UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Published in:

Volume 10 Issue 8
August-2023
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIR2308046


Registration ID:
522656

Page Number

a352-a359

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Title

Antlion Optimization based Deep Neural Network Internal Model Controller for Shell and Tube Heat Exchanger

Abstract

This paper proposes a novel approach using Antlion Optimization (ALO) in combination with a Deep Neural Network (DNN) Internal Model Controller for controlling the hot water outlet temperature of a shell and tube heat exchanger. This work aims to enhance controlling the outlet temperature of the hot fluid, while ensuring system stability under varying operating conditions. The Antlion Optimization algorithm, inspired by the hunting behavior of antlions in nature, is employed to fine-tune the parameters of the DNN controller. The DNN serves as the feedback controller for the heat exchanger system, offering adaptive and non-linear control capabilities. Experimental tests are conducted on a shell and tube heat exchanger under different flow rates and temperature differentials to evaluate the performance of the proposed ALO-based DNN controller. Comparative studies are performed against traditional control methods, such as PID and ANN-based controllers. The results demonstrate that the Antlion Optimization based Deep Neural Network Internal Model Controller outperforms other conventional control methods, achieving superior hot water outlet temperature control.

Key Words

Antlion, Neural Network, Heat Exchanger, Controller and Optimization

Cite This Article

"Antlion Optimization based Deep Neural Network Internal Model Controller for Shell and Tube Heat Exchanger", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.10, Issue 8, page no.a352-a359, August-2023, Available :http://www.jetir.org/papers/JETIR2308046.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"Antlion Optimization based Deep Neural Network Internal Model Controller for Shell and Tube Heat Exchanger", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.10, Issue 8, page no. ppa352-a359, August-2023, Available at : http://www.jetir.org/papers/JETIR2308046.pdf

Publication Details

Published Paper ID: JETIR2308046
Registration ID: 522656
Published In: Volume 10 | Issue 8 | Year August-2023
DOI (Digital Object Identifier):
Page No: a352-a359
Country: Cuddalore, Tamilnadu, India, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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