Muskingum models' development and their parameter estimation: a state-of-the-art review

W Wang, W Tian, D Xu, K Chau, Q Ma, C Liu - Water Resources …, 2023 - Springer
River flood routing is an important issue in current water resources management. As a
popular hydrological flood routing method, Muskingum model has always been the …

[HTML][HTML] Review of machine learning methods for river flood routing

L Li, KS Jun - Water, 2024 - mdpi.com
River flood routing computes changes in the shape of a flood wave over time as it travels
downstream along a river. Conventional flood routing models, especially hydrodynamic …

Coupling machine learning with signal process techniques and particle swarm optimization for forecasting flood routing calculations in the Eastern Black Sea Basin …

OM Katipoğlu, M Sarıgöl - Environmental Science and Pollution Research, 2023 - Springer
With the effect of global warming, the frequency of floods, one of the most important natural
disasters, increases, and this increases the damage it causes to people and the …

A new technique for flood routing by nonlinear Muskingum model and artificial gorilla troops algorithm

E Moradi, B Yaghoubi, S Shabanlou - Applied Water Science, 2023 - Springer
Considering cost and time, the Muskingum method is the most efficient flood routing
technique. The existing Muskingum models are only different in the storage equation and …

Distributed Muskingum model with a Whale Optimization Algorithm for river flood routing

V Atashi, R Barati, YH Lim - Journal of Hydroinformatics, 2023 - iwaponline.com
This research introduces a novel nonlinear Muskingum model for river flood routing, aiming
to enhance accuracy in modeling. It integrates lateral inflows using the Whale Optimization …

A comparative analysis of multiple machine learning methods for flood routing in the Yangtze River

L Zhou, L Kang - Water, 2023 - mdpi.com
Obtaining more accurate flood information downstream of a reservoir is crucial for guiding
reservoir regulation and reducing the occurrence of flood disasters. In this paper, six popular …

A systematic review of Muskingum flood routing techniques

A Salvati, A Moghaddam Nia… - Hydrological …, 2024 - Taylor & Francis
Flood routing is an important topic in engineering hydrology and an integral part of flood
management and hydrodynamic modelling studies. Muskingum and Muskingum-Cunge …

Forecasting urban water demand using different hybrid-based metaheuristic algorithms' inspire for extracting artificial neural network hyperparameters

SL Zubaidi, H Al-Bugharbee, AW Alattabi, HM Ridha… - Scientific Reports, 2024 - nature.com
This research offers a novel methodology for quantifying water needs by assessing weather
variables, applying a combination of data preprocessing approaches, and an artificial neural …

The lumped Muskingum flood routing model revisited: the storage relationship

AR Vatankhah - Hydrological Sciences Journal, 2021 - Taylor & Francis
Muskingum models are a type of hydrological flood routing approach and vary only in the
form of storage relationship. The storage relationship was first established based on the …

Development of A Novel Discharge Routing Method Based On the Large Discharge Dataset, Muskingum Model, Optimization Methods, and Multi-Criteria Decision …

M Valikhan Anaraki, S Farzin, I Ahmadianfar… - Journal of Soft …, 2024 - jsoftcivil.com
Discharge routing is a key method for predicting downstream hydrograph in canals or rivers.
Predicting the downstream hydrograph using the upstream hydrograph can significantly …