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  • Article
  • Open Access
5 Citations
3,017 Views
15 Pages

20 October 2020

The records of 24,797 traffic accidents (9039 involving fatalities or severe injury) during rainy conditions from 2007 to 2017 in Seoul, South Korea, were used to analyze the spatial distribution of the traffic accidents and rainfall events based on...

(This article belongs to the Section Civil Engineering)
  • Article
  • Open Access
33 Citations
4,944 Views
22 Pages

30 November 2020

Given the fact that researchers require more specific spatial rainfall information for storm flood calculation, hydrological risk assessment, and water budget estimates, there is a growing need to analyze the spatial heterogeneity of rainfall accurat...

(This article belongs to the Special Issue Statistical Approach to Hydrological Analysis)
  • Article
  • Open Access
6 Citations
4,089 Views
19 Pages

26 August 2019

One of the major issues in developing convective-scale ensemble forecasts is what is widely known as under-dispersion. This can be addressed through the consideration of spatial uncertainties via post-processing, motivating the development of various...

(This article belongs to the Special Issue Advancements in Mesoscale Weather Analysis and Prediction)
  • Article
  • Open Access
10 Citations
3,730 Views
25 Pages

1 May 2020

Geographical constraints limit the number and placement of gauges, especially in mountainous regions, so that rainfall values over the ungauged regions are generally estimated through spatial interpolation. However, spatial interpolation easily misse...

(This article belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
  • Article
  • Open Access
7 Citations
7,882 Views
25 Pages

15 January 2020

The article presents new information on the spatial distribution of intense rainfall and a new map of susceptibility to the formation of mass movements in the mountainous streams of the municipality of Funchal, the capital of the Autonomous Region of...

(This article belongs to the Special Issue Climatological and Hydrological Processes in Mountain Regions)
  • Article
  • Open Access
2,087 Views
29 Pages

Linking Sea Surface Temperature Clusters and Daily Rainfall Extremes During Four El Niño Events in the Galápagos Islands (1991–2024)

  • María Lorena Orellana-Samaniego,
  • Nazli Turini,
  • Rolando Célleri,
  • Jaime Burbano,
  • Carlos Zeas,
  • Byron Delgado,
  • Jörg Bendix and
  • Daniela Ballari

14 April 2026

The Galápagos Islands, located in the eastern equatorial Pacific approximately 1000 km west of mainland Ecuador, are highly sensitive to the El Niño–Southern Oscillation. However, the mechanisms linking sea surface temperature (SS...

(This article belongs to the Special Issue Research on ENSO: Types and Impacts)
  • Abstract
  • Open Access
2,103 Views
5 Pages

Rainfall Nowcasting Exploiting Machine-Learning Techniques: A Case Study in Southern Italy

  • Dina Pirone,
  • Luigi Cimorelli,
  • Giuseppe Del Giudice and
  • Domenico Pianese

During emergency situations, short-term rainfall forecasting is crucial for human life-saving and economic damage mitigation. However, due to the high interconnection among the meteorological variables, the rainfall evolution mechanism is challenging...

(This article belongs to the Proceedings of EWaS5 International Conference: “Water Security and Safety Management: Emerging Threats or New Challenges? Moving from Therapy and Restoration to Prognosis and Prevention”)
  • Article
  • Open Access
1 Citations
3,752 Views
19 Pages

27 August 2023

Current design storms used in hydrological modeling, urban planning, and dimensioning of structures are typically point-scale rainfall events with a steady rainfall intensity or a simple temporal intensity pattern. This can lead to oversimplified res...

(This article belongs to the Section Hydrology)
  • Article
  • Open Access
25 Citations
4,969 Views
27 Pages

15 May 2021

Precipitation is the most important input to hydrological models, and its spatial variability can strongly influence modeled runoff. The highly dense station network WegenerNet (0.5 stations per km2) in southeastern Austria offers the opportunity to...

(This article belongs to the Section Hydrology)
  • Article
  • Open Access
219 Views
21 Pages

6 October 2026

Dense global navigation satellite system (GNSS) networks enable continuous retrieval of precipitable water vapor (PWV), but single-station analyses cannot separate regionally coherent moisture variability from a nearby station’s departure from...

(This article belongs to the Special Issue GNSS Remote Sensing in Atmosphere and Environment (3rd Edition))
  • Article
  • Open Access
45 Citations
3,690 Views
22 Pages

31 August 2023

The 2013 heavy rainfall event (from June to July) in the Tianshui area triggered the most serious rainfall-induced group-occurring landslides since 1984, causing extensive casualties and economic losses. To better understand the characteristics and t...

(This article belongs to the Special Issue Anticipation of Flash Floods and Rainfall-Induced Hydro-Geomorphic Hazards)
  • Article
  • Open Access
47 Citations
8,235 Views
16 Pages

Spatial Rainfall Variability in Urban Environments—High-Density Precipitation Measurements on a City-Scale

  • Roman Maier,
  • Gerald Krebs,
  • Markus Pichler,
  • Dirk Muschalla and
  • Günter Gruber

18 April 2020

Rainfall runoff models are frequently used for design processes for urban infrastructure. The most sensitive input for these models is precipitation data. Therefore, it is crucial to account for temporal and spatial variability of rainfall events as...

(This article belongs to the Special Issue Urban Rainwater and Flood Management)
  • Article
  • Open Access
22 Citations
5,812 Views
25 Pages

16 August 2019

Recently, the use of gridded rainfall data with high spatial resolutions in hydrological applications has greatly increased. Various types of radar rainfall data with varying spatial resolutions are available in different countries worldwide. As a re...

(This article belongs to the Section Hydrology)
  • Article
  • Open Access
20 Citations
4,181 Views
16 Pages

17 March 2020

We studied how rainfall spatial distribution affects the relationship between rainfall spatiotemporal resolution and runoff prediction accuracy under real field conditions. We gathered radar rainfall and discharge data for three rainfall events. Thes...

(This article belongs to the Section Hydrology)
  • Article
  • Open Access
434 Views
20 Pages

27 July 2026

Rainfall input, as the primary driver of distributed hydrological models, can be derived from rain gauge observations or weather radar quantitative precipitation estimates (QPEs). While radar–gauge fusion products offer high-resolution spatial...

(This article belongs to the Section Hydrology)
  • Article
  • Open Access
1,091 Views
23 Pages

6 May 2026

The spatial representativeness of rain gauges is critical for accurately estimating rainfall that triggers landslides and for defining operational thresholds. This study evaluates the potential error in conventional rain-gauge-based methods for estim...

(This article belongs to the Special Issue Weather and Climate Extremes Monitoring Based on Remote Sensing Methods)
  • Article
  • Open Access
6 Citations
4,043 Views
16 Pages

Recent Spatiotemporal Changes of Subhourly Extreme Rainfall Events in Seoul

  • Ju-Young Shin,
  • Jiyeon Park,
  • Kyungmin Sung and
  • Yongseok Kim

6 February 2025

This study aims to examine the spatiotemporal variations of extreme rainfall events in Seoul, South Korea, utilizing subhourly rainfall data collected from an extensive observation network. Employing the Mann–Kendall trend detection test and Mo...

(This article belongs to the Topic Climate Change Impacts and Adaptation: Interdisciplinary Perspectives)
  • Article
  • Open Access
460 Views
33 Pages

29 July 2026

Urban ground collapse (UGC) threatens dense coastal cities because failures can occur abruptly beneath roads and buried lifelines. We developed a dynamic and interpretable machine-learning framework for UGC susceptibility assessment in Shenzhen, Chin...

(This article belongs to the Topic Geospatial AI: Systems, Model, Methods, and Applications)
  • Article
  • Open Access
26 Citations
7,021 Views
24 Pages

15 February 2018

Rainfall stations of a certain number and spatial distribution supply sampling records of rainfall processes in a river basin. Uncertainty may be introduced when the station records are spatially interpolated for the purpose of hydrological simulatio...

(This article belongs to the Special Issue Integration of Advanced Soft Computing Techniques in Hydrological Predictions)
  • Article
  • Open Access
35 Citations
8,617 Views
11 Pages

Stochastic Urban Pluvial Flood Hazard Maps Based upon a Spatial-Temporal Rainfall Generator

  • Nuno Eduardo Simões,
  • Susana Ochoa-Rodríguez,
  • Li-Pen Wang,
  • Rui Daniel Pina,
  • Alfeu Sá Marques,
  • Christian Onof and
  • João P. Leitão

30 June 2015

It is a common practice to assign the return period of a given storm event to the urban pluvial flood event that such storm generates. However, this approach may be inappropriate as rainfall events with the same return period can produce different ur...

  • Article
  • Open Access
19 Citations
6,558 Views
19 Pages

20 February 2024

This research examines the intricate changes in the number of occurrences and cumulative rainfall of exceptional events in Portugal spanning 42 hydrological years (from 1981/1982 to 2022/2023). The study has two primary objectives: assessing the hydr...

(This article belongs to the Special Issue Climate and Water: Impacts of Climate Change on Hydrological Processes and Water Resources)
  • Article
  • Open Access
10 Citations
4,180 Views
16 Pages

5 December 2019

To obtain high-precision precipitation simulation results, different types of rainfall events in the Ili Region are simulated by using the Weather Research and Forecasting (WRF) model with different physical parameterization schemes. According to the...

(This article belongs to the Special Issue Advances in Hydrogeology: Trend, Model, Methodology and Concepts)
  • Article
  • Open Access
22 Citations
6,613 Views
25 Pages

Evaluation of the WRF Model to Simulate a High-Intensity Rainfall Event over Kampala, Uganda

  • Yakob Umer,
  • Janneke Ettema,
  • Victor Jetten,
  • Gert-Jan Steeneveld and
  • Reinder Ronda

23 March 2021

Simulating high-intensity rainfall events that trigger local floods using a Numerical Weather Prediction model is challenging as rain-bearing systems are highly complex and localized. In this study, we analyze the performance of the Weather Research...

(This article belongs to the Special Issue Hydrometeorological Forecasting Using the Weather Research and Forecasting Model)
  • Article
  • Open Access
7 Citations
5,363 Views
27 Pages

Correcting Position Error in Precipitation Data Using Image Morphing

  • Camille Le Coz,
  • Arnold Heemink,
  • Martin Verlaan,
  • Marie-claire ten Veldhuis and
  • Nick van de Giesen

31 October 2019

Rainfall estimates based on satellite data are subject to errors in the position of the rainfall events in addition to errors in their intensity. This is especially true for localized rainfall events such as the convective rainstorms that occur durin...

(This article belongs to the Special Issue Remote Sensing of Precipitation: Part II)
  • Article
  • Open Access
10 Citations
4,190 Views
17 Pages

Towards Establishing Empirical Rainfall Thresholds for Shallow Landslides in Guangzhou, Guangdong Province, China

  • Rilang Deng,
  • Huifen Liu,
  • Xianchang Zheng,
  • Qinghua Zhang,
  • Wei Liu and
  • Lingwei Chen

1 December 2022

Empirical rainfall thresholds for predicting rainfall-triggered shallow landslides are proposed for Guangzhou city, which is prone to widespread geological hazards during the annual flood season due to the subtropical monsoon climate and frequent tro...

(This article belongs to the Section Hydrogeology)
  • Article
  • Open Access
5 Citations
2,037 Views
36 Pages

Spatiotemporal Classification of Short-Duration Heavy Rainfall in Beijing Using K-Shape Clustering

  • Zefeng Qiu,
  • Binbin Wu,
  • Qi Chu,
  • Xianpeng Xie,
  • Ruhao Sun and
  • Shuhui Jia

26 March 2025

Understanding the spatiotemporal dynamics of short-duration heavy rainfall (SDHR) is critical for urban flood management. This study applies the K-shape clustering algorithm to classify 105 SDHR events in Beijing (2009–2021) using hourly rainfa...

(This article belongs to the Special Issue Urban Flood Frequency Analysis and Risk Assessment)
  • Article
  • Open Access
3 Citations
2,149 Views
22 Pages

Integrated Rainfall Estimation Using Rain Gauges and Weather Radar: Implications for Rainfall-Induced Landslides

  • Michele De Biase,
  • Valeria Lupiano,
  • Francesco Chiaravalloti,
  • Giulio Iovine,
  • Marina Muto,
  • Oreste Terranova,
  • Vincenzo Tripodi and
  • Luca Pisano

2 November 2025

The availability of reliable and spatially distributed rainfall data is a key element flood and landslide risk assessment, both for forecasting and post-event analysis. In this context, this study evaluates the contribution of radar-based rainfall es...

(This article belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
  • Communication
  • Open Access
7 Citations
3,087 Views
10 Pages

17 May 2023

The Mediterranean basin is traditionally a hotspot where copious amounts of water vapor at low- and mid-tropospheric levels often favor atmospheric instability and the deepening of storms, leading to intense rainfall events with consequent flash floo...

(This article belongs to the Special Issue Climatic Trends and Impacts of Global Change in Europe and in the Mediterranean Basin)
  • Article
  • Open Access
37 Citations
5,205 Views
18 Pages

Accurate precipitation measurements for high magnitude rainfall events are of great importance in hydrometeorology and climatology research. The focus of the study is to assess the performance of satellite-based precipitation products against a gauge...

(This article belongs to the Special Issue Hydrological Hazard: Analysis and Prevention)
  • Article
  • Open Access
1,736 Views
22 Pages

24 July 2025

The hydrological response of a watershed is strongly influenced by the spatiotemporal dynamics of rainfall. Rainfall events of similar magnitude can produce markedly different flood processes due to variations in the spatiotemporal patterns of rainfa...

  • Article
  • Open Access
10 Citations
3,356 Views
21 Pages

1 December 2024

Extreme rainfall-induced events adversely affect agriculture, infrastructure, and socioeconomic development in a region. Therefore, a comprehensive understanding of their occurrences and past and future variability in the context of global warming is...

(This article belongs to the Special Issue Application of Big Data and Deep Learning in Hydrological Modelling, Flood and Drought Monitoring)
  • Article
  • Open Access
4 Citations
9,079 Views
28 Pages

Exploring Aerosol Effects on Rainfall for Brisbane, Australia

  • Michael Hewson,
  • Hamish McGowan,
  • Stuart Phinn,
  • Steven Peckham and
  • Georg Grell

28 October 2013

The majority of studies assessing aerosol effects on rainfall use coarse spatial scale (1° latitude/longitude or more) and multi-seasonal or decadal data sets. Here, we present results from a spatial correlation of aerosol size distribution and rain...

  • Article
  • Open Access
7 Citations
3,676 Views
16 Pages

Estimation of Real-Time Rainfall Fields Reflecting the Mountain Effect of Rainfall Explained by the WRF Rainfall Fields

  • Jeonghoon Lee,
  • Okjeong Lee,
  • Jeonghyeon Choi,
  • Jiyu Seo,
  • Jeongeun Won,
  • Suhyung Jang and
  • Sangdan Kim

7 May 2023

The effect of mountainous regions with high elevation on hourly timescale rainfall presents great difficulties in flood forecasting and warning in mountainous areas. In this study, the hourly rainfall–elevation relationship of the regional scal...

(This article belongs to the Special Issue Intelligent Modelling for Hydrology and Water Resources)
  • Article
  • Open Access
38 Citations
5,076 Views
20 Pages

Potential of GPM IMERG Precipitation Estimates to Monitor Natural Disaster Triggers in Urban Areas: The Case of Rio de Janeiro, Brazil

  • Augusto Getirana,
  • Dalia Kirschbaum,
  • Felipe Mandarino,
  • Marta Ottoni,
  • Sana Khan and
  • Kristi Arsenault

15 December 2020

Extreme rainfall can be a catastrophic trigger for natural disaster events at urban scales. However, there remains large uncertainties as to how satellite precipitation can identify these triggers at a city scale. The objective of this study is to ev...

(This article belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
  • Article
  • Open Access
535 Views
39 Pages

Spatiotemporal Variability and Multiscale Drivers of Extreme Rainfall in KwaZulu-Natal, South Africa

  • Thendo Sikhwari,
  • Dewald van Niekerk,
  • Roelof P. Burger and
  • Henno Havenga

17 September 2026

Extreme rainfall events are a major driver of flooding and associated socio-economic impacts in eastern South Africa, where interactions between tropical and mid-latitude circulation systems strongly influence rainfall variability. This study investi...

(This article belongs to the Section Climatology)
  • Article
  • Open Access
11 Citations
4,313 Views
22 Pages

Analysing the Large-Scale Debris Flow Event in July 2022 in Horlachtal, Austria Using Remote Sensing and Measurement Data

  • Jakob Rom,
  • Florian Haas,
  • Florentin Hofmeister,
  • Fabian Fleischer,
  • Moritz Altmann,
  • Madlene Pfeiffer,
  • Tobias Heckmann and
  • Michael Becht

High-quality in situ measurements are essential for hazard assessment of debris flow events. However, precise data on debris flow triggering thresholds, accumulation volumes and spatial characteristics of large-scale events on catchment scale are sca...

(This article belongs to the Special Issue Remote Sensing Monitoring of Geomorphological Hazards)
  • Article
  • Open Access
34 Citations
6,394 Views
16 Pages

Minimum Rainfall Inter-Event Time to Separate Rainfall Events in a Low Latitude Semi-Arid Environment

  • José Bandeira Brasil,
  • Maria Simas Guerreiro,
  • Eunice Maia de Andrade,
  • Helba Araújo de Queiroz Palácio,
  • Pedro Henrique Augusto Medeiros and
  • Jacques Carvalho Ribeiro Filho

2 February 2022

Water scarcity in dry tropical regions is expected to intensify due to climate change. Characterization of rainfall events is needed for a better assessment of the associated hydrological processes, and the proposition of adaptation strategies. There...

(This article belongs to the Section Soil Conservation and Sustainability)
  • Proceeding Paper
  • Open Access
2,471 Views
6 Pages

The September 2019 Flash Flood Event in Eastern Spain: Synoptic Analysis and Extreme Rainfall Assessment

  • Maria Sol Hernández-Conesa,
  • Igor Gómez and
  • Guillermo Carballo-Lafuente

The western Mediterranean region is frequently affected by torrential rains, such as that developed between 10th and 13th September 2019. Accumulated rainfall above 400 mm considering the whole precipitation event as well as precipitation values clos...

(This article belongs to the Proceedings of The 5th International Electronic Conference on Atmospheric Sciences)
  • Article
  • Open Access
3 Citations
2,538 Views
18 Pages

Individual Rainfall Change Based on Observed Hourly Precipitation Records on the Chinese Loess Plateau from 1983 to 2012

  • Wenbin Ding,
  • Fei Wang,
  • Kai Jin,
  • Jianqiao Han,
  • Qiang Yu,
  • Qingfu Ren and
  • Shangyu Shi

12 August 2020

The magnitude and spatiotemporal distribution of precipitation are the main drivers of hydrologic and agricultural processes in soil moisture, runoff generation, soil erosion, vegetation growth and agriculture activities on the Loess Plateau (LP). Th...

(This article belongs to the Section Hydrology)
  • Article
  • Open Access
3 Citations
2,492 Views
29 Pages

Spatial and Time Warping for Gauge Adjustment of Rainfall Estimates

  • Camille Le Coz,
  • Arnold Heemink,
  • Martin Verlaan and
  • Nick van de Giesen

16 November 2021

Many satellite-based estimates use gauge information for bias correction. In general, bias-correction methods are focused on the intensity error and do not explicitly correct possible position or timing errors. However, position and timing errors in...

(This article belongs to the Section Meteorology)
  • Article
  • Open Access
23 Citations
3,863 Views
22 Pages

22 January 2023

Rainfall-induced landslides pose a significant threat to human life, destroy highways and railways, and cause farmland degradation in the Loess Plateau. From 19 June 2013 to 26 July 2013, continuous and heavy rainfall events occurred in the Tianshui...

(This article belongs to the Special Issue Geological Hazards: Landslides Induced by Rainfall and Infiltration)
  • Article
  • Open Access
2 Citations
2,959 Views
18 Pages

Partitioning of Heavy Rainfall in the Taihang Mountains and Its Response to Atmospheric Circulation Factors

  • Qianyu Tang,
  • Zhiyuan Fu,
  • Yike Ma,
  • Mengran Hu,
  • Wei Zhang,
  • Jiaxin Xu and
  • Yuanhang Li

1 November 2024

The spatial and temporal distribution of heavy rainfall across the Taihang Mountains exhibits significant variation. Due to the region’s unstable geological conditions, frequent heavy rainfall events can lead to secondary disasters such as land...

(This article belongs to the Section Water and Climate Change)
  • Article
  • Open Access
1 Citations
1,329 Views
12 Pages

13 January 2026

This study develops a statistical and technological framework to analyze extreme rainfall in Colima, Mexico, by integrating historical precipitation records, probabilistic modeling, and spatial visualization. Using data from CONAGUA meteorological st...

(This article belongs to the Topic AI and Data-Driven Advancements in Industry 4.0, 2nd Edition)
  • Article
  • Open Access
2 Citations
1,563 Views
22 Pages

Coupled Model Validation and Characterization on Rainfall-Driven Runoff and Non-Point Source Pollution Processes in an Urban Watershed System

  • Hantao Wang,
  • Genyu Yuan,
  • Yang Ping,
  • Peng Wei,
  • Fangze Shang,
  • Wei Luo,
  • Zhiqiang Hou,
  • Kairong Lin,
  • Zhenzhou Zhang and
  • Cuijie Feng

24 October 2025

Rainfall-driven non-point source (NPS) pollution has become a critical issue for water environment management in urban watershed systems. However, single-model use is limited to fully represent the intricate processes of rainfall-correlated NPS pollu...

(This article belongs to the Special Issue Urban Water Pollution Control: Theory and Technology, 2nd Edition)
  • Article
  • Open Access
6 Citations
3,300 Views
16 Pages

16 March 2021

The relationship between Taiwan’s groundwater resources recharge strategy and flood disasters is significant. The adaptation strategies of traditional urbanization areas simulate the spatial distribution of permeable pavements under different rainfal...

(This article belongs to the Special Issue Leading Edge Technology on Groundwater Flow)
  • Article
  • Open Access
18 Citations
4,647 Views
21 Pages

Multiple Effects of Intense Meteorological Events in the Benevento Province, Southern Italy

  • Paola Revellino,
  • Luigi Guerriero,
  • Neri Mascellaro,
  • Francesco Fiorillo,
  • Gerardo Grelle,
  • Giuseppe Ruzza and
  • Francesco M. Guadagno

28 July 2019

In October 2015, two intense rainfall events hit the central and southern regions of Italy and triggered a combination of different and widespread effects, including floods, landslides, and soil erosion. These outcomes devastated about 68 municipalit...

(This article belongs to the Special Issue Damaging Hydrogeological Events)
  • Feature Paper
  • Article
  • Open Access
7 Citations
4,836 Views
19 Pages

This study configures the Weather Research and Forecasting (WRF) model with the updated urban fraction for optimal rainfall simulation over Kampala, Uganda. The urban parameter values associated with urban fractions are adjusted based on literature r...

(This article belongs to the Special Issue Modern Developments in Flood Modelling)
  • Article
  • Open Access
1 Citations
3,584 Views
21 Pages

5 February 2024

Given the fact that the high frequency of extreme weather events globally, in particular typhoons, has more of an influence on flood forecasting, there is a great need to further understand the impact of typhoon events on design storms. The main obje...

(This article belongs to the Special Issue River Science: Integrated Management of Water Resources in the Anthropocene)
  • Article
  • Open Access

Activity and Rainfall Response of the Gimigliano Landslide (Southern Italy): Insights from SBAS-InSAR Data Analysis

  • Giuseppe Cianflone,
  • Lisa Beccaro,
  • Cristiano Tolomei,
  • Rocco Dominici,
  • Olga Petrucci,
  • Fabio Ietto and
  • Massimo Conforti

20 October 2026

Slow-moving landslides are complex systems characterized by marked spatial and temporal variability in deformation, which may be difficult to capture using landslide-wide displacement measures. This study investigates the Gimigliano landslide (Calabr...

(This article belongs to the Special Issue Advances in InSAR Processing: Algorithmic Developments and Diverse Applications)
  • Article
  • Open Access
367 Views
21 Pages

13 September 2026

Climate-driven extreme rainfall is increasing landslide risk, whereas conventional regional rainfall thresholds inadequately represent spatial variations in slope preconditioning across complex mountainous terrain. This study develops a dynamic early...

(This article belongs to the Topic Applications of Algorithms in Risk Assessment and Evaluation)

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