Random forest regression-based machine learning model for accurate estimation of fluid flow in curved pipes

P Jain, A Choudhury, P Dutta, K Kalita, P Barsocchi - Processes, 2021 - mdpi.com
In industrial piping systems, turbomachinery, heat exchangers etc., pipe bends are essential
components. Computational fluid dynamics (CFD), which is frequently used to analyse the …

An effective and secure mechanism for phishing attacks using a machine learning approach

G Mohamed, J Visumathi, M Mahdal, J Anand… - Processes, 2022 - mdpi.com
Phishing is one of the biggest crimes in the world and involves the theft of the user's
sensitive data. Usually, phishing websites target individuals' websites, organizations, sites …

Numerical studies on turbulent flow field in a 90 deg pipe bend

P Dutta, H Chattopadhyay… - Journal of Fluids …, 2022 - asmedigitalcollection.asme.org
This paper deals with the modeling of turbulent flow through a 90 deg pipe bend using an
unsteady Reynolds-averaged Navier–Stokes (U-RANS) approach where k–ε model is used …

Fast grid search: A grid search-inspired algorithm for optimizing hyperparameters of support vector regression

M Açikkar - Turkish Journal of Electrical Engineering and …, 2024 - journals.tubitak.gov.tr
This study presents a fast hyperparameter optimization algorithm based on the benefits and
shortcomings of the standard grid search (GS) algorithm for support vector regression (SVR) …

Heat transfer due to annular jets impinging on a moving surface

P Dutta, H Chattopadhyay - Journal of Heat Transfer, 2022 - asmedigitalcollection.asme.org
This work investigates flow and heat transfer under an array of annular jets impinging on a
heated moving surface. Numerical solutions of the full Navier–Stokes equation were …

Cloud Services User's Recommendation System Using Random Iterative Fuzzy-Based Trust Computation and Support Vector Regression

JVN Ramesh, S Khasim, M Abbas, K Shaik… - Mathematics, 2023 - mdpi.com
Cloud computing is now a fundamental type of computing due to technological innovation
and it is believed to be a benefit for mid-scale enterprises. The use of cloud computing is …

Experimental study on particle movement and erosion behavior of the elbow in liquid–solid flow

Z Xie, X Cao, Q Li, H Yao, R Qin, X Sun - Heliyon, 2023 - cell.com
Recent investigations into the erosion of elbow junctions predominantly focus on identifying
and predicting peak erosion points. Notably, these studies rely heavily on computational …

Numerical analysis on the development of vortex structure in 90 pipe bend

P Dutta, N Nandi - Progress in Computational Fluid …, 2021 - inderscienceonline.com
In the present paper single-phase turbulent flow through 90° pipe bend with different
curvature ratio (Rc/D) is numerically studied. Simulations are accomplished for turbulent flow …

A Comprehensive Review of Metaheuristics for Hyperparameter Optimization in Machine Learning

R Narayanan, N Ganesh - Metaheuristics for Machine Learning …, 2024 - Wiley Online Library
Hyperparameter optimization is a critical step in the development and fine‐tuning of
machine learning (ML) models. Metaheuristic optimization techniques have gained …

Metaheuristic Algorithms and Their Applications in Different Fields: A Comprehensive Review

A Yaqoob, NK Verma, RM Aziz - Metaheuristics for Machine …, 2024 - Wiley Online Library
A potent method for resolving challenging optimization issues is provided by metaheuristic
algorithms, which are heuristic optimization approaches. They provide an effective …