UGC Approved Journal no 63975(19)

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

Volume 9 Issue 8
August-2022
eISSN: 2349-5162

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

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Published Paper ID:
JETIR2208571


Registration ID:
501967

Page Number

f673-f684

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Title

A Modified Discrete Teaching Learning Based Optimization Algorithm for the Resource Constrained Project Scheduling Problem

Abstract

Many problems in the field of Operations Research and Project Management can be classified as Optimization Problems which are classically NP-Hard. One such important problem is the Resource Constrained Project Scheduling Problem, abbreviated as the RCPSP. It is a Combinatorial Optimization problem involving resource as well as precedence constraints with temporal conditions. But, the RCPSP requires exponential computational resources as the problem complexity increases, as it is intractable. Thus, Soft Computing based approaches provide better results towards solving the problem optimally. This paper presents the usage of a discrete version of the Teaching Learning Based Optimization (TLBO) metaheuristic to solve the problem. Also, a hybrid model using 2-point crossover inspired by the Genetic Algorithm is presented. The proposed models are extensively tested on well-known benchmark test instances and analyzed. The promising results demonstrate the efficiency of the proposed solutions for solving the RCPSP problem of varying magnitudes.

Key Words

Scheduling, Optimization; RCPSP (Resource Constrained Project Scheduling Problem), Soft Computing, Metaheuristics, Swarm Intelligence, Nature Inspired Algorithms, Teaching Learning Based Optimization Algorithm (TLBO), 2-point Crossover.

Cite This Article

" A Modified Discrete Teaching Learning Based Optimization Algorithm for the Resource Constrained Project Scheduling Problem", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.9, Issue 8, page no.f673-f684, August-2022, Available :http://www.jetir.org/papers/JETIR2208571.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

" A Modified Discrete Teaching Learning Based Optimization Algorithm for the Resource Constrained Project Scheduling Problem", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.9, Issue 8, page no. ppf673-f684, August-2022, Available at : http://www.jetir.org/papers/JETIR2208571.pdf

Publication Details

Published Paper ID: JETIR2208571
Registration ID: 501967
Published In: Volume 9 | Issue 8 | Year August-2022
DOI (Digital Object Identifier): http://doi.one/10.1729/Journal.31445
Page No: f673-f684
Country: Mumbai, Maharashtra, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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