Stacked ensemble model for optimized prediction of triangular side orifice discharge coefficient

MK Elshaarawy, AK Hamed - Engineering Optimization, 2024 - Taylor & Francis
This research focuses on optimizing the prediction of discharge coefficient (Cd) of triangular
side orifices (TSO) using a novel stacked model (SM) incorporating five machine learning …

A review of studies on estimating the discharge coefficient of flow control structures based on the soft computing models

M Haghbin, A Sharafati - Flow Measurement and Instrumentation, 2022 - Elsevier
The discharge coefficient (Cd) plays a vital role in the accurate design and safety of weirs,
spillways, and dams. In the last decade, Soft Computing (SC) models, which showed …

Performance analysis of different ANN modelling techniques in discharge prediction of circular side orifice

M Ayaz, S Chourasiya, M Danish - Modeling Earth Systems and …, 2024 - Springer
A side orifice is a mechanism integrated into one or both side walls of a canal to redirect or
release water from the main channel, and it has numerous applications in environmental …

Combination of computational fluid dynamics, adaptive neuro-fuzzy inference system, and genetic algorithm for predicting discharge coefficient of rectangular side …

H Azimi, S Shabanlou, I Ebtehaj… - Journal of Irrigation …, 2017 - ascelibrary.org
Side orifices are used to divide and adjust flow into aeration ponds, sedimentation
reservoirs, flocculation units, and other hydraulic and environmental areas. In this study, the …

Pareto genetic design of group method of data handling type neural network for prediction discharge coefficient in rectangular side orifices

I Ebtehaj, H Bonakdari, F Khoshbin, H Azimi - Flow Measurement and …, 2015 - Elsevier
The powerful method of Group Method of Data Handling (GMDH) was used for estimating
the discharge coefficient of a rectangular side orifice. First, the existing equations for …

Estimation of triangular side orifice discharge coefficient under a free flow condition using data-driven models

M Jamei, I Ahmadianfar, X Chu, ZM Yaseen - Flow Measurement and …, 2021 - Elsevier
In irrigation channel system, diverse side orifice shapes (eg, circular, rectangular, or
triangular) are widely designed for flow control and regulation. Hence, accurate estimating …

Predicting discharge coefficient of triangular side orifice using ANN and GEP models

MK Elshaarawy, AK Hamed - Water Science, 2024 - Taylor & Francis
This study utilized machine learning models to predict the discharge coefficient for a sharp-
crested triangular side orifice (TSO). The chosen models were the Artificial Neural Network …

Toward the accurate estimation of elliptical side orifice discharge coefficient applying two rigorous kernel-based data-intelligence paradigms

M Karbasi, M Jamei, I Ahmadianfar, A Asadi - Scientific Reports, 2021 - nature.com
In the present study, two kernel-based data-intelligence paradigms, namely, Gaussian
Process Regression (GPR) and Kernel Extreme Learning Machine (KELM) along with …

Predicting discharge coefficient of triangular side orifice using LSSVM optimized by gravity search algorithm

P Khosravinia, MR Nikpour, O Kisi, RM Adnan - Water, 2023 - mdpi.com
Side orifices are commonly installed in the side of a main channel to spill or divert some of
the flow from the source channel to lateral channels. The aim of the present study is the …

Flow through lateral circular orifice under free and submerged flow conditions

A Hussain, Z Ahmad, CSP Ojha - Flow Measurement and Instrumentation, 2016 - Elsevier
Open channels, with flow diversion structures such as orifices, weirs and sluice gates; are
prevalent in irrigation systems, both for conveying water from the source to the irrigated …