Application of machine learning methods in estimating the oxygenation performance of various configurations of plunging hollow jet aerators

M Kumar, NK Tiwari, S Ranjan - Journal of Environmental …, 2022 - ascelibrary.org
Plunging jet aerators are considered energetically attractive devices for oxygenation
because of their good mixing characteristics and ease of construction and operation. In this …

Decision Tree-Based Modeling of the Aeration Effectiveness of Circular Plunging Jets

D Puri, D Lee, DV Khankal, MS Thakur, FM Alfaisal… - ACS …, 2023 - ACS Publications
Since soft computing has gained a lot of attention in hydrological studies, this study focuses
on predicting aeration efficiency (E 20) using circular plunging jets employing soft computing …

Soft computing based predictive modelling of oxygen transfer performance of plunging hollow jets

M Kumar, NK Tiwari, S Ranjan - ISH Journal of Hydraulic …, 2022 - Taylor & Francis
Bubbles are formed as the plunging water jet passes through atmosphere and im**es on
the surface of water in the pool, which increases the oxygen level of water. The amount of …

Experimental study on oxygen mass transfer characteristics by plunging hollow jets

M Kumar, NK Tiwari, S Ranjan - Arabian Journal for Science and …, 2021 - Springer
Aeration by plunging water jets is an effective and economical method of transferring oxygen
into the receiving pool of water. A dispersion of air bubbles occurs underneath the pool …

Prediction of oxygen mass transfer of plunging hollow jets using regression models

M Kumar, NK Tiwari, S Ranjan - ISH Journal of Hydraulic …, 2020 - Taylor & Francis
Jet aerator finds an essential application in the treatment of liquid wastes by increasing the
microbial activity and decomposition of organic matter into liquid waste. Diverging plunging …

Oxygen transfer study and modeling of plunging hollow jets

M Kumar, S Ranjan, NK Tiwari - Applied Water Science, 2018 - Springer
Experiments were performed to study the effect of jet angle of hollow jet aerators on oxygen
transfer of water. Three jet angles of 30°, 45° and 60° were used to produce hollow jets …

Performance analysis of plunging jets having different geometries

S Singh, S Deswa, M Pa - International Journal of …, 2011 - indianjournals.com
Despite numerous works reporting the oxygen transfer by circular plunging jets, few studies
have been carried out on plunging jets of different geometries, namely circular, square …

Kernel function based regression approaches for estimating the oxygen transfer performance of plunging hollow jet aerator

M Kumar, NK Tiwari, S Ranjan - Journal of Achievements in …, 2019 - yadda.icm.edu.pl
Purpose: To evaluate the capability of various kernels employed with support vector
regression (SVR) and Gaussian process regression (GPR) techniques in estimating the …

Experimental study on oxygen transfer capacity of water jets discharging into turbulent cross-flow

ME Jahromi, M Khiadani - Journal of Environmental Engineering, 2017 - ascelibrary.org
Plunging water jets are used for oxygenation purposes due to their inherent advantages
such as simplicity, energy efficiency, and low operational cost. Specifically, these provide an …

[PDF][PDF] Modeling oxygen-transfer by multiple plunging jets using support vector machines and Gaussian process regression techniques

S Deswal - International Journal of Civil and Environmental …, 2011 - idc-online.com
The paper investigates the potential of support vector machines and Gaussian process
based regression approaches to model the oxygen–transfer capacity from experimental data …