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ITS » Undergraduate Theses » Teknik Industri
Posted by dee@its.ac.id at 16/01/2012 14:37:08  •  59 Views

PENDEKATAN CROSS ENTROPY-GENETIC ALGORITHM PADA PERMASALAHAN MULTI OBJECTIVE JOB SHOP SCHEDULING

A CROSS ENTROPY-GENETIC ALGORITHM FOR MULTI OBJECTIVE JOB SHOP SCHEDULING PROBLEM

Created by :
NURKHALIDA, LILIEK  ( 2507100703 )



SubjectAlgoritma
Alt. Subject Genetic algoritms
KeywordMulti objective
Job shop scheduling
Cross entropy
Genetic algorithm

[ Description ]

Multi Objective Job Shop Scheduling Problem (MOJSP) merupakan permasalahan penentuan urutan operasi dari beberapa job dengan mempertimbangkan lebih dari satu tujuan yang ingin dicapai. Hal ini menjadikan penyelesaiannya tidak mudah karena kompleksitas masalah yang tinggi. Perkembangan metoda optimasi untuk mencapai solusi permasalahan ini mendorong munculnya banyak metode penyelesaian baru. Penelitian ini menawarkan pendekatan alternatif Cross Entropy-Genetic Algorithm untuk menyelesaikan kasus job shop dengan multi objektif. Metoda ini merupakan sintesa dari algoritma Cross Entropy dan Genetic Algorithm. Algoritma hibrid ini telah berhasil diterapkan pada kasus job shop scheduling dengan objektif tunggal. Untuk mengakomodasi perhitungan multi objektif, digunakan pendekatan fungsi utilitas (pembobotan). Dari hasil eksperimen yang dilakukan, tampak Cross Entropy-Genetic Algorithm dapat menghasilkan solusi yang kompetitif dibanding metoda Simulated Annealing.


Alt. Description

Multi Objective Job Shop Scheduling Problem (MOJSP) is a problem in defining optimal operation sequences of some jobs according to more than one goal to achieve. The problems get harder to solve because of its complexity. The development on optimization method has led many new methods to solve this problem. This research offers an approach of Cross Entropy-Genetic Algorithm method to solve job shop scheduling problem with multi objectives. The method was born from recombination of Cross Entropy method with Genetic Algorithm. This algorithm has been successfully applied on single objective job shop scheduling. The weighted objective approach was proposed to accommodate multi objective calculation. From the experiment result shows that generally, Cross Entropy-Genetic Algorithm has competitive solution to Simulated Annealing.

Contributor:
  1. Ir. Budi Santosa, M.S., Ph.D
Date Create:21/07/2011
Type:Text
Format:pdf
Language:Indonesian
Identifier:ITS-Undergraduate-3100011045155
Collection ID:3100011045155
Call Number:RSI 511.8 Nur p


Source :
Undergraduate Thesis of Industrial Engineering, RSI 511.8 Nur p, 2011

Coverage :
ITS Community

Rights :
Copyright @2011 by ITS Library. This publication is protected by copyright and per obtained from the ITS Library prior to any prohibited reproduction, storage in a re transmission in any form or by any means, electronic, mechanical, photocopying, reco For information regarding permission(s), write to ITS Library

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  2.  ITS-Undergraduate-17273-2507100703-Cover_en.pdf - 54 KB pdf files
  3.  ITS-Undergraduate-17273-2507100703-Approval_Sheet.pdf - 800 KB pdf files
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  5.  ITS-Undergraduate-17273-2507100703-Abstract_en.pdf - 238 KB pdf files
  6.  ITS-Undergraduate-17273-2507100703-Preface.pdf - 208 KB pdf files
  7.  ITS-Undergraduate-17273-2507100703-Table_of_Content.pdf - 206 KB pdf files
  8.  ITS-Undergraduate-17273-2507100703-Chapter1.pdf - 241 KB pdf files
  9.  ITS-Undergraduate-17273-2507100703-Conclusion.pdf - 217 KB pdf files
  10.  ITS-Undergraduate-17273-2507100703-Bibliography.pdf - 287 KB pdf files
  11.  ITS-Undergraduate-17273-2507100703-Biography.pdf - 262 KB pdf files
  12.  ITS-Undergraduate-17273-2507100703-Paper.pdf - 820 KB pdf files
  13.  ITS-Undergraduate-17273-2507100703-Presentation-1.pdf - 1788 KB pdf files
  14.  ITS-Undergraduate-17273-2507100703-Presentation-2.pdf - 1420 KB pdf files

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  2. ITS-Undergraduate-17273-2507100703-Chapter2-2.pdf - 1897 KB pdf files
  3. ITS-Undergraduate-17273-2507100703-Chapter3.pdf - 707 KB pdf files
  4. ITS-Undergraduate-17273-2507100703-Chapter4.pdf - 420 KB pdf files
  5. ITS-Undergraduate-17273-2507100703-Chapter5.pdf - 348 KB pdf files
  6. ITS-Undergraduate-17273-2507100703-Enclosure.pdf - 449 KB pdf files


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Cross , Cross entropy , Genetic , Genetic algorithm , Job , Job shop scheduling , Multi , Multi objective , algorithm , entropy , objective , scheduling , shop




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