Natural Hazards

Article	Citations
Applications of artificial intelligence for disaster management	140
Flood exposure and social vulnerability in the United States	135
A novel displacement prediction method using gated recurrent unit model with time series analysis in the Erdaohe landslide	130
Urbanization impacts on flood risks based on urban growth data and coupled flood models	118
Landslide hazard assessment based on Bayesian optimization–support vector machine in Nanping City, China	74
Soil erosion potential hotspot zone identification using machine learning and statistical approaches in eastern India	74
Assessing drought in the drylands of northeast Brazil under regional warming exceeding 4 °C	73
Machine learning and landslide studies: recent advances and applications	71
Application of probabilistic method in maximum tsunami height prediction considering stochastic seabed topography	69
A novel dynamic predictive method of water inrush from coal floor based on gated recurrent unit model	67
Livelihood resilience and strategies of rural residents of earthquake-threatened areas in Sichuan Province, China	66
Flood susceptibility prediction using four machine learning techniques and comparison of their performance at Wadi Qena Basin, Egypt	61
A review on applications of urban flood models in flood mitigation strategies	61
Multi-geohazards susceptibility mapping based on machine learning—a case study in Jiuzhaigou, China	58
A simple Monte Carlo method for estimating the chance of a cyclone impact	58
Stability prediction of Himalayan residual soil slope using artificial neural network	58
Zoning map for drought prediction using integrated machine learning models with a nomadic people optimization algorithm	55
Spatial assessment of drought disasters, vulnerability, severity and water shortages: a potential drought disaster mitigation strategy	54
Short-term rockburst risk prediction using ensemble learning methods	53
A review of the research into the relations between hazards in multi-hazard risk analysis	52
The adoption of ELM to the prediction of soil liquefaction based on CPT	52
Cryosphere hazards in Ladakh: the 2014 Gya glacial lake outburst flood and its implications for risk assessment	50
Torrential rainfall-induced landslide susceptibility assessment using machine learning and statistical methods of eastern Himalaya	49
Community resilience and resident's disaster preparedness: evidence from China's earthquake-stricken areas	47
A spatiotemporal analysis of urban resilience to the COVID-19 pandemic in the Yangtze River Delta	47

Effect of temperature on physical, mechanical and acoustic emission properties of Beishan granite, Gansu Province, China	47
Comparing classical statistic and machine learning models in landslide susceptibility mapping in Ardanuc (Artvin), Turkey	45
GIS-based forest fire susceptibility modeling in Pauri Garhwal, India: a comparative assessment of frequency ratio, analytic hierarchy process and fuzzy modeling techniques	45
Can we detect trends in natural disaster management with artificial intelligence? A review of modeling practices	44
Investigation on the effect of inclined crest step pool on scouring protection in erodible river beds	44
Comparison of different methodologies for rainfall–runoff modeling: machine learning vs conceptual approach	43
Impacts of earthquake knowledge and risk perception on earthquake preparedness of rural residents	43
Flood forecasting based on an artificial neural network scheme	43
Rapid forecasting of urban flood inundation using multiple machine learning models	41
Assessing cyclone disturbances (1988–2016) in the Sundarbans mangrove forests using Landsat and Google Earth Engine	41
Urban flood hazard mapping using machine learning models: GARP, RF, MaxEnt and NB	40
Integrated natural disasters urban resilience evaluation: the case of China	40
Mapping the susceptibility to landslides based on the deep belief network: a case study in Sichuan Province, China	40
Misinformation debunking and cross-platform information sharing through Twitter during Hurricanes Harvey and Irma: a case study on shelters and ID checks	40
Building damage annotation on post-hurricane satellite imagery based on convolutional neural networks	40
Influence of human activity on landslide susceptibility development in the Three Gorges area	40
Information credibility, disaster risk perception and evacuation willingness of rural households in China	39
Karst geology and mitigation measures for hazards during metro system construction in Wuhan, China	38
Drought disaster monitoring and land use dynamics: identification of drought drivers using regression-based algorithms	37
Wildfire impacts on schools and hospitals following the 2018 California Camp Fire	37
Ensemble fuzzy MCDM for spatial assessment of flood susceptibility in Ibadan, Nigeria	36
Soil erosion assessment using earth observation data in a trans-boundary river basin	36
The impact of extreme weather events on water quality: international evidence	36
Development of drought hazard index for vulnerability assessment in Pakistan	36
Assessing drought conditions through temporal pattern, spatial characteristic and operational accuracy indicated by SPI and SPEI: case analysis for Peninsular Malaysia	35
Google Earth Engine for concurrent flood monitoring in the lower basin of Indo-Gangetic-Brahmaputra plains	35
Numerical investigation of the recent Chenhecun landslide (Gansu, China) using the discrete element method	35
Best optimizer selection for predicting bushfire occurrences using deep learning	35
Bibliometric analysis of the scientific production on coastal communities’ social vulnerability to climate change and to the impact of extreme events	35
Comparative performance of new hybrid ANFIS models in landslide susceptibility mapping	35
Deduction of sudden rainstorm scenarios: integrating decision makers' emotions, dynamic Bayesian network and DS evidence theory	35
Research on the urban resilience evaluation with hybrid multiple attribute TOPSIS method: an example in China	34
Dramatic decline of Arctic sea ice linked to global warming	34
An urban system perspective on urban flood resilience using SEM: evidence from Nanjing city, China	34
Performance evaluation of ensemble learning techniques for landslide susceptibility mapping at the Jinping county, Southwest China	33
Social capital, trust, and collective action in post-earthquake Nepal	33
Emergency response process for sudden rainstorm and flooding: scenario deduction and Bayesian network analysis using evidence theory and knowledge meta-theory	33
Research on displacement prediction of step-type landslide under the influence of various environmental factors based on intelligent WCA-ELM in the Three Gorges Reservoir area	33
Landslide susceptibility zonation using statistical and machine learning approaches in Northern Lecco, Italy	33
Evolving a total-evaluation map of flash flood hazard for hydro-prioritization based on geohydromorphometric parameters and GIS–RS manner in Al-Hussain river basin, Tartous, Syria	33
Spatio‐temporal trend analysis of drought in the GAP Region, Turkey	32
Flood risk perception and its determinants among rural households in two communities in Khyber Pakhtunkhwa, Pakistan	32
Impacts of the carbon emission trading system on China’s carbon emission peak: a new data-driven approach	32
Environmental rethinking of wastewater drains to manage environmental pollution and alleviate water scarcity	32
Analysis of dry and wet climate characteristics at Uttarakhand (India) using effective drought index	32
Assessing storm surge impacts on coastal inundation due to climate change: case studies of Baltimore and Dorchester County in Maryland	31
Analysis of the probability matrix model for the seismic damage vulnerability of empirical structures	31
Flood risk index in data-scarce river basins using the AHP and GIS approach	31
A novel agent-based model for tsunami evacuation simulation and risk assessment	30
Drought monitoring in Yunnan Province based on a TRMM precipitation product	30

Comparison of new individual and hybrid machine learning algorithms for modeling and mapping fire hazard: a supplementary analysis of fire hazard in different counties of Golestan Province in Iran	30
Estimating the expansion of urban areas and urban heat islands (UHI) in Ghana: a case study	29
Networks in disaster emergency management: a systematic review	29
Analytic hierarchy process applied to landslide susceptibility mapping of the North Branch of Argentino Lake, Argentina	29
Testing UAV-derived topography for hydraulic modelling in a tropical environment	29
Special issue on the global perspective on meteotsunami science: editorial	29
Assessment of potential risks induced by increasing extreme precipitation under climate change	29
Learning from the tropical cyclones that ravaged Zimbabwe: policy implications for effective disaster preparedness	29
Flood disaster preparedness: experience and attitude of rural residents in Sichuan, China	29
Flash flood susceptibility prediction mapping for a road network using hybrid machine learning models	28
Community perception, response and adaptation strategies towards flood risk in a traditional African city	28
Understanding the culture of natural disaster preparedness: exploring the effect of experience and sociodemographic predictors	28
Triggering factors and threshold analysis of baishuihe landslide based on the data mining methods	28
The meteorological tsunami of 1 November 2010 in the southern Strait of Georgia: a case study	28
UAV-borne, LiDAR-based elevation modelling: a method for improving local-scale urban flood risk assessment	28
Climate warming and permafrost thaw in the Russian Arctic: potential economic impacts on public infrastructure by 2050	28
Statistical analysis of methane explosions in Turkey’s underground coal mines and some recommendations for the prevention of these accidents: 2010–2017	28
Buildings Damages after Elazığ, Turkey Earthquake on January 24, 2020	28
Evaluation of deep learning algorithm for inflow forecasting: a case study of Durian Tunggal Reservoir, Peninsular Malaysia	28
Prediction of safety factors for slope stability: comparison of machine learning techniques	28
Hazard zonation mapping of earthquake-induced secondary effects using spatial multi-criteria analysis	28
Copula-based multivariate standardized drought index (MSDI) and length, severity, and frequency of hydrological drought in the Upper Sakarya Basin, Turkey	27
A review of emergency response in disasters: present and future perspectives	27
Susceptibility assessment for rainfall-induced landslides using a revised logistic regression method	27
Seismic settlement of a strip foundation resting on a dry sand	27
Digital twin-driven intelligence disaster prevention and mitigation for infrastructure: advances, challenges, and opportunities	27
Potential flood risk due to urbanization expansion in arid environments, Saudi Arabia	27
Multi-hazard climate risk projections for the United States	27
Could road constructions be more hazardous than an earthquake in terms of mass movement?	27
Evaluating the impact of climate change in threshold values of thermodynamic indices during pre-monsoon thunderstorm season over Eastern India	27
Accounting for uncertainty in real-time flood inundation mapping using HAND model: Iowa case study	27
Landslide susceptibility assessment and mapping using state-of-the art machine learning techniques	27
A hybrid framework integrating physical model and convolutional neural network for regional landslide susceptibility mapping	26
Differential effects of voluntary environmental programs and mandatory regulations on corporate green innovation	26
Assessment of provincial waterlogging risk based on entropy weight TOPSIS–PCA method	26
Bagging-based machine learning algorithms for landslide susceptibility modeling	26
Spatial–temporal changes in meteorological and agricultural droughts in Northeast China: change patterns, response relationships and causes	26
A multifractal cross-correlation investigation into sensitivity and dependence of meteorological and hydrological droughts on precipitation and temperature	26
Study on the creep behaviours and the improved Burgers model of a loess landslide considering matric suction	26
Combined hazard of typhoon-generated meteorological tsunamis and storm surges along the coast of Japan	26
Turbulence of tropical cyclone ‘Fani’ in the Bay of Bengal and Indian subcontinent	25
Effect of land use land cover changes on land surface temperature during 1984–2020: a case study of Baghdad city using landsat image	25
Multi-risk analysis on European cultural and natural UNESCO heritage sites	25
Financing for sustainability: Empirical analysis of green bond premium and issuer heterogeneity	25
Landslide hazard assessment of rainfall-induced landslide based on the CF-SINMAP model: a case study from Wuling Mountain in Hunan Province, China	25
Identification of flash-floods-prone river reaches in Beas river basin using GIS-based multi-criteria technique: validation using field and satellite observations	25
Field reconnaissance on seismic performance of RC buildings after the January 24, 2020 Elazığ-Sivrice earthquake	25
Effects of seepage on a three-layered slope and its stability analysis under rainfall conditions	25
Multi-timescale drought prediction using new hybrid artificial neural network models	25
Mamdani fuzzy inference systems and artificial neural networks for landslide susceptibility mapping	24
Newspapers as a validation proxy for GIS modeling in Fujairah, United Arab Emirates: identifying flood-prone areas	24
Study of shaking table test of seismic subsidence loess landslides induced by the coupling effect of earthquakes and rainfall	24
A review of landslides related to the 2005 Kashmir Earthquake: implication and future challenges	24
An optimal sample selection-based logistic regression model of slope physical resistance against rainfall-induced landslide	24
Comparative study of very short-term flood forecasting using physics-based numerical model and data-driven prediction model	24
Evolution and analysis of urban resilience and its influencing factors: a case study of Jiangsu Province, China	24
From single- to multi-hazard vulnerability and risk in Historic Urban Areas: a literature review	24
Landslide detection using visualization techniques for deep convolutional neural network models	24
Scraping social media data for disaster communication: how the pattern of Twitter users affects disasters in Asia and the Pacific	24
Comparative analysis of multiple conventional neural networks for landslide susceptibility mapping	23
Estimation of rainfall threshold for the early warning of shallow landslides along National Highway-10 in Darjeeling Himalayas	23
Rainfall-induced landslide susceptibility mapping using machine learning algorithms and comparison of their performance in Hilly area of Fujian Province, China	23
Evaluation of parametric wind models for more accurate modeling of storm surge: a case study of Hurricane Michael	23
GIS-based landslide susceptibility mapping using hybrid MCDM models	23
Numerical study of the triggering mechanism of the 2018 Anak Krakatau tsunami: eruption or collapsed landslide?	23
Evaluation of drought events in various climatic conditions using data-driven models and a reliability-based probabilistic model	23
A big landslide on the Jinsha River, Tibet, China: geometric characteristics, causes, and future stability	23
Investigation of internal force of anti-slide pile on landslides considering the actual distribution of soil resistance acting on anti-slide piles	23
Evaluating the stability of Outang landslide in the Three Gorges Reservoir area considering the mechanical behavior with large deformation of the slip zone	23
Evaluation of the prediction capability of AHP and F-AHP methods in flood susceptibility mapping of Ernakulam district (India)	22
India flood inventory: creation of a multi-source national geospatial database to facilitate comprehensive flood research	22
Spatiotemporal meteorological drought assessment in a humid Mediterranean region: case study of the Oued Sebaou basin (northern central Algeria)	22
Assessment of regional drought vulnerability and risk using principal component analysis and a Gaussian mixture model	22
Landslide susceptibility mapping of Gdynia using geographic information system-based statistical models	22
Comprehensive evaluation of urban flood-bearing risks based on combined compound fuzzy matter-element and entropy weight model	22
Projected changes in meteorological drought over East Africa inferred from bias-adjusted CMIP6 models	22
Climate change impact on extreme precipitation and peak flood magnitude and frequency: observations from CMIP6 and hydrological models	22
Initiation mechanism of mudflow-like loess landslide induced by the combined effect of earthquakes and rainfall	22
A review of flood damage analysis for a building structure and contents	22
Empirical assessment of rockfall and debris flow risk along the Karakoram Highway, Pakistan	21

Perceptions about climate change among university students in Bangladesh	21
Spatial–temporal analysis of the shoreline change rate using automatic computation and geospatial tools along the Tetouan coast in Morocco	21
Long-term flood risk assessment of watersheds under climate change based on the game cross-efficiency DEA	21
The influences of the spatial extent selection for non-landslide samples on statistical-based landslide susceptibility modelling: a case study of Anhui Province in China	21
The risk assessment of landslide hazards in Shiwangmiao based on intuitionistic fuzzy sets-Topsis model	21
The eruption in Fagradalsfjall (2021, Iceland): how the operational monitoring and the volcanic hazard assessment contributed to its safe access	21
Social media information sharing for natural disaster response	21
Quantitative assessment of check dam system impacts on catchment flood characteristics – a case in hilly and gully area of the Loess Plateau, China	21
Influence of surface roughness on shear behaviors of rock joints under constant normal load and stiffness boundary conditions	21
Assessment of landslide susceptibility and risk factors in China	21
Empirical seismic fragility models for Nepalese school buildings	21
GIS-based ensemble modelling of fuzzy system and bivariate statistics as a tool to improve the accuracy of landslide susceptibility mapping	21
Predicting and analyzing flood susceptibility using boosting-based ensemble machine learning algorithms with SHapley Additive exPlanations	21
Experimental investigation on synergetic prediction of rockburst using the dominant-frequency entropy of acoustic emission	20
A coupled wave, tide and storm surge operational forecasting system for South Africa: validation and physical description	20
Chemical weathering and gully erosion causing land degradation in a complex river basin of Eastern India: an integrated field, analytical and artificial intelligence approach	20
Quantified landslide hazard assessment based on finite element slope stability analysis for Uttarkashi–Gangnani Highway in Indian Himalayas	20
Disaster risk reduction activities as learning	20
Homogeneity and trend analysis of rainfall and droughts over Southeast Australia	20
Flood vulnerability and its influencing factors	20
Earthquake-induced landslide prediction using back-propagation type artificial neural network: case study in northern Iran	20
Effects of human activities on hydrological drought patterns in the Yangtze River Basin, China	20
Seismic hazard analysis and local site effect of the 2017 Mw 7.3 Sarpol-e Zahab, Iran, earthquake	20
Evolution trend of the Huangyanwo rock mass under the action of reservoir water fluctuation	20
Seismic source modeling and probabilistic seismic hazard analysis for Bangladesh	20
Modelling intra-dependencies to assess road network resilience to natural hazards	20
Evaluation of the similarity between drought indices by correlation analysis and Cohen's Kappa test in a Mediterranean area	20
Risk evaluation of dam-break environmental impacts based on the set pair analysis and cloud model	20
Spatial distribution and estimation of rainfall trends and erosivity in the Epitácio Pessoa reservoir catchment, Paraíba, Brazil	20
Performance evaluation of regional climate model simulations at different spatial and temporal scales over the complex orography area of the Alpine region	20
A probabilistic approach to estimating residential losses from different flood types	20
An empirical model for fatality estimation of earthquakes in Iran	20
The influence of land use/land cover variability and rainfall intensity in triggering landslides: a back-analysis study via physically based models	19
An ensemble random forest tree with SVM, ANN, NBT, and LMT for landslide susceptibility mapping in the Rangit River watershed, India	19
Research on subway shield tunnel induced by local water immersion of collapsible loess	19
Investigating the flood damages in Lower Indus Basin since 2000: Spatiotemporal analyses of the major flood events	19
Characterizing cross-sectional morphology and channel inefficiency of lower Bhagirathi River, India, in post-Farakka barrage condition	19
Exposure to Hurricane Harvey flooding for subsidized housing residents of Harris County, Texas	19
Producing forest fire susceptibility map via multi-criteria decision analysis and frequency ratio methods	19
Sensitivity analysis of parameters influencing the ice–seabed interaction in sand by using extreme learning machine	19
Assessment of susceptibility to landslides through geographic information systems and the logistic regression model	19
Hindcast of pluvial, fluvial, and coastal flood damage in Houston, Texas during Hurricane Harvey (2017) using SFINCS	19
Building the COVID-19 Collaborative Emergency Network: a case study of COVID-19 outbreak in Hubei Province, China	19
Analyzing the occurrence of floods and droughts in connection with climate change in Punjab province, Pakistan	19
The study on loess liquefaction in China: a systematic review	19
Investigating the effects of land use change on flood hydrograph using HEC-HMS hydrologic model (case study: Ekbatan Dam)	18
Geochemical assessment of groundwater in a desertic region of India using chemometric analysis and entropy water quality index (EWQI)	18
An improved rainfall-threshold approach for robust prediction and warning of flood and flash flood hazards	18
Spatial and temporal characterization of standard duration-maximum precipitation over Black Sea Region in Turkey	18
Contribution of remote sensing and GIS to mapping the fire risk of Mediterranean forest case of the forest massif of Tlemcen (North-West Algeria)	18
Spatial correlation of China’s agricultural greenhouse gas emissions: a technology spillover perspective	18
Adsorption of Congo red and crystal violet dyes onto cellulose extracted from Egyptian water hyacinth	18
Understanding risk perception from floods: a case study from China	18
Deep insight into daily runoff forecasting based on a CNN-LSTM model	18
Flood vulnerability assessment using the triangular fuzzy number-based analytic hierarchy process and support vector machine model for the Belt and Road region	18
Drought prediction using in situ and remote sensing products with SVM over the Xiang River Basin, China	18
Multi-objective feature selection (MOFS) algorithms for prediction of liquefaction susceptibility of soil based on in situ test methods	18
A critical review on landslide susceptibility zonation: recent trends, techniques, and practices in Indian Himalaya	18
The effectiveness of evacuation signs in buildings based on eye tracking experiment	18
Flood risk mapping and crop-water loss modeling using water footprint analysis in agricultural watershed, northern Iran	18
Early detection of emergency events from social media: a new text clustering approach	18
Exploring the impact of epistemic uncertainty on a regional probabilistic seismic risk assessment model	18
Multi-scale approach for different type of drought in temperate climatic conditions	18
Flood hazard mapping in western Iran: assessment of deep learning vis-à-vis machine learning models	18
Modeling radon time series on the North Anatolian Fault Zone, Turkiye: Fourier transforms and Monte Carlo simulations	18
An empirical relationship between resonance frequency, bedrock depth and VS30 for Croatia based on HVSR forward modelling	18
Nexus between vulnerability and adaptive capacity of drought-prone rural households in northern Bangladesh	18
Seismic metamaterials for low-frequency mechanical wave attenuation	18
Effects of DEM resolution and resampling technique on building treatment for urban inundation modeling: a case study for the 2016 flooding of the HUST campus in Wuhan	18
Water safety attitudes, risk perception, experiences, and education for households impacted by the 2018 Camp Fire, California	18
The likelihood of having a household emergency plan: understanding factors in the US context	18
Spatiotemporal distribution of flood disasters in Asia and influencing factors in 1980–2019	18
An assessment on size and site selection of emergency assembly points and temporary shelter areas in Düzce	18
Fiber-optic wireless sensor network using ultra-weak fiber Bragg gratings for vertical subsurface deformation monitoring	18
Estimating impacts of recurring flooding on roadway networks: a Norfolk, Virginia case study	17
Disaster preparedness of local governments in Panay Island, Philippines	17
Evaluating pluvial flood hazard for highly urbanised cities: a case study of the Pearl River Delta Region in China	17
Soil erosion and flood hazard zonation using morphometric and morphotectonic parameters in Upper Alaknanda river basin	17
“Natural disasters don’t kill people, governments kill people:” hurricane Maria, Puerto Rico–recreancy, and ‘risk society’	17
Site response analysis for deep and soft sedimentary deposits of Dhaka City, Bangladesh	17
A scientometric analysis of ICT-assisted disaster management	17
Model performance analysis for landslide susceptibility in cold regions using accuracy rate and fluctuation characteristics	17
Enhancing community engagement in disaster early warning system in Aceh, Indonesia: opportunities and challenges	17
Detection and characterization of active landslides with multisource SAR data and remote sensing in western Guizhou, China	17
Assessment of agricultural drought during crop-growing season in the Sudano–Sahelian region of Cameroon	17
Improving the flood forecasting capability of the Xinanjiang model for small- and medium-sized ungauged catchments in South China	17
Comparative evaluation of GIS-based best–worst method (BWM) for emergency facility planning: perspectives from two decision-maker groups	17
Landslide inventory and susceptibility models considering the landslide typology using deep learning: Himalayas, India	17
Predicting site-specific storm wave run-up	17
Bonding, bridging, and linking social capital and social media use: How hyperlocal social media platforms serve as a conduit to access and activate bridging and linking ties in a time of crisis	17
Formation and evolution characteristics of dam breach and tailings flow from dam failure: an experimental study	17
The Mediterranean and Black Sea meteotsunamis: an overview	17
Flood map production and evaluation of flood risks in situations of insufficient flow data	16
A review of modelling methodologies for flood source area (FSA) identification	16
Regional landslide hazard assessment through integrating susceptibility index and rainfall process	16