Flash Flood Susceptibility Mapping of North-east Depression of Bangladesh using Different GIS based Bivariate Statistical Models. Watershed Ecology and the Environment

COLLALTI D, SPENCER N, STROBL E, 2024, Flash flood detection via copula-based intensity-duration-frequency curves: Evidence from Jamaica. Natural Hazards and Earth System Sciences, 24: 873–890

COSTACHE M ȘTEFAN, 2023, Analysis of floods in the Cotmeana catchment based on statistical and geographic information systems (G.I.S.) methods. Risks and Catastrophes Journal, 32: 69–85

COSTACHE R, PHAM QB, SHARIFI E, LINH NTT, ABBA SI, VOJTEK M, VOJTEKOVÁ J, NHI PTT, KHOI DN, 2020, Flash-flood susceptibility assessment using multi-criteria decision making and machine learning supported by remote sensing and GIS techniques. Remote Sensing, 12:

COSTACHE R, ABDO HG, PRATAP MISHRA A, PAL SC, ISLAM ARMT, PANDE CB, ALMOHAMAD H, ABDULLAH AL DUGHAIRI A, ALBANAI JA, 2023, Using fuzzy and machine learning iterative optimized models to generate the flood susceptibility maps: case study of Prahova River basin, Romania. Geomatics, Natural Hazards and Risk, 14:

DINU C, DROBOT R, PRICOP C, BLIDARU TV, 2017, Flash-Flood Modelling With Artificial Neural. Mathematical Modelling in Civil Engineering, 13: 10–20

DU F, WANG W, DONG X, 2023, Survey Method BT - Chinese People’s Time Use and Their Quality of Life: Research Report of Chinese Time Use Survey. In: Du, F., W. Wang & X. Dong (eds.), . Springer Nature Singapore, Singapore, pp. 3–12

EBRO TJ, AMBAY J, ANTOLINO TJ, URSUA JR, BORLAN A, 2024, Flash Flood-Resilient House Design: A Step towards Climate Adaptation. European Modern Studies Journal, 8: 161–174

EL-RAWY M, ELSADEK WM, DE SMEDT F, 2022, Flash Flood Susceptibility Mapping in Sinai, Egypt Using Hydromorphic Data, Principal Component Analysis and Logistic Regression. Water (Switzerland), 14:

ELKHRACHY I, 2015, Flash Flood Hazard Mapping Using Satellite Images and GIS Tools: A case study of Najran City, Kingdom of Saudi Arabia (KSA). Egyptian Journal of Remote Sensing and Space Science, 18: 261–278

EVELPIDOU N, TZOUXANIOTI M, SPYROU E, PETROPOULOS A, KARKANI A, SAITIS G, MARGARITIS M, 2022, GIS-Based Assessment of Fire Effects on Flash Flood Hazard: The Case of the Summer 2021 Forest Fires in Greece. GeoHazards, 4: 1–22

GEORGAKAKOS KP, MODRICK TM, SHAMIR E, CAMPBELL R, CHENG Z, JUBACH R, SPERFSLAGE JA, SPENCER CR, BANKS R, 2022, The Flash Flood Guidance System Implementation Worldwide: A Successful Multidecadal Research-to-Operations Effort. Bulletin of the American Meteorological Society, 103: E665–E679

GODET J, PAYRASTRE O, JAVELLE P, BOUTTIER F, 2023, Assessing the ability of a new seamless short-range ensemble rainfall product to anticipate flash floods in the French Mediterranean area. Natural Hazards and Earth System Sciences, 23: 3355–3377

HABIBI A, DELAVAR MR, SADEGHIAN MS, NAZARI B, PIRASTEH S, 2023, A hybrid of ensemble machine learning models with RFE and Boruta wrapper-based algorithms for flash flood susceptibility assessment. International Journal of Applied Earth Observation and Geoinformation, 122: 103401

HANDINI DR, HIDAYAH E, HALIK G, 2021, Flash Flood Susceptibility Mapping at Andungbiru Watershed, East Java Using AHP-Information Weighted Method. Geosfera Indonesia, 6: 127

HIDAYAH E, HALIK G, WIDIARTI WY, 2023, Assessment of the Conditioning Factor for Flash Flood Susceptibility Potential Based on Bivariate Statistical Approach in the Wonoboyo Watershed in East Java, Indonesia. Lecture Notes in Civil Engineering, 225: 553–573

INTERNATIONAL TH, ON C, SCIENCES E, WORLD C, BOOK P, (n.d.) 12th international congress on social, humanities, administrative, and educational sciences in a changing world | proceedings book, 33–38

JOVANOVIĆ D, 2023, Application of the Flash Flood Potential Index in torrential floods risk assessment (FFPI): A case study of Svilajnac municipality. Zbornik radova - Geografski fakultet Univerziteta u Beogradu, 65–78

KIEU QL, 2021, Flash Flood Hazard Mapping Using Satellite Images and Gis Integration Method: a Case Study of Lai Chau Province, Vietnam. Geographia Technica, 16: 105–115

KIEU QL, TRAN D VAN, 2021, Application of geospatial technologies in constructing a flash flood warning model in northern mountainous regions of Vietnam: a case study at TrinhTuong commune, Bat Xat district, LaoCai province. Bulletin of Geography, Physical Geography Series, 20: 31–43

KOTECHA MJ, TRIPATHI G, SINGH SK, KANGA S, MERAJ G, SAJAN B, RAI PK, 2023, GIS-Based Novel Ensemble MCDM-AHP Modeling for Flash Flood Susceptibility Mapping of Luni River Basin, Rajasthan

LAI TW, OO ZL, MOE A, 2019, Real Time Water Level Monitoring for Early Warning System of Flash Floods Using Internet of Things (IoT). Academia.Edu

LAMICHHANE S, JOSHI KP, REGMI AR, BHATTARAI D, 2023, A Geospatial Analysis

LAUDAN J, ZÖLLER G, THIEKEN AH, 2020, Flash floods versus river floods-a comparison of psychological impacts and implications for precautionary behaviour. Natural Hazards and Earth System Sciences, 20: 999–1023

LI H, ZHANG J, YU G, YU J, LI Q, CHI Y, ZHANG X, 2024a, Research on Regional Early Warning of Flash Flood Disasters in Small Watershed Based on Multi-source Early Warning Data Fusion. Advances in Computer and Engineering Technology Research, 1: 406

LI Q, LI Y, ZHAO L, ZHANG Z, WANG Y, MA M, 2024b, Comprehensive Risk Assessment Framework for Flash Floods in China. Water (Switzerland), 16: 1–16

LIU Y, HUANG Y, WAN J, YANG Z, ZHANG X, 2021, Analysis of human activity impact on flash floods in China from 1950 to 2015. Sustainability (Switzerland), 13: 1–12

LUU C, HA H, BUI QD, LUONG ND, KHUC DT, VU H, NGUYEN DQ, 2023, Flash flood and landslide susceptibility analysis for a mountainous roadway in Vietnam using spatial modeling. Quaternary Science Advances, 11: 100083

MAJEED M, LU L, ANWAR MM, TARIQ A, QIN S, EL-HEFNAWY ME, EL-SHARNOUBY M, LI Q, ALASMARI A, 2023, Prediction of flash flood susceptibility using integrating analytic hierarchy process (AHP) and frequency ratio (FR) algorithms. Frontiers in Environmental Science, 10:

MALIK F, KHAN AN, RAHMAN AU, IQBAL S, NAWAZ MA, 2023, Extent and Evaluation of Factors Causing Flash Floods in Watalai Khwar, District Bajaur, Pakistan. CARC Research in Social Sciences, 2:

MANSOUR M, NASR M, FUJII M, YOSHIMURA C, MANSOUR MM, IBRAHIM MG, 2022, Identification of a Practical Method and a Set of Morphometric Parameters for Flash Flood Potential Prioritization

MARCHI L, BORGA M, PRECISO E, GAUME E, 2010, Characterisation of selected extreme flash floods in Europe and implications for flood risk management. Journal of Hydrology, 394: 118–133

MASOUD MHZ, BASAHI JM, ALQARAWY A, SCHNEIDER M, RAJMOHAN N, NIYAZI BAM, KARTHIKEYAN B, 2024, Flash flood prediction in Southwest Saudi Arabia using GIS technique and surface water models. Applied Water Science, 14:

MEASURES C, STUDY AC, 2023, Impacts of Flash Flood Events on Community Well-Being and Flash Flood Control Measures: a Case Study of Yan, Kedah, Malaysia. Journal of Southwest Jiaotong University, 58:

MECHENTEL E, 2024, Flash ood risk mapping using Analytic Hierarchy Process and machine learning : case of Souk-Ahras City , Northeastern Algeria

MEYER J, NEUPER M, MATHIAS L, ZEHE E, PFISTER L, 2022, Atmospheric conditions favouring extreme precipitation and flash floods in temperate regions of Europe. Hydrology and Earth System Sciences, 26: 6163–6183

NAGAMANI K, MISHRA AK, MEER MS, DAS J, 2024, Understanding flash flooding in the Himalayan Region: a case study. Scientific Reports, 14: 1–17

NGO HTT, DAM ND, BUI QAT, AL-ANSARI N, COSTACHE R, HA H, BUI QD, MAI SH, PRAKASH I, PHAM BT, 2023a, Prediction of Flash Flood Susceptibility of Hilly Terrain Using Deep Neural Network: A Case Study of Vietnam. CMES - Computer Modeling in Engineering and Sciences, 135: 2219–2241

NGO HTT, DAM ND, BUI QAT, AL-ANSARI N, COSTACHE R DUMITRU, HA H, BUI QD, MAI SH, PRAKASH I, PHAM BT, 2023b, Prediction of Flash Flood Susceptibility of Hilly Terrain Using Deep Neural Network: A Case Study of Vietnam. CMES - Computer Modeling in Engineering and Sciences, 135: 2219–2241

NGO TTH, VU BT, NGUYEN TK, 2020, Early Warning Systems for Flash Floods and Debris Flows in Vietnam: A Review. Lecture Notes in Civil Engineering, 62: 1233–1240

NGUYEN, DIEU TRINH; KIEU QL, 2021, Application of 3S technology in disaster risk research in the northern mountainous region of Vietnam. Geographia Technica, 11: 39–50

NGUYEN HQ, DEGENER J, KAPPAS M, 2015, Flash flood prediction by coupling KINEROS2 and HEC-RAS models for tropical regions of Northern Vietnam. Hydrology, 2: 242–265

PAPAGIANNAKI K, LAGOUVARDOS K, KOTRONI V, BEZES A, 2015, Flash flood occurrence and relation to the rainfall hazard in a highly urbanized area. Natural Hazards and Earth System Sciences, 15: 1859–1871

POPA MC, SIMION AG, PEPTENATU D, DIMA C, DRAGHICI CC, FLORESCU M, DOBREA CR, DIACONU DC, 2020, Spatial assessment of flash‐flood vulnerability in the Moldova river catchment (N Romania) using the FFPI. Journal of Flood Risk Management, 13: e12624

PRAKASH C, BARTHWAL A, ACHARYA D, 2023, FLOODWALL: A Real-Time Flash Flood Monitoring and Forecasting System Using IoT. IEEE Sensors Journal, 23: 787–799

PU R, GONG P, TIAN Y, MIAO X, CARRUTHERS RI, ANDERSON GL, 2008, Using classification and NDVI differencing methods for monitoring sparse vegetation coverage: A case study of saltcedar in Nevada, USA. International Journal of Remote Sensing, 29: 3987–4011

PUBLISHER S, 2024, General Statistics Office of Vietnam

QIE J, QIE Y, 2021, Advances in flash flood research based on dendrogeomorpholog. Journal of Geography and Cartography, 4: 50–61

RAHARDJO AP, SUJONO J, 2023, Flood monitoring and community based flash flood warning system for Nasiri River, West Seram, Maluku. Australian Journal of Water Resources, 27: 173–190

REMINI B, 2023, Flash Floods in Algeria. Larhyss Journal, 2023: 267–307

SˇPITALAR M, GOURLEY JJ, LUTOFF C, KIRSTETTER PE, BRILLY M, CARR N, 2014, Analysis of flash flood parameters and human impacts in the US from 2006 to 2012. Journal of Hydrology, 519: 863–870

SAATY TL, 1987, How to handle dependence with the analytic hierarchy process. Mathematical Modelling, 9: 369–376

SADKOU S, ARTIGUE G, FRÉALLE N, AYRAL PA, PISTRE S, SAUVAGNARGUES S, JOHANNET A, 2024, A review of flash-floods management: From hydrological modeling to crisis management. Journal of Flood Risk Management, 1–24

SAHA P, MITRA R, DAS J, MANDAL DK, 2024, Urban Flash flood prediction modelling using probabilistic and statistical approaches. Results in Earth Sciences, 100032

SALEH A, SABTU N, BUNMI MR, 2022, Flash Flood Susceptibility Mapping in Sungai Pinang catchment using Weight of Evidence. IOP Conference Series: Earth and Environmental Science, 1091: 0–10

SALIH A, HASSABLLA A, 2024, Flash Flood Risk Assessment in the Asir Region, Southwestern Saudi Arabia, Using a Physically-Based Distributed Hydrological Model and GPM IMERG Satellite Rainfall Data. Atmosphere, 15: 624

SAPAN EGA, SANTOSA BH, RIDWANSYAH I, FAKHRUDIN M, PRAVITASARI AE, NOVIANTI R, WARDHANI FA, ABDIYANI S, ADHYANI NL, SETIAWAN AM, 2023, Understanding Flash Floods in Hilly Tropical Watersheds: A Trigger Factor Analysis. IOP Conference Series: Earth and Environmental Science, 1266: 012046

SEMIE AG, DIRO GT, DEMISSIE T, YIGEZU YM, HAILU B, 2023, Towards Improved Flash Flood Forecasting over Dire Dawa, Ethiopia Using WRF-Hydro. Water (Switzerland), 15:

SHAWAQFAH M, ALMOMANI F, KHATATBEH A, 2020, Mapping flash flood potential and risk level using GIS techniques and the flash flood potential index (FFPI) in Amman Zarqa Basin of Jordan. Jordanian J Eng Chem Ind (JJECI), 3: 81–90

SHAWKY M, HASSAN QK, 2023, Geospatial Modeling Based-Multi-Criteria Decision-Making for Flash Flood Susceptibility Zonation in an Arid Area. Remote Sensing, 15:

SINGH G, PANDEY A, 2021, Spatial Prediction of Flash Floods using Susceptibility Modeling and Geospatial Technology : A Review Spatial Prediction of Flash Floods using Susceptibility Modeling and Geospatial Technology : Journal of Geomatics, 15: 209–220

SOLÁR J, PITOŇÁKOVÁ T, POGÁNYOVÁ A, 2024, Changes in physicochemical parameters of the alpine/mountain stream influenced by summer flash flood in Tatra Mountains (Western Carpathians). Environmental Monitoring and Assessment, 196:

ŠPITALAR M, GOURLEY JJ, LUTOFF C, KIRSTETTER PE, BRILLY M, CARR N, 2014, Analysis of flash flood parameters and human impacts in the US from 2006 to 2012. Journal of hydrology, 519: 863–870

SUWANNACHAI L, SRIWORAMAS K, SIVANPHENG O, KANGRANG A, 2024, Application of SWAT Model for Assessment of Surface Runoff in Flash Flood Areas. Water (Switzerland), 16:

TARIQ A, YAN J, GHAFFAR B, QIN S, MOUSA BG, SHARIFI A, HUQ ME, ASLAM M, 2022, Flash Flood Susceptibility Assessment and Zonation by Integrating Analytic Hierarchy Process and Frequency Ratio Model with Diverse Spatial Data. Water (Switzerland), 14:

THANH THI PHAM N, NONG D, RAGHAVAN SATHYAN A, GARSCHAGEN M, 2020, Vulnerability assessment of households to flash floods and landslides in the poor upland regions of Vietnam. Climate Risk Management, 28: 100215

THAO VB, HUONG NTT, 2022, Assessing the morphological characteristics of stream basins on the formation of flash floods in the mountainous region of Northern Vietnam. Journal of irrigation science and technology, 70: 1–16

TROŠELJ J, NAYAK S, HOBOHM L, TAKEMI T, 2023, Real-time flash flood forecasting approach for development of early warning systems: integrated hydrological and meteorological application. Geomatics, Natural Hazards and Risk, 14:

TUC ND, PHA PD, HUYEN NX, 2015, The current situation of flash flood hazard in Tay Nguyen region. Vietnam Journal of Earth Sciences, 37:

VAN HOANG T, CHOU TY, NGUYEN NT, FANG YM, YEH ML, NGUYEN QH, NGUYEN XL, 2019, A robust early warning system for preventing flash floods in mountainous area in Vietnam. ISPRS International Journal of Geo-Information, 8: 1–14

VASILE DM, POPA MC, TOMA F, DIACONU DC, DIACONU DC, 2021, Flash Flood Assessment Using GIS and the Frequency Ratio Bivariate Statistical Model – Case Study, Codlea, Romania, 64–74

VU, BA THAO; BUI XV, 2023, Analysis of flash flood generation characteristics in Muong Xen, Vietnam. Journal of Irrigation Science and Technology, 08: 101–112

VU TB, 2022, Assessment on characterictics of drainage basin morphology on forming debris flows... Ministry of Science and Technology, Vietnam

WANG H, 2017, Sensitivity Analysis of Mountain Flash Flood Risk : Case of Licheng County in China

WANG N, LOMBARDO L, TONINI M, CHENG W, GUO L, XIONG J, 2021, Spatiotemporal clustering of flash floods in a changing climate (China, 1950-2015). Natural Hazards and Earth System Sciences, 21: 2109–2124

WANG X, GOURBESVILLE P, LIU C, 2023, Flash Floods: Forecasting, Monitoring and Mitigation Strategies. Water (Switzerland), 15:

WANG Y, LIU R, GUO L, TIAN J, ZHANG X, DING L, WANG C, SHANG Y, 2017, Forecasting and providing warnings of flash floods for ungauged mountainous areas based on a distributed hydrological model. Water (Switzerland), 9:

WARDHANI FA, PRAVITASARI AE, RIDWANSYAH I, 2022, Flash flood assessment at Upper Cisadane Watershed using land use/land cover and morphometric factors. IOP Conference Series: Earth and Environmental Science, 1109:

WIJESINGHE DC, 2023, A Geospatial Model to Assess Urban Flash Flood Vulnerability in Ratnapura District , Sri Lanka CamScanner

XIONG J, LI J, CHENG W, WANG N, GUO L, 2019, A GIS-based support vector machine model for flash flood vulnerability assessment and mapping in China. ISPRS International Journal of Geo-Information, 8:

YADAV P, KUMAR S, 2023, Causes, Impacts & Mitigation Measures for Flash Floods in Indian Himalayan Region. Interantional Journal of Scientific Research in Engineering and Management, 07:

YANG C, 2024, Original Paper Application and Assessment of GIS Technology in Flash Flood Risk Management, 9: 26–34

YASSIN NAM, ADNAN NA, SADEK ESSM, 2023, Analysis of Flash Flood Potential Index (FFPI) and scenarios assessment in Shah Alam using GIS approach. Planning Malaysia, 21:

ZHAO G, LIU R, YANG M, TU T, MA M, HONG Y, WANG X, 2022, Large-scale flash flood warning in China using deep learning. Journal of Hydrology, 604:

ZHAO H, WANG H, ZHANG Y, ZHAO R, QI Z, ZHANG H, 2024, Flash Flood Simulation for Hilly Reservoirs Considering Upstream Reservoirs—A Case Study of Moushan Reservoir. Sustainability, 16: 5001

ZHONG M, JIANG T, LI K, LU Q, WANG J, ZHU J, 2020, Multiple environmental factors analysis of flash flood risk in Upper Hanjiang River, southern China. Environmental Science and Pollution Research, 27: 37218–37228

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2025-04-28

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PHAM, Huong Giang and KIEU, Quoc Lap. Research on the factors contributing to flash floods in the Northern mountainous region of Vietnam: criteria, weights, and evaluation indexes. Bulletin of Geography. Physical Geography Series. Online. 28 April 2025. No. 28, pp. 17-31. [Accessed 28 June 2025]. DOI 10.12775/bgeo-2025-0002.
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