ECONOMIC LOT SCHEDULING PROBLEM
IN IMPERFECT PRODUCTION SYSTEM WITH TWO KEY MODULES
A THESIS
Submitted in Partial Fulfillment of the Requirement for the Bachelor Degree of Engineering in Industrial Engineering
FILEMON YOGA ADHISATYA 10 14 06247
INTERNATIONAL INDUSTRIAL ENGINEERING PROGRAM DEPARTMENT OF INDUSTRIAL ENGINEERING
FACULTY OF INDUSTRIAL TECHNOLOGY UNIVERSITAS ATMA JAYA YOGYAKARTA
ACKNOWLEDGEMENT
The author conducted the research on Economic Lot Scheduling Problem in Imperfect Production System with Two Key Modules to fulfill partial requirement
to earn bachelor degree of Industrial Engineer of Universitas Atma Jaya Yogyakarta.
The author would like to deliver highest appreciation to Mr. The Jin Ai, D.Eng. and Mrs. Ririn Diar Astanti, D.Eng. as the faculty supervisor and co-supervisor for
the help to the author while conducting this research. Moreover, Mr. The Jin Ai, D.Eng. and Mrs. Ririn Diar Astanti, D.Eng. have also been guiding and
encouraging the author to achieve highest achievements during his study in Universitas Atma Jaya Yogyakarta.
The deepest appreciation for love and dedication goes to the author‟s parents, Mr. Fidelis Priyo Djatmiko and Mrs. Zita Pancawesti. Their love and dedication for
the author have been the main power to start, conduct and finally finish this research.
All other appreciation goes to author‟s family, relatives and friends in Himpunan Mahasiswa Teknik Industri UAJY and Industrial Engineering batch 2010 for all the supports given to the author to finish this thesis. Last but not least, author is
TABLE OF CONTENT
CHAPTER TITLE PAGE
Title Page i
Identification Page ii
Declaration of Originality iii
Acknowledgement iv
Table of Content v
List of Table viii
List of Figure ix
Abstract xi
1 Introduction 1
1.1. Background 1
1.2. Problem Formulation 2
1.3. Objectives 3
1.4. Scopes and Limitations 4
2. Literature Review and Theoretical Background 5
2.1. Economic Lot Scheduling Problem 5
2.2. Economic Production Quantity Model with Two Imperfect
Modules 8
2.3. ELSP Five Key Research Themes 9
2.4. Gap Analysis and Research Contributions 15
3 Research Methodology 17
3.1. Literature Review 17
3.2. Problem Identification 17
3.3. Problem Generation 18
3.5. Result Analysis 19
3.6. Conclusion 20
4 Development of ELSP Model in Perfect Production System 22
4.1. Data and Problem Formulation 22
4.2. ELSP in Perfect Production System Using Independent
Solution Approach 24
4.3. ELSP in Perfect Production System Using Common Cycle
Approach 27
4.4. ELSP in Perfect Production System Using Basic Period
Approach 30
5 ELSP in Imperfect Production System with One Key Module 33
5.1. Data and Problem Formulation 33
5.2. ELSP in Imperfect Production System with One Key Module
Using IS Approach 35
5.3. ELSP in Imperfect Production System with One Key Module
Using CC Approach 39
6 Development of ELSP Model in Imperfect Production System
with Two Key Modules 42
6.1. Data and Problem Formulation 42
6.2. Economic Production Quantity Model in Imperfect
Production System with Two Key Modules 45
6.3. ELSP Model in Imperfect Production System with Two Key
Modules 50
7.1. Result Analysis on ELSP in Perfect Production System 60
7.2. Result Analysis on ELSP in Imperfect Production System
with One Key Module 61
7.3. Result Analysis on ELSP in Imperfect Production System
with Two Key Modules 62
7.4. Verification on ELSP Model in Imperfect Production System
with Two Key Modules 63
8 Conclusion 68
List of Table
Table 2.1. ELSP Papers Classified by Chan‟s Key Themes and ELSP Basic
Assumptions 16
Table 4.1. Data of Bomberger‟s Stamping Problem 22
Table 5.1. Modified Bomberger Stamping Problem for Imperfect Production
System with One Key Module 34
Table 6.1. Modified Bomberger Stamping Problem for Imperfect Production
System with Two Key Modules 44
Table 7.1. Result Comparison on ELSP in Perfect Production System 60
Table 7.2. Result Comparison on ELSP in Imperfect Production System with
One Key Module 62
Table 7.3. Result Comparison on ELSP in Imperfect Production System with
Two Key Modules 63
Table 7.4. Total Costs of ELSP Cases 64
Table 7.5. Total Cost Incurred when Applying Cycle Times of ELSP with Perfect Production System to ELSP with Two Imperfect
List of Figure
Figure 3.1. Research Methodology 20
Figure 4.1. Solver for Independent Solution Perfect ELSP Model 24
Figure 4.2. Microsoft® Excel Spreadsheet of ELSP Model under IS Approach 25
Figure 4.3. Solver for Common Cycle Perfect ELSP Model 27 Figure 4.4. Microsoft® Excel Spreadsheet of ELSP Model under CC
Approach 28
Figure 4.5. Solver for Basic Period Perfect ELSP Model 30
Figure 4.6. Microsoft® Excel Spreadsheet of ELSP Model under BP
Approach 31
Figure 5.1. Solver for Independent Solution Imperfect ELSP Model with
One Key Module 36
Figure 5.2. Microsoft® Excel Spreadsheet of ELSP Model for Imperfect
Production System with One Key Module under IS Approach 37 Figure 5.3. Solver for Common Cycle Imperfect ELSP Model with
One Key Module 39
Figure 5.4. Microsoft® Excel Spreadsheet of ELSP Model for Imperfect
Production System with One Key Module under CC Approach 40
Figure 6.1. Production Uptime Segmentation 45
Figure 6.2. Solver for Independent Solution Imperfect ELSP Model with Two
Key Modules 53
Figure 6.3. Microsoft® Excel Spreadsheet of ELSP Model for Imperfect
Production System with Two Key Modules under IS Approach 54
Figure 6.4. Solver of Common Cycle Approach for Imperfect ELSP Model
with Two Key Modules 57
Figure 6.5. Microsoft® Excel Spreadsheet of ELSP Model for Imperfect
ABSTRACT
The thesis entitled “Economic Lot Scheduling Problem in Imperfect Production System with Two Key Modules” began with the problem identification based on literature review under the theme Economic Lot Scheduling Problem (ELSP). It
was revealed that no paper had been discussing about ELSP in imperfect production system with two key modules. Discussion of ELSP in imperfect
production context had only been written under one key module problem. Based on this literature review, the problem in this research was defined as finding the
cycle times for ten items of modified Bomberger (1966) stamping problem under ELSP in imperfect production system with two key modules context in order to
minimize the total cost covering holding cost, setup cost and quality-related cost of producing non-conforming items.
In pursue of these optimum cycle times, the algorithm of finding the cycle times was developed through a series of modeling from ELSP in perfect production
system, ELSP in imperfect production system with one key module and finally the ELSP in imperfect production system with two key modules. Solver function in Microsoft® Excel 2010 was used to obtain the optimum cycle times under
Independent Solution (IS) and Common Cycle (CC) approaches. Before applying this model to ELSP in imperfect production system with two key modules, an
Economic Production Quantity (EPQ) model with two imperfect modules proposed by Gong et al. (2012) must be proved. Only if the formula of expected
number of non-conforming items in the EPQ can be proved, this formula can be used in ELSP context with adjustments.
Since the formula to calculate the expected number of non-conforming items could be proven, the model and algorithm development of ELSP in imperfect
production system with two key modules could be done. Under the IS approach, the cycle times for modified Bomberger (1966) stamping problem was calculated as T={33.2, 23.6, 22.6, 11.2, 52.5, 85.9, 160, 20.7, 18.6, 38.6} for item 1, β, …,
10, respectively with total cost in one year of $101,307.9. Under the CC approach, the cycle time for modified Bomberger (1966) stamping problem was
calculated as T=31.892 with total cost in one year of $247,592.43. These two costs were higher than those of perfect production system problem since there