MAINTENANCE STRATEGY SELECTION BASED ON HYBRID AHP-GP MODEL SUZANA SAVIĆ GORAN JANAĆKOVIĆ MIOMIR STANKOVIĆ University of Niš, Faculty of Occupational Safety.

Slides:



Advertisements
Similar presentations
Modellistica e Gestione dei Sistemi Ambientali A tool for multicriteria analysis: The Analytic Hierarchy Process Chiara Mocenni University of.
Advertisements

Multicriteria Decision-Making Models
DECISION MODELING WITH Multi-Objective Decision Making
Multi‑Criteria Decision Making
Analytical Hierarchy Process (AHP) - by Saaty
1 1 © 2003 Thomson  /South-Western Slide Chapter 15 Multicriteria Decision Problems n Goal Programming n Goal Programming: Formulation and Graphical.
Suitability and Optimality in the Asset Allocation Process Conflict and Resolution Paul Bolster, Northeastern University Sandy Warrick, S&S Software.
1 1 Slide Chapter 10 Multicriteria Decision Making n A Scoring Model for Job Selection n Spreadsheet Solution of the Job Selection Scoring Model n The.
Analytic Hierarchy Process Multiple-criteria decision-making Real world decision problems –multiple, diverse criteria –qualitative as well as quantitative.
Analytic Hierarchy Process Multiple-criteria decision-making Real world decision problems –multiple, diverse criteria –qualitative as well as quantitative.
ANALYTIC HIERARCHY PROCESS
MIS 463 Analytic Hierarchy Process. 2 The Analytic Hierarchy Process (AHP) It is popular and widely used method for multi-criteria decision making. Allows.
Lecture 08 Analytic Hierarchy Process (Module 1)
1 Critical Success Factors and Organizational Performance Prepared by: Niemann, Lahlou, Zertani & Pflug Lecturer: Ihsan Yüksel.
1. Introduction 2 In this study, fuzzy logic (FL), multiple criteria decision making (MCDM) and maintenance management (MM) are integrated into one subject.
Introduction to Management Science
1 1 Slide © 2005 Thomson/South-Western EMGT 501 HW Solutions Problem Problem
Multi Criteria Decision Modeling Preference Ranking The Analytical Hierarchy Process.
I’M THINKING ABOUT BUYING A CAR BUT WHICH ONE DO I CHOOSE? WHICH ONE IS BEST FOR ME??
1 The Analytic Hierarchy Process. 2 Overview of the AHP 1.Set up decision hierarchy 2.Make pairwise comparisons of attributes and alternatives 3.Transform.
KING FAHD UNIVERSITY OF PETROLEUM & MINERALS DHAHRAN SAUDI ARABIA DEPARTMENT OF ARCHITECTURAL ENGINEERING ARE 520: Advanced Construction and Maintenance.
Executive Manager Decision Making and Policy Planning, typically with many goals Sometimes even > 1 decision maker (Game Theory, Group Decisions) Linear.
Introduction to Management Science
A semantic learning for content- based image retrieval using analytical hierarchy process Speaker : Kun Hsiang.
On Fairness, Optimizing Replica Selection in Data Grids Husni Hamad E. AL-Mistarihi and Chan Huah Yong IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS,
1 1 Slide © 2005 Thomson/South-Western EMGT 501 HW Solutions Chapter 14 - SELF TEST 20.
ARE-520 Advance construction and Maintenance Modeling By
Computerized Multiple Criteria Decision Making Model for Projects Planning and Implementation By Ali Reda Al-Jaroudi Presented by: Jihad Farhat.
9-1 Copyright © 2010 Pearson Education, Inc. Publishing as Prentice Hall Multicriteria Decision Making Chapter 9.
Multicriteria Decision Making
9-1 Copyright © 2013 Pearson Education, Inc. Publishing as Prentice Hall Multicriteria Decision Making Chapter 9.
«Enhance of ship safety based on maintenance strategies by applying of Analytic Hierarchy Process» DAGKINIS IOANNIS, Dr. NIKITAKOS NIKITAS University of.
Presented by Johanna Lind and Anna Schurba Facility Location Planning using the Analytic Hierarchy Process Specialisation Seminar „Facility Location Planning“
1 1 Slide © 2001 South-Western College Publishing/Thomson Learning Anderson Sweeney Williams Anderson Sweeney Williams Slides Prepared by JOHN LOUCKS QUANTITATIVE.
Evaluation of Quality of Learning Scenarios and Their Suitability to Particular Learners’ Profiles Assoc. Prof. Dr. Eugenijus Kurilovas, Vilnius University,
Jason Chen, Ph.D. Professor of MIS School of Business
Quantitative Analysis for Management Multifactor Evaluation Process and Analytic Hierarchy Process Dr. Mohammad T. Isaai Graduate School of Management.
1 1 Slide © 2004 Thomson/South-Western Chapter 17 Multicriteria Decisions n Goal Programming n Goal Programming: Formulation and Graphical Solution and.
Multicriteria assessment of the ergonomic risk probability creation by chosen groups of stakeholders with using AHP method within the context.
Quality Estimation Model of Higher Education Institutions Suzana Savić, Goran Janaćković, Miomir Stanković, University of Niš, Faculty of occupational.
Spreadsheet Modeling and Decision Analysis, 3e, by Cliff Ragsdale. © 2001 South-Western/Thomson Learning Multicriteria Decision Making u Decision.
Incomplete Pairwise Comparison Matrices in Multi-Attribute Decision Making S. Bozóki*, J. Fülöp*, L. Rónyai** * Research Group of Operations.
Recap: How the Process Works (1) Determine the weights. The weights can be absolute or relative. Weights encompass two parts -- the quantitative weight.
Chapter 9 - Multicriteria Decision Making 1 Chapter 9 Multicriteria Decision Making Introduction to Management Science 8th Edition by Bernard W. Taylor.
A Decision Support System for Supplier Evaluation and Order Allocation M.A. Thesis By Emir Göçen Supervised by Aslı Sencer Department of MIS November 2008.
Agenda for This Week Wednesday, April 27 AHP Friday, April 29 AHP Monday, May 2 Exam 2.
Analytic Hierarchy Process. 2 The Analytic Hierarchy Process (AHP) Founded by Saaty in It is a popular and widely used method for multi-criteria.
Multi-Criteria Analysis - preference weighting. Defining weights for criteria Purpose: to express the importance of each criterion relative to other criteria.
To accompany Quantitative Analysis for Management, 9e \by Render/Stair/Hanna M1-1 © 2006 by Prentice Hall, Inc. Upper Saddle River, NJ Analytic Hierarchy.
BUSINESS PERFORMANCE MANAGEMENT
Analytic Hierarchy Process (AHP)
LECTURE 10. Course: “Design of Systems: Structural Approach” Dept. “Communication Networks &Systems”, Faculty of Radioengineering & Cybernetics Moscow.
Hibrid Model for eLearning Quality Evaluation Suzana Savić, Miomir Stanković, Goran Janaćković University of Nis, Faculty of Occupational Safety in Nis.
Constructing the PAHP-based Decision Support System by Considering the Ambiguity in Decision Making Norihiro Saikawa Department of Computer and Information.
To Accompany Russell and Taylor, Operations Management, 4th Edition,  2003 Prentice-Hall, Inc. All rights reserved. Supplement S7 Supplier Selection.
ON ELICITATION TECHNIQUES OF NEAR-CONSISTENT PAIRWISE COMPARISON MATRICES József Temesi Department of Operations Research Corvinus University of Budapest,
ESTIMATING WEIGHT Course: Special Topics in Remote Sensing & GIS Mirza Muhammad Waqar Contact: EXT:2257 RG712.
MCE: Eigen Values Calculations from Pair Wise Comparisons. Addition to Exercise 2-8.
This Briefing is: UNCLASSIFIED Aha! Analytics 2278 Baldwin Drive Phone: (937) , FAX: (866) An Overview of the Analytic Hierarchy Process.
Analytic Hierarchy Process Multiple-criteria decision-making Real world decision problems –multiple, diverse criteria –qualitative as well as quantitative.
Reality of Highway Construction Equipment in Palestine
Supplement S7 Supplier Selection.
Analytic Hierarchy Process (AHP)
A Scoring Model for Job Selection
ANALYTIC HIERARCHY PROCESS (AHP)
Analytic Hierarchy Process Prepared by Lee Revere and John Large
Slides by John Loucks St. Edward’s University.
Agenda for This Week Monday, April 25 AHP Wednesday, April 27
Multicriteria Decision Making
AHP (Analytic Hierarchy process)
Presentation transcript:

MAINTENANCE STRATEGY SELECTION BASED ON HYBRID AHP-GP MODEL SUZANA SAVIĆ GORAN JANAĆKOVIĆ MIOMIR STANKOVIĆ University of Niš, Faculty of Occupational Safety in Niš

CONTENT INTRODUCTION MAINTENANCE STRATEGIES AHP-GP MODEL FOR MAINTENANCE STRATEGY SELECTION CONCLUSION

INTRODUCTION In the last several years, multi-criteria decision making has been recommended as a method of selecting the strategy, policy and method of maintaining technical systems. In this paper, an integral approach based on the method of Analytical Hierarchy Process and Goal Programming is used for maintenance strategy selection. Reliability, availability, safety and costs are used as decision making criteria, while corrective, preventive and proactive maintenance strategies are used as alternatives.

MAINTENANCE STRATEGIES The highest level of system maintenance refers to maintenance strategy. The basic maintenance strategies are: Corrective maintenance strategy Preventive maintenance strategy Proactive maintenance strategy

AHP-GP MODEL FOR MAINTENANCE STRATEGY SELECTION The methodology involves the following basic steps: 1. Application of AHP methodology 2. Application of the GP based on AHP results 3. Selection of the appropriate maintenance strategy.

AHP methodology The AHP method involves the following steps: The overall goal (objective) is identified and clearly defined; The criteria, sub-criteria and alternatives which contribute to the overall goal are identified; The hierarchical structure is formed; Pairwise comparison is made; The priority weights vector is estimated by using the eigenvalue method; The consistency of the judgments is checked; The global priority vector is calculated.

AHP methodology Hierarchy scheme for maintenance strategy selection

AHP methodology Scale of AHP pairwise comparison LevelImportanceExplanation 1Equal The equal contribution of two factors to the objective 3Moderate Experience and judgment slightly favor one factor over another one 5Strong Experience and judgment strongly favor one criterion over another one 7Very strong A factor is favored very strongly over another; its dominance demonstrated in practise 9Extreme The evidence favoring one factor over another is of the highest possible of affirmation

AHP methodology Pairwise comparisons at each level are presented in the square matrix form: a ij are the judgments or the relative importance of alternative i over alternative j, and a ij =1 for i=j and a ij =1/a ji for i≠j

AHP methodology Relative weights determination Eigenvector of criteria: Eigenvectors of alternatives for every single criterion (or local scores):

AHP methodology Checking result consistency consistency index consistency ratio random index If CR≤0,1 result is consistency. n RI000,520,891,111,251,351,40

AHP methodology Global priority determination

Goal Programming General model of goal programming objective function: limits:

Goal Programming The goal programming model of maintenance strategy selection

Goal Programming

Selection of maintenance strategy To solve the problem of goal programming, a modified simplex procedure is used. The results of applying this procedure are the following: values of real variables (x 1, x 2 and x 3 ); values od priority factors (P 1 and P 2 ); deviation from the defined target values ( and, k=1,…, r); and realized target values ​​. Based on the normalised values of real variables (x 1 is the corrective maintenance strategy, x 2 is the preventive maintenance strategy, x 3 is the proactive maintenance strategy), the optimal strategy of maintaining the technical system is chosen.

CONCLUSION Using the AHP method, global and local scores are determined They are used as coefficients of the appropriate goals and sub-goals of GP methods They are also used to define the target values of criteria The result of applying the hybrid AHP-GP model is the selection of maintenance strategy (corrective, preventive or proactive).

THANKS FOR YOUR ATTENTION