[HTML][HTML] A review of ensemble learning and data augmentation models for class imbalanced problems: Combination, implementation and evaluation

AA Khan, O Chaudhari, R Chandra - Expert Systems with Applications, 2024 - Elsevier
Class imbalance (CI) in classification problems arises when the number of observations
belonging to one class is lower than the other. Ensemble learning combines multiple models …

Challenges in modeling and predicting floods and droughts: A review

MI Brunner, L Slater, LM Tallaksen… - Wiley Interdisciplinary …, 2021 - Wiley Online Library
Predictions of floods, droughts, and fast drought‐flood transitions are required at different
time scales to develop management strategies targeted at minimizing negative societal and …

Comprehensive overview of flood modeling approaches: A review of recent advances

V Kumar, KV Sharma, T Caloiero, DJ Mehta, K Singh - Hydrology, 2023 - mdpi.com
As one of nature's most destructive calamities, floods cause fatalities, property destruction,
and infrastructure damage, affecting millions of people worldwide. Due to its ability to …

Recent advances and new frontiers in riverine and coastal flood modeling

K Jafarzadegan, H Moradkhani… - Reviews of …, 2023 - Wiley Online Library
Over the past decades, the scientific community has made significant efforts to simulate
flooding conditions using a variety of complex physically based models. Despite all …

Fast simulation and prediction of urban pluvial floods using a deep convolutional neural network model

Y Liao, Z Wang, X Chen, C Lai - Journal of Hydrology, 2023 - Elsevier
Urban pluvial floods induced by rainstorms can cause severe losses to human lives and
property. Fast and accurate simulation and prediction of urban pluvial flood are of …

Generating ensemble streamflow forecasts: A review of methods and approaches over the past 40 years

M Troin, R Arsenault, AW Wood, F Brissette, JL Martel - 2021 - Wiley Online Library
Ensemble forecasting applied to the field of hydrology is currently an established area of
research embracing a broad spectrum of operational situations. This work catalogs the …

[HTML][HTML] Real-time social media sentiment analysis for rapid impact assessment of floods

L Bryan-Smith, J Godsall, F George, K Egode… - Computers & …, 2023 - Elsevier
Traditional approaches to flood modelling mostly rely on hydrodynamic physical simulations.
While these simulations can be accurate, they are computationally expensive and …

An integrated approach for post-disaster flood management via the use of cutting-edge technologies and UAVs: A review

HS Munawar, AWA Hammad, ST Waller, MJ Thaheem… - Sustainability, 2021 - mdpi.com
Rapid advances that improve flood management have facilitated the disaster response by
providing first aid services, finding safe routes, maintaining communication and developing …

Operational and emerging capabilities for surface water flood forecasting

LJ Speight, MD Cranston, CJ White… - Wiley Interdisciplinary …, 2021 - Wiley Online Library
Surface water (or pluvial) flooding is caused by intense rainfall before it enters rivers or
drainage systems. As the climate changes and urban populations grow, the number of …

[HTML][HTML] Model predictive control of water resources systems: A review and research agenda

A Castelletti, A Ficchì, A Cominola, P Segovia… - Annual Reviews in …, 2023 - Elsevier
Abstract Model Predictive Control (MPC) has recently gained increasing interest in the
adaptive management of water resources systems due to its capability of incorporating …