The Multi criterion Decision-Making (MCDM) are gaining importance as potential tools

Size: px
Start display at page:

Download "The Multi criterion Decision-Making (MCDM) are gaining importance as potential tools"

Transcription

1 5 MCDM Methods 5.1 INTRODUCTION The Multi criterion Decision-Making (MCDM) are gaining importance as potential tools for analyzing complex real problems due to their inherent ability to judge different alternatives (Choice, strategy, policy, scenario can also be used synonymously) on various criteria for possible selection of the best/suitable alternative (s). These alternatives may be further explored in-depth for their final implementation. Figure 5.1 Multi criteria decision making (MCDM) Tree

2 Multi criterion Decision-Making (MCDM) analysis has some unique characteristics such as the presence of multiple non-commensurable and conflicting criteria, different units of measurement among the criteria, and the presence of quite different alternatives. It is an attempt to review the various MCDM methods and need was felt of further advanced methods for empirical validation and testing of the various available approaches for the extension of MCDM into group decision-making situations for the treatment of uncertainty Figure 5.2 Multi-dimensions of MCDM The weighted sum model (WSM) is the earliest and probably the most widely used method. The weighted product model (WPM) can be considered as a modification of the WSM, and has been proposed in order to overcome some of its weakness. The analytic hierarchy process (AHP), as proposed by Saaty is a later development and it has recently

3 become popular. Recently modification to the AHP is considered to be more consistent than the original approach. Some other widely used methods are the ELECTRE and the TOPSIS methods. 5.2 Description of Some MCDM methods There are three steps in utilizing any decision-making technique involving numerical analysis of alternatives: Determining the relevant criteria and alternatives Attach numerical measures to the relative importance to the criteria and the impact of the alternatives on these criteria Process the numerical values to determine a ranking of each alternative. Numerous MCDM methods such as ELECTRE-3 and 4, promethee-2, Compromise Programming, Cooperative Game theory, Composite Programming, Analytical Hierarchy Process, Multi-Attribute Utility Theory, Multicriterion Q-Analysis etc are employed for different applications. However, more research is still to be done to explore the applicability and potentially of more MCDM methods to real-world planning and design problems to reduce the gap between theory and practice The WSM Method The weighted sum model (WSM) is probably the most commonly used approach, especially in single dimensional problems. If there are m alternatives and n criteria then, the best alternative is the one that satisfies the following expression

4 AWSM =max ao wf for i=1,2,3,----m, ( 4.1) Where Awsm is the WSM score of the best alternative, n is the number of decision criteria, ao is the actual value of the i-th alternative in terms of the j-th criterion, and wf is the weight of importance of the j-th criterion. The assumption that governs this model is the additive utility assumption. That is the total value of each alternative is equal to the sum of the products given in the equation 4.1. In single-dimensional cases, where all the units are same, the WSM can be used without difficulty. Difficulty with this method emerges when it is applied to multi dimensional MCDM problems. Then, in combining different dimensions, and consequently different units, the additive utility assumption is violated and the result is equivalent to adding apples and oranges The WPM Method The weighted product model (WPM) is very similar to the WSM. The main difference is that instead of addition in the model there is multiplication. Each alternative is compared with the others by multiplying a number of ratios, one for each criterion. Each ration is raised to the power equivalent to the relative weight of the corresponding criterion. In general, in order to compare two alternatives AK and AL, the following product has to be calculated R (AK/ AL) =akj/aij (4.2) Where n is the number of criteria, a is the actual value of the i-th alternative in terms of the j-th criterion, and wf is the weight of the j-th criterion.

5 If the term R(AK/ AL) is greater than or equal to one, then it indicates that alternative AK is more desirable than alternative AL ( in the maximization case). The best alternative is the one that is better than or at least equal to all other alternatives. The WPM is sometimes called dimensionless analysis because its structure eliminates any units of measure. Thus, the WPM can be used in single- and multi-dimensional MCDM. An advantage of the method is that instead of the actual values it can use relative ones The AHP method The Analytic Hierarchy Process (AHP) decomposes a complex MCDM problem into a system of hierarchies. The final step in the AHP deals with the structure of an m*n matrix ( Where m is the number of alternatives and n is the number of criteria). The matrix is constructed by using the relative importance of the alternatives in terms of each criterion. Analytic Hierarchy Process (AHP) is an MCMD method based on priority theory. It deals with complex problems which involve the consideration of multiple criteria/alternatives simultaneously. Its ability to incorporate data and judgement of experts into the model in a logical way, to provide a scale for measuring intangibles and method of establishing priorities to deal with interdependence of elements in a system to allow revision of judgements in a short time to monitor the consistency in the decision-maker s judgements to accommodate group judgements if the groups cannot reach a natural consensus, makes this method a valuable contribution to the field of MCDM. The methodology is capable of Breaking down a complex, unstructured situation into its component parts, Arranging these parts into a hierarchic order (criteria, sub-criteria,

6 alternatives etc.) Assigning numerical values from 1 to 9 to subjective judgements on the relative importance of each criterion based on the characteristics Synthesizing the judgements to determine the overall priorities of criteria/sub-criteria/ alternatives Eigenvector approach is used to compute the priorities/weights of the criteria/ subcriteria/alternatives for the given pairwise comparison matrix. In order to fully specify reciprocal and square pairwise comparison matrix, N (N-1)/2 pairs of criteria/subcriteria/alternatives are to be avalauted. The eigen vector corresponding to the maximum eigenvalue (λmax) is required to be computed to determine the weight vectors of the criteria/sub-criteria/alternatives. Small changes in the elements of the pairwise comparison matrix imply a small change in λmax and the deviation of λmax from N is a deviation of consistency. This is represented by Consistency Index (CI). i.e. (λmax N)/(N-1). Randon Index (RI) is the consistency index for a randomly-filled matrix of size. Consistency ratio (CR) is the ration of CI to average RI for the same size matrix. A CR value of 0.1 or less is considered as acceptable. Other wise, an attempt is to be made to improve the consistency ny obtaining additional information. Prof. Thomas L. Saaty (1980) originally developed the Analytic Hierarchy Process (AHP) to enable decision making in situations characterized by multiple attributes and alternatives. AHP is one of the Multi Criteria decision making techniques. AHP has been applied successfully in many areas of decision-making. In short, it is a method to derive ratio scales from paired comparisons. Four major steps in applying the AHP technique are:

7 1 Develop a hierarchy of factors impacting the final decision. This is known as the AHP decision model. The last level of the hierarchy is the three candidates as an alternative. 2 Elicit pair wise comparisons between the factors using inputs from users/managers 3 Evaluate relative importance weights at each level of the hierarchy 4 Combine relative importance weights to obtain an overall ranking of the three candidates. While comparing two criteria we follow the simple rule as recommended by Saaty (1980). Thus while comparing two attributes X and Y we assign the values in the following manner based on the relative preference of the decision maker in this case the HR Managers Intensity of Definition Importance 1 Equal importance 3 Weak importance of one over other 5 Strong Importance 7 Demonstrated Importance 9 Absolute Importance

8 2,4,6,8 Intermediate Values Reciprocals of the If activity i has one of the above numbers assigned above to it when compared with activity j, then j has the reciprocal value when compared with i When elements are close and nearly indistinguishable Table 1: Scale Used for Pair wise Comparison To fill the lower triangular matrix, we use the reciprocal values of the upper diagonal. Thus we have complete comparison matrix B Estimating the Consistency for sensitivity analysis Sensitivity analysis is an extension to AHP, which is relatively unstudied. Sensitivity analysis can be useful in providing information as to the robustness of any decision. It is applicable and necessary to explore the impact of alternative priority structure for the rating of employee. The weights for the pair wise comparison were changed and it was found that the performance evaluation was also changing accordingly. Step 1. Multiply each value in the first column of the pairwise comparison matrix by corresponding relative priority matrix. Step 2. Repeat Step 1 for remaining columns. Step 3. Add the vectors resulted from step-1 and 2.

9 Step 4. Divide each elements of the vector of weighed sums obtained in step 1-3 by the corresponding priority value. Step 5. Compute the average of the values found in step 4. Let be the average. Step 6. Compute the consistency index (CI), which is defined as ( - n) / (n-1). Compute the random index, RI, using ratio: RI = 1.98 (n-2)/n Accept the matrix if consistency ratio, CR, is less than 0.10, where CR is CR = CI / RI Consistency Ratio CR = (CI/CR) If the Consistency Ratio (CI/CR) <0.10, so the degree of consistency is satisfactory. The decision maker s comparison is probably consistent enough to be useful. Two other MCDM methods are ELECTRE and TOPSIS methods. These methods are of limited acceptance by the scientific and practitioners communities.

10 5.2.4 The ELECTRE Method The ELECTRE (for Elimination and Choice Translating Reality; method was first introduced in The basic concept of the ELECTRE method is to deal with outranking relations by using pairwise comparisons among alternatives under each one of the criteria separately. The outranking relationship of the two alternatives Ai and Aj describes that even when the i-th alternative does not determine the j-th alternative quantitatively, then the decision maker may still take the risk of regarding Ai as almost better than Aj. Alternatives are said to be dominated, if there is another alternative which excels them in one or more criteria and equals in the remaining criteria. The ELECTRE method begins with pairwise comparisons of alternatives under each criterion. Using physical or monetary values, denoted as gi(ai) and gj(aj) of the alternatives Ai and Aj respectively, and by introducing threshold levels for the different gi(ai) and gj(aj), the decision maker may declare that he/she is indifferent between the alternatives under consideration, that he/she has a weak or strict preference for one of the two, or that he/she is unable to express any of these preference relations. Therefore a set of binary relations of alternatives, the so-called outranking relations may be complete or incomplete. Next the decision maker is requested to assign weights or importance factors in order to express their relative importance. Through the consecutive assessments of the outranking relations of the alternatives, the ELECTRE method elicits the so-called concordance index defined as the amount of evidence to support the conclusion that alternative Aj outranks or dominates, alternatives Ai, as well as the discordance index the counter-part of the concordance index.

11 Finally, the ELECTRE method yields a system of binary outranking relations between the alternatives. Because this system is not necessarily complete, the ELECTRE method is sometimes unable to identify the most preferred alternative. It only produces a core of leading alternatives. This method has a clearer view of alternatives by eliminating less favourable ones. This method is especially convenient when there are decision problems that involve a few criteria with a large number of alternaives The TOPSIS Method TOPSIS ( for the Technique for Order Preference by Similarly to Ideal Solution) was developed by Hwang and Yoon in 1980 as an alternative to the ELECTRE method and can be considered as one of its most widely accepted variants. The basic concept of this method is that the selected alternative should have the shortest distance from the ideal solution and the farthest distance from the negative-ideal solution in some geometrical sense. The TOPSIS method assumes that each criterion has a tendency of monotonically increasing or decreasing utility. Therefore, it is easy to define the ideal and negat ive-ideal solutions. The Euclidean distance approach was proposed to evaluate the relative closeness of the alternatives to the ideal solution. Thus, the preference order of the alternatives can be derived by a series of comparisons of these relative distances. The TOPSIS method first converts the various criteria dimensions into non-dimensional criteria as was the case with the ELECTRE method. As a remark, it should be stated that in the ELECTRE and TOPSIS methods the Euclidean distance represent some plausible assumptions. Other alternative distance

12 measures could be used as well, in which case it is possible for one to get different answers for the same problem. However, it is reasonable to assume here that for the benefit criteria, the decision maker wants to have a maximum value among the alternatives. For the cost criteria, the decision maker wants to have a minimum value among the alternatives. Generally A+ indicates the most preferable alternative or the ideal solution. Similarly, alternative A- indicates the least preferable alternative or the negative ideal solution The Fuzzy AHP Method Fuzzy AHP is Fuzzification of the AHP (analytic hierarchy process) used in conventional market surveys, etc. In AHP, several products and alternatives are evaluated, and by means of pair comparisons, the weight of each evaluation item and the evaluation values for each product and alternatives are found for each evaluation item, but the results of pair comparisons are not 0,1, but rather the degree is given by a numerical value. In fuzzy AHP, the weight is expressed by possibility measure or necessary measure, and in addition, the conventional condition that the total of various weights be 1 is relaxed. 5.3 STEPS IN MCDM METHODOLOGY It can be summarized as: Defining the problem and fixing the criteria Appropriate data collection Establishment of feasible/efficient alternatives

13 Formulation of payoff matrix (alternative versus criteria array) Selection of appropriate method to solve the problem Incorporation of decision-maker s preference structure Choosing one or more of the best/suitable alternative (s) for further analysis The MCMD methods can be further classified into four groups, i.e., distance, outranking, priority/utility, and mixed category. METHODS OF ESTIMATION OF WEIGHTS Relative importance or weight of a criterion indicates the priority assigned to the criterion by the decision-maker while ranking the alternatives in a Multicriteria Decision-Making (MCDM) environment. A number of methods are available in literature for computing the weights, Notable among them, that are used frequently, are Rating Method, Entropy Method etc. Rating Method Rating method requires the decision-maker to express all the criterion weights on a numerical scale. A higher value for a given criterion represents its relative importance over the other criteria. The method is simple and advantages when there are small number of criteria but may give erroneous results if the number of criteria is large. Number of researchers used the concept of linguistic variables in a fuzzy environment in the form of Triangular Fuzzy Numbers (TFNs) to determine the weights of criterion Entropy Method

14 Entropy is a term that measures the uncertainty associated with random phenomena of the expected information content of a certain message and this uncertainty is represented by a discrete probability distribution. The Entropy Method estimates the weights of the various criteria from the given payoff matrix and is independent of the views of the decision-maker. This method is particularly useful to explore contrasts between sets of data. These sets of data can be mapped as a set of alternative solutions in the payoff matrix where each alternative solution is evaluated in terms of its outcome. The philosophy of this method is based on the amount of information available and its relationship with importance of the criterion. If the entropy value is high, the uncertainty contained in the criterion vector is high, diversification of the information is low and correspondingly the criterion is less important. This method is advantageous as it reduces the burden of the decision-maker for large sized problems. It can also be used as a benchmark solution in th situations where consensus can note be reached in a group, while estimating the weights of criteria. On the other hand, the role of the decision-maker is limited while estimating the weights of the criterion.

Group Decision Support System for Multicriterion Analysis A Case Study in India

Group Decision Support System for Multicriterion Analysis A Case Study in India Group Decision Support System for Multicriterion Analysis A Case Study in India K. Srinivasa Raju Department of Civil Engineering, S.E.S.College of Engineering, Kopargaon 423 603, Maharashtra, India D.Nagesh

More information

A Decision Support System for Performance Evaluation

A Decision Support System for Performance Evaluation A Decision Support System for Performance Evaluation Ramadan AbdelHamid ZeinEldin Associate Professor Operations Research Department Institute of Statistical Studies and Research Cairo University ABSTRACT

More information

Use of AHP Method in Efficiency Analysis of Existing Water Treatment Plants

Use of AHP Method in Efficiency Analysis of Existing Water Treatment Plants International Journal of Engineering Research and Development ISSN: 78-067X, Volume 1, Issue 7 (June 01), PP.4-51 Use of AHP Method in Efficiency Analysis of Existing Treatment Plants Madhu M. Tomar 1,

More information

MULTI CRITERIA EVALUATION

MULTI CRITERIA EVALUATION MULTI CRITERIA EVALUATION OVERVIEW Decision making on alternatives for risk reduction planning starts with an intelligence phase for recognition of the decision problems and identifying the objectives.

More information

Analytic Hierarchy Process, Basic Introduction

Analytic Hierarchy Process, Basic Introduction Analytic Hierarchy Process, Basic Introduction **Draft 2009-08-12** This tutorial uses a common situation to illustrate how to handle a multilevel decision question using a method called the AHP (Analytic

More information

The Department of Industrial and Manufacturing Systems Engineering

The Department of Industrial and Manufacturing Systems Engineering STUDY OF RANKING IRREGULARITIES WHEN EVALUATING ALTERNATIVES BY USING SOME ELECTRE METHODS AND A PROPOSED NEW MCDM METHOD BASED ON REGRET AND REJOICING A Thesis Submitted to the Graduate Faculty of the

More information

Determining and ranking essential criteria of Construction Project Selection in Telecommunication of North Khorasan-Iran

Determining and ranking essential criteria of Construction Project Selection in Telecommunication of North Khorasan-Iran Determining and ranking essential criteria of Construction Project Selection in Telecommunication of North Khorasan-Iran Majid Mojahed, Rosnah bt Mohd Yusuff, Mohammad Reyhani Abstract Economy project

More information

Implementation of AHP and TOPSIS Method to Determine the Priority of Improving the Management of Government s Assets

Implementation of AHP and TOPSIS Method to Determine the Priority of Improving the Management of Government s Assets Implementation of AHP and TOPSIS Method to Determine the Priority of Improving the Management of Government s Assets Januar Febriansyah * Rahmat Gernowo Amie Kusumawardhani Master of Information Systems

More information

SELECTING A PROFOUND TECHNICAL SERVICE PROVIDER TO PERFORM A TECHNICAL FIELD DEVELOPMENT STUDY FROM GIVEN MULTIPLE CRITERIA

SELECTING A PROFOUND TECHNICAL SERVICE PROVIDER TO PERFORM A TECHNICAL FIELD DEVELOPMENT STUDY FROM GIVEN MULTIPLE CRITERIA SELECTING A PROFOUND TECHNICAL SERVICE PROVIDER TO PERFORM A TECHNICAL FIELD DEVELOPMENT STUDY FROM GIVEN MULTIPLE CRITERIA Slamet Riyadi, Lokman Effendi and Rafikul Islam Department of Business Administration,

More information

A Fuzzy Multiple Attribute Decision Making Model for Benefit-Cost Analysis with Qualitative and Quantitative Attributes

A Fuzzy Multiple Attribute Decision Making Model for Benefit-Cost Analysis with Qualitative and Quantitative Attributes A Fuzzy Multiple Attribute Decision Making Model for Benefit-Cost Analysis with Qualitative and Quantitative Attributes M. Ghazanfari and M. Mellatparast Department of Industrial Engineering Iran University

More information

VENDOR RATING AND SELECTION IN MANUFACTURING INDUSTRY

VENDOR RATING AND SELECTION IN MANUFACTURING INDUSTRY International Journal of Decision Making in Supply Chain and Logistics (IJDMSCL) Volume 2, No. 1, January-June 2011, pp. 15-23, International Science Press (India), ISSN: 2229-7332 VENDOR RATING AND SELECTION

More information

On of the major merits of the Flag Model is its potential for representation. There are three approaches to such a task: a qualitative, a

On of the major merits of the Flag Model is its potential for representation. There are three approaches to such a task: a qualitative, a Regime Analysis Regime Analysis is a discrete multi-assessment method suitable to assess projects as well as policies. The strength of the Regime Analysis is that it is able to cope with binary, ordinal,

More information

Analytic Hierarchy Process (AHP) in Ranking Non-Parametric Stochastic Rainfall and Streamflow Models

Analytic Hierarchy Process (AHP) in Ranking Non-Parametric Stochastic Rainfall and Streamflow Models Analytic Hierarchy Process (AHP) in Ranking Non-Parametric Stochastic Rainfall and Streamflow Models Masengo Ilunga Department of Civil & Chemical Engineering, University of South Africa, Pretoria, South

More information

Table of Contents REGIME (REGIME)

Table of Contents REGIME (REGIME) Table of Contents Regime...1/4 1 Introduction...1/4 2 Methodology...1/4 3 Process...1/4 4 Review...2/4 4.1 Evaluation of results...2/4 4.2 Experiences...3/4 4.3 Combinations...3/4 4.4 Strengths and weaknesses...3/4

More information

INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING RESEARCH AND DEVELOPMENT (IJIERD)

INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING RESEARCH AND DEVELOPMENT (IJIERD) INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING RESEARCH AND DEVELOPMENT (IJIERD) International Journal of Industrial Engineering Research and Development (IJIERD), ISSN 0976 ISSN 0976 6979 (Print) ISSN

More information

Facility Location Selection using PROMETHEE II Method

Facility Location Selection using PROMETHEE II Method Proceedings of e 200 International Conference on Industrial Engineering and Operations Management Dhaka, Bangladesh, January 9 0, 200 Facility Location Selection using PROMETHEE II Meod Viay Manikrao Aawale

More information

ISSN: ISO 9001:2008 Certified International Journal of Engineering and Innovative Technology (IJEIT) Volume 3, Issue 9, March 2014

ISSN: ISO 9001:2008 Certified International Journal of Engineering and Innovative Technology (IJEIT) Volume 3, Issue 9, March 2014 A Comprehensive Model for Evaluation of Sport Coaches Performance Qiang ZHANG 1* Bo HOU 1 Yue WANG 1 Yarong XIAO 1 1. College of Optoelectronic Engineering Chongqing University Chongqing P.R. China 400044

More information

Evaluating Overall Efficiency of Sewage Treatment Plant Using Fuzzy Composition

Evaluating Overall Efficiency of Sewage Treatment Plant Using Fuzzy Composition World Applied Sciences Journal 12 (3): 293-298, 2011 ISSN 1818-4952 IDOSI Publications, 2011 Evaluating Overall Efficiency of Sewage Treatment Plant Using Fuzzy Composition A.K. Khambete and R.A. Christian

More information

ANALYTICAL HIERARCHY PROCESS BASED ON DATA FLOW DIAGRAM

ANALYTICAL HIERARCHY PROCESS BASED ON DATA FLOW DIAGRAM A H P B D 1 Substitute: 1 ANALYTICAL HIERARCHY PROCESS BASED ON DATA FLOW DIAGRAM A H P B D 2 1. Describe analytical hierarchy technique? When there is more than one system configuration available for

More information

Available online at ScienceDirect. Information Technology and Quantitative Management (ITQM 2014)

Available online at  ScienceDirect. Information Technology and Quantitative Management (ITQM 2014) Available online at www.sciencedirect.com ScienceDirect Procedia Computer Science 31 ( 2014 ) 691 700 Information Technology and Quantitative Management (ITQM 2014) Supplier Selection: A Fuzzy-ANP Approach

More information

Proposal for using AHP method to evaluate the quality of services provided by outsourced companies

Proposal for using AHP method to evaluate the quality of services provided by outsourced companies Available online at www.sciencedirect.com ScienceDirect Procedia Computer Science 55 (2015 ) 715 724 Information Technology and Quantitative Management (ITQM 2015) Proposal for using AHP method to evaluate

More information

Keywords: Fuzzy failure modes, Effects analysis, Fuzzy axiomatic design, Fuzzy AHP.

Keywords: Fuzzy failure modes, Effects analysis, Fuzzy axiomatic design, Fuzzy AHP. Int. J. Res. Ind. Eng. Vol. 6, No. 1 (2017) 51-68 International Journal of Research in Industrial Engineering www.riejournal.com Failure Modes and Effects Analysis under Fuzzy Environment Using Fuzzy Axiomatic

More information

Military Application of Multi-Criteria Decision Making

Military Application of Multi-Criteria Decision Making AARMS Vol. 14, No. 4 (2015) 291 297. Military Application of Multi-Criteria Decision Making GYARMATI József 1 Which is the most appropriate military device for the army based on user interest? This is

More information

GIS-BASED SITE SELECTION FOR UNDERGROUND NATURAL RESOURCES USING FUZZY AHP-OWA

GIS-BASED SITE SELECTION FOR UNDERGROUND NATURAL RESOURCES USING FUZZY AHP-OWA GIS-BASED SITE SELECTION FOR UNDERGROUND NATURAL RESOURCES USING FUZZY AHP-OWA Sabzevari, A. R. a and M. R. Delavar b a GIS Dept., School of Surveying and Geospatial Eng., College of Eng., University of

More information

A Decision Support Model for Contractor Selection in a Government Procurement Supply Chain: Evidence from an Emerging Market

A Decision Support Model for Contractor Selection in a Government Procurement Supply Chain: Evidence from an Emerging Market A Decision Support Model for Selection in a Government Procurement Supply Chain: Evidence from an Emerging Market Chris I. Enyinda Alabama A & M University Alphonso O. Ogbuehi Clayton State University

More information

Architecture value mapping: using fuzzy cognitive maps as a reasoning mechanism for multi-criteria conceptual design evaluation

Architecture value mapping: using fuzzy cognitive maps as a reasoning mechanism for multi-criteria conceptual design evaluation Scholars' Mine Doctoral Dissertations Student Research & Creative Works Summer 2011 Architecture value mapping: using fuzzy cognitive maps as a reasoning mechanism for multi-criteria conceptual design

More information

Using Macbeth Method for Technology Selection in Production Environment

Using Macbeth Method for Technology Selection in Production Environment American Journal of Data Mining and Knowledge Discovery 2017; 2(1): 37-41 http://www.sciencepublishinggroup.com/j/ajdmkd doi: 10.11648/j.ajdmkd.20170201.15 Using Macbeth Method for Technology Selection

More information

[Rathore* et al., 5(9): September, 2016] ISSN: IC Value: 3.00 Impact Factor: 4.116

[Rathore* et al., 5(9): September, 2016] ISSN: IC Value: 3.00 Impact Factor: 4.116 IJESRT INTERNATIONAL JOURNAL OF ENGINEERING SCIENCES & RESEARCH TECHNOLOGY SUPPLIER SELECTION PROCESS IN SUPPLY CHAIN MANAGEMENT Chandraveer Singh Rathore*, Sachin Agarwal M. Tech. Student, SAIT, INDORE,

More information

Capacity Dilemma: Economic Scale Size versus. Demand Fulfillment

Capacity Dilemma: Economic Scale Size versus. Demand Fulfillment Capacity Dilemma: Economic Scale Size versus Demand Fulfillment Chia-Yen Lee (cylee@mail.ncku.edu.tw) Institute of Manufacturing Information and Systems, National Cheng Kung University Abstract A firm

More information

Using the AHP-ELECTREIII integrated method in a competitive profile matrix

Using the AHP-ELECTREIII integrated method in a competitive profile matrix 2011 International Conference on Financial Management and Economics IPEDR vol.11 (2011) (2011) IACSIT Press, Singapore Using the AHP-ELECTREIII integrated method in a competitive profile matrix Meysam

More information

Abstract: * Prof. P. Sheela ** Mr. R.L.N. Murthy

Abstract: * Prof. P. Sheela ** Mr. R.L.N. Murthy The Use of Fuzzy Analytical Hierarchy Process (FAHP) Model for the Primary Screening of Business Opportunity in the Process of Entrepreneurial Activity. Abstract: * Prof. P. Sheela ** Mr. R.L.N. Murthy

More information

Evaluation method for climate change mitigation instruments

Evaluation method for climate change mitigation instruments Evaluation method for climate change mitigation instruments Popi A. Konidari* National and Kapodistrian University of Athens Department of Informatics and Telecommunications pkonidar@kepa.uoa.gr Abstract.

More information

ERP Reference models and module implementation

ERP Reference models and module implementation ERP Reference models and module implementation Based on Supporting the module sequencing decision in the ERP implementation process An application of the ANP method, Petri Hallikainen, Hannu Kivijärvi

More information

A Semi-Structured Process for ERP Systems Evaluation: Applying Analytic Network Process

A Semi-Structured Process for ERP Systems Evaluation: Applying Analytic Network Process A Semi-Structured Process for ERP Systems Evaluation: Applying Analytic Network Process Huan-Jyh Shyur shyur@mail.im.tku.edu.tw Department of Information Management Tamkang University Abstract This paper

More information

Risk Assessment for Hazardous Materials Transportation

Risk Assessment for Hazardous Materials Transportation Applied Mathematical Sciences, Vol. 3, 2009, no. 46, 2295-2309 Risk Assessment for Hazardous Materials Transportation D. Barilla Departement SEA Faculty of Economiy - University of Messina dbarilla@unime.it

More information

Developing a Green Supplier Selection Model by Using the DANP with VIKOR

Developing a Green Supplier Selection Model by Using the DANP with VIKOR Sustainability 2015, 7, 1661-1689; doi:10.3390/su7021661 Article OPEN ACCESS sustainability ISSN 2071-1050 www.mdpi.com/journal/sustainability Developing a Green Supplier Selection Model by Using the DANP

More information

Evaluating and Selecting Web Sources as External Information Resources of a Data Warehouse

Evaluating and Selecting Web Sources as External Information Resources of a Data Warehouse Evaluating and Selecting Web Sources as External Information Resources of a Data Warehouse Yan Zhu Alejandro P. Buchmann Department of Computer Science, Darmstadt University of Technology 64283 Darmstadt,

More information

Chapter 9: Static Games and Cournot Competition

Chapter 9: Static Games and Cournot Competition Chapter 9: Static Games and Cournot Competition Learning Objectives: Students should learn to:. The student will understand the ideas of strategic interdependence and reasoning strategically and be able

More information

Chapter 3. Integrating AHP, clustering and association rule mining

Chapter 3. Integrating AHP, clustering and association rule mining Chapter 3. Integrating AHP, clustering and association rule mining This chapter presents a novel product recommendation methodology that combines group decision-making and data mining. This method has

More information

A Multi-Criteria Ranking Method for Selecting the Retrofitting Alternatives of Buildings

A Multi-Criteria Ranking Method for Selecting the Retrofitting Alternatives of Buildings I J C T A, 9(24), 2016, pp. 125-135 International Science Press A Multi-Criteria Ranking Method for Selecting the Retrofitting Alternatives of Buildings Reza Pashaei*, Wahid B. Omar* and Abdolreza S. Moghadam**

More information

PROMETHEE USE IN PERSONNEL SELECTION

PROMETHEE USE IN PERSONNEL SELECTION PROMETHEE USE IN PERSONNEL SELECTION by Ali Reza Afshari, Department of Industrial Engineering, Islamic Azad University, Shirvan Branch, Shirvan, Iran, afshari@mshdiau.ac.ir Mohammad Anisseh, Imam Khomeini

More information

Understanding Performance Criterions for Leagile Supply Chain using Fuzzy AHP

Understanding Performance Criterions for Leagile Supply Chain using Fuzzy AHP National Seminar On Management Challenges in The New Milieu The Road Ahead Understanding Performance Criterions for Leagile Supply Chain using Fuzzy AHP Presented by Chhabi Ram Matawale Research Scholar

More information

CAHIER DE RECHERCHE n E4

CAHIER DE RECHERCHE n E4 CAHIER DE RECHERCHE n 2010-11 E4 Supplier selection for strategic supplier development Richard Calvi Marie-Anne le Dain Thomas C. Fendt Clemens J. Herrmann Unité Mixte de Recherche CNRS / Université Pierre

More information

Applications of Multi-criteria Decision Making in Software Engineering

Applications of Multi-criteria Decision Making in Software Engineering Applications of Multi-criteria Decision Making in Software Engineering Sumeet Kaur Sehra Research Scholar(I.K.G.P.T.U., Jalandhar) Assistant Professor Guru Nanak Dev Engg. College, Ludhiana Yadwinder Singh

More information

A RANKING AND PRIORITIZING METHOD FOR BRIDGE MANAGEMENT

A RANKING AND PRIORITIZING METHOD FOR BRIDGE MANAGEMENT A RANKING AND PRIORITIZING METHOD FOR BRIDGE MANAGEMENT Saleh Abu Dabous and Sabah Alkass Department of Building, Civil and Environmental Engineering, Concordia University, Rm: EV-6139 1455 de Maisonneuve,

More information

Key Knowledge Generation Publication details, including instructions for author and Subscription information:

Key Knowledge Generation Publication details, including instructions for author and Subscription information: This article was downloaded by: Publisher: KKG Publications Registered office: 18, Jalan Kenanga SD 9/7 Bandar Sri Damansara, 52200 Malaysia Key Knowledge Generation Publication details, including instructions

More information

The Implementation of Analytical Hierarchy Process Method for Outstanding Achievement Scholarship Reception Selection at Universal University of Batam

The Implementation of Analytical Hierarchy Process Method for Outstanding Achievement Scholarship Reception Selection at Universal University of Batam IOP Conference Series: Earth and Environmental Science PAPER OPEN ACCESS The Implementation of Analytical Hierarchy Process Method for Outstanding Achievement Scholarship Reception Selection at Universal

More information

Considering Interactions among Multiple Criteria for the Server Selection

Considering Interactions among Multiple Criteria for the Server Selection JIOS, VOL. 34, NO. (200) SUBMITTED /09; ACCEPTED 2/09 UDC 005.53:004 Original Scientific Paper Considering Interactions among Multiple Criteria for the Server Selection Vesna Čančer University of Maribor

More information

Multi-Criteria Analysis of Advanced Planning System Implementation

Multi-Criteria Analysis of Advanced Planning System Implementation Multi-Criteria Analysis of Advanced Planning System Implementation Claudemir L. Tramarico, Valério A. P. Salomon and Fernando A. S. Marins São Paulo State University (UNESP) Engineering School, Campus

More information

A novel multiobjective programming approach dealing with qualitative and quantitative objectives for environmental management

A novel multiobjective programming approach dealing with qualitative and quantitative objectives for environmental management Ecological Economics 56 (2006) 584 593 ANALYSIS A novel multiobjective programming approach dealing with qualitative and quantitative objectives for environmental management Ming-Lung HungT, Wan-Fa Yang,

More information

Selection of the Best Artificial Lift Method for One of the Iranian Oil Field Using Multiple Attribute Decision Making Methods

Selection of the Best Artificial Lift Method for One of the Iranian Oil Field Using Multiple Attribute Decision Making Methods International Journal of Engineering and Technology Volume 2 No. 2, February, 2012 Selection of the Best Artificial Lift Method for One of the Iranian Oil Field Using Multiple Attribute Decision Making

More information

Preference Elicitation for Group Decisions

Preference Elicitation for Group Decisions Preference Elicitation for Group Decisions Lihi Naamani-Dery 1, Inon Golan 2, Meir Kalech 2, and Lior Rokach 1 1 Telekom Innovation Laboratories at Ben-Gurion University, Israel 2 Ben Gurion University,

More information

AN AHP APPLICATION IN VENDOR SELECTION

AN AHP APPLICATION IN VENDOR SELECTION ISAHP 2005, Honolulu, Hawaii, July 8-10, 2005 AN AHP APPLICATION IN VENDOR SELECTION Ozden Bayazit a, Birsen Karpak b a Department of Business Administration, College of Business, Central Washington University,

More information

A study on Supply Chain issues of Indian Railway in Samastipur division using AHP technique

A study on Supply Chain issues of Indian Railway in Samastipur division using AHP technique A study on Supply Chain issues of Indian Railway in Samastipur division using AHP technique Saurabh Bhardwaj 1, C.S. Jawalkar 2 1,2 Department of Production and Industrial Eng., PEC University of Technology,

More information

A Fuzzy AHP Approach for Supplier Selection

A Fuzzy AHP Approach for Supplier Selection OPERATIONS AND SUPPLY CHAIN MANAGEMENT Vol. 7, No. 2, 2014, pp. 46-53 ISSN 1979-3561 EISSN 1979-3871 A Fuzzy AHP Approach for Supplier Selection Abhijeet K. Digalwar Mechanical Engineering Department,

More information

ANALYSIS OF THE FACTORS OF LOCALIZATION OF THE COMPANY DEVELOPMENT USING MCDM METHODS IN PRACTICE

ANALYSIS OF THE FACTORS OF LOCALIZATION OF THE COMPANY DEVELOPMENT USING MCDM METHODS IN PRACTICE ANALYSIS OF THE FACTORS OF LOCALIZATION OF THE COMPANY DEVELOPMENT USING MCDM METHODS IN PRACTICE Iveta Dočkalíková Jana Klozíková Abstract When making a strategic decision with respect to the risk and

More information

Identification of Target Issues in Turkey s ADR Integration

Identification of Target Issues in Turkey s ADR Integration Identification of Target Issues in Turkey s ADR Integration Matthias Klumpp 1, Dilay Çelebi 2 1 Institute for Logistics and Service Management (ild), FOM University of Applied Sciences, Leimkugelstraße

More information

Incorporating cost and environmental factors in quality function deployment using TOPSIS method

Incorporating cost and environmental factors in quality function deployment using TOPSIS method Int. J. Quality Engineering and Technology, Vol. 2, No. 1, 2011 63 Incorporating cost and environmental factors in quality function deployment using TOPSIS method Majid Kavosi* and Mohammad Mahdi Mozaffari

More information

An Exploratory Study of Critical Success Factors of Brand Extension Strategies using Fuzzy Analytical Hierarchy Process.

An Exploratory Study of Critical Success Factors of Brand Extension Strategies using Fuzzy Analytical Hierarchy Process. An Exploratory Study of Critical Success Factors of Brand Extension Strategies using Fuzzy Analytical Hierarchy Process Emad Atef-Yeta 1, Ali Karbasi 2, Amirhossein Zarbini-Sydani 1, Sina Miri-Nargesi

More information

OPTIMIZED BALANCED SCORECARD INTEGRATED MODEL FOR EVALUATION OF ORGANIZATIONS PERFORMANCE

OPTIMIZED BALANCED SCORECARD INTEGRATED MODEL FOR EVALUATION OF ORGANIZATIONS PERFORMANCE OPTIMIZED BALANCED SCORECARD INTEGRATED MODEL FOR EVALUATION OF ORGANIZATIONS PERFORMANCE by Hagag Maher Abd El-Hameed Abou El-Hasan B.Sc. Industrial Engineering A Thesis Submitted to the Faculty of Engineering

More information

Fuzzy Logic Based Vendor Selection for the Public Procurement Sector: a Case Study

Fuzzy Logic Based Vendor Selection for the Public Procurement Sector: a Case Study Fuzzy Logic Based Vendor Selection for the Public Procurement Sector: a Case Study Nicola Costantino 1, Mariagrazia Dotoli, Marco Falagario 3, Maria Pia Fanti 4 1 Dipartimento di Ingegneria Meccanica e

More information

Even Swaps Method for Developing Assessment Capabilities of E-Negotiation System

Even Swaps Method for Developing Assessment Capabilities of E-Negotiation System Proceedings of the International Multiconference on ISSN 1896-7094 Computer Science and Information Technology, pp. 597 606 2007 PIPS Even Swaps Method for Developing Assessment Capabilities of E-Negotiation

More information

Exploring Fuzzy SAW Method for Maintenance Strategy Selection Problem of Material Handling Equipment

Exploring Fuzzy SAW Method for Maintenance Strategy Selection Problem of Material Handling Equipment Research Article International Journal of Current Engineering and Technology ISSN 2277-4106 2013 INPRESSCO. All Rights Reserved. Available at http://inpressco.com/category/ijcet Exploring Fuzzy SAW Method

More information

Modeling of competition in revenue management Petr Fiala 1

Modeling of competition in revenue management Petr Fiala 1 Modeling of competition in revenue management Petr Fiala 1 Abstract. Revenue management (RM) is the art and science of predicting consumer behavior and optimizing price and product availability to maximize

More information

Application of the Analytic Hierarchy Process (AHP) for locating fire stations: Case Study Maku City

Application of the Analytic Hierarchy Process (AHP) for locating fire stations: Case Study Maku City Merit Research Journal of Art, Social Science and Humanities (ISSN: 2350-2258) Vol. 2(1) pp. 001-010, January, 2014 Available online http://www.meritresearchjournals.org/assh/index.htm Copyright 2014 Merit

More information

Effect of criteria weighting methods on the ranking of water suppliers performance

Effect of criteria weighting methods on the ranking of water suppliers performance Effect of criteria weighting methods on the ranking of water suppliers performance ANTÓNIO A. L. S. DUARTE 1 ; GISELA M. C. RODRIGUES 1 ; RUI A. R. RAMOS 1 1 Department of Civil Engineering University

More information

Available online at ScienceDirect. Procedia Computer Science 35 (2014 )

Available online at  ScienceDirect. Procedia Computer Science 35 (2014 ) Available online at www.sciencedirect.com ScienceDirect Procedia Computer Science 35 (2014 ) 1145 1154 18 th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems

More information

CHAPTER 7 CONCLUSIONS, LIMITATIONS AND SCOPE FOR FUTURE WORK

CHAPTER 7 CONCLUSIONS, LIMITATIONS AND SCOPE FOR FUTURE WORK CHAPTER 7 CONCLUSIONS, LIMITATIONS AND SCOPE FOR FUTURE WORK Indian manufacturing industry has witnessed irrepressible competition in the recent times in terms of low costs, improved quality and diverse

More information

Application of the Fuzzy Delphi Method and the Fuzzy Analytic Hierarchy Process for the Managerial Competence of Multinational Corporation Executives

Application of the Fuzzy Delphi Method and the Fuzzy Analytic Hierarchy Process for the Managerial Competence of Multinational Corporation Executives International Journal of e-education, e-business, e-management and e-learning, Vol., No., August 0 Application of the Fuzzy Delphi Method and the Fuzzy Analytic Hierarchy Process for the Managerial Competence

More information

Multi Criteria Evaluation

Multi Criteria Evaluation Working Group 3, task 3.2 'Options for integrating EST indicators' Multi Criteria Evaluation Working paper for the COST 356 Meeting in Torino, October 10-12, 2007 prepared by Patrick Wäger Technology and

More information

Decision Support System (DSS) Advanced Remote Sensing. Advantages of DSS. Advantages/Disadvantages

Decision Support System (DSS) Advanced Remote Sensing. Advantages of DSS. Advantages/Disadvantages Advanced Remote Sensing Lecture 4 Multi Criteria Decision Making Decision Support System (DSS) Broadly speaking, a decision-support systems (DSS) is simply a computer system that helps us to make decision.

More information

Folia Oeconomica Stetinensia DOI: /foli DECISION SUPPORT METHODS FOR SUPPLY PROCESSES IN THE FLORAL INDUSTRY

Folia Oeconomica Stetinensia DOI: /foli DECISION SUPPORT METHODS FOR SUPPLY PROCESSES IN THE FLORAL INDUSTRY #0# Folia Oeconomica Stetinensia DOI: 10.1515/foli-2017-0022 DECISION SUPPORT METHODS FOR SUPPLY PROCESSES IN THE FLORAL INDUSTRY Agata Kutyba, MSc. Eng. 1 Jerzy Mikulik, Ph.D. Eng., Associate Prof. 2

More information

A Model for Group Decision Support for Supplier Selection

A Model for Group Decision Support for Supplier Selection A Model for Group Decision Support for Supplier Selection Abstract: Procurement is one of the critical functions in supply chain management, since it directly impacts the performance of the firm. The domain

More information

AHP Based Agile Supply Chains M.Balaji, P.Madhumathi, Dr.G.Karuppusami, D.Sindhuja

AHP Based Agile Supply Chains M.Balaji, P.Madhumathi, Dr.G.Karuppusami, D.Sindhuja AHP Based Agile Supply Chains M.Balaji, P.Madhumathi, Dr.G.Karuppusami, D.Sindhuja Abstract-- Selection suppliers and distributors are vital and lays the foundation for supply chain operation. It is an

More information

Assessment of Risk in Construction Projects by Modified Fuzzy Analytic Hierarchy Process

Assessment of Risk in Construction Projects by Modified Fuzzy Analytic Hierarchy Process Assessment of Risk in Construction Projects by Modified Fuzzy Analytic Hierarchy Process C. Sadhana 1, S. Shanmugapriya 2 1Student M.E.(CEM), Civil Engineering Department, Coimbatore Institute of Technology/Anna

More information

The Efficient Allocation of Individuals to Positions

The Efficient Allocation of Individuals to Positions The Efficient Allocation of Individuals to Positions by Aanund Hylland and Richard Zeckhauser Presented by Debreu Team: Justina Adamanti, Liz Malm, Yuqing Hu, Krish Ray Hylland and Zeckhauser consider

More information

A FUZZY AHP APPROACH FOR SUPPLIER SELECTION PROBLEM: A CASE STUDY IN A GEARMOTOR COMPANY

A FUZZY AHP APPROACH FOR SUPPLIER SELECTION PROBLEM: A CASE STUDY IN A GEARMOTOR COMPANY A FUZZY AHP APPROACH FOR SUPPLIER SELECTION PROBLEM: A CASE STUDY IN A GEARMOTOR COMPANY Mustafa Batuhan AYHAN 1 Department of Industrial Engineering, Marmara University, Istanbul, TURKEY ABSTRACT: Supplier

More information

Preference Ordering in Agenda Based multi-issue negotiation for Service Level Agreement

Preference Ordering in Agenda Based multi-issue negotiation for Service Level Agreement Preference Ordering in Agenda Based multi-issue negotiation for Service Level Agreement Fahmida Abedin, Kuo-Ming Chao, Nick Godwin, Hisbel Arochena Department of Computing and the Digital Environment,

More information

Practitioner's Guide:

Practitioner's Guide: METHODFINDER Practitioner's Guide: Deutsche Gesellschaft für Technische Zusammenarbeit (GTZ) GmbH Concept and Layout: Dr Nikolaus Schall / Michael Becker Brief Description The objective tree technique

More information

MULTI-CRITERIA DECISION MAKING: AN EXAMPLE OF SENSITIVITY ANALYSIS

MULTI-CRITERIA DECISION MAKING: AN EXAMPLE OF SENSITIVITY ANALYSIS www.sjm06.com Serbian Journal of Management 12 (1) (2017) 1-27 Serbian Journal of Management MULTI-CRITERIA DECISION MAKING: AN EXAMPLE OF SENSITIVITY ANALYSIS Dragan S. Pamučar, Darko Božanić and Aca

More information

Benchmarking facility management: applying analytic hierarchy process

Benchmarking facility management: applying analytic hierarchy process Benchmarking facility management: applying analytic hierarchy process John D. Gilleard and Philip Wong Yat-lung The authors John D. Gilleard is Associate Professor and Philip Wong Yat-lung is Research

More information

Variable Selection Methods for Multivariate Process Monitoring

Variable Selection Methods for Multivariate Process Monitoring Proceedings of the World Congress on Engineering 04 Vol II, WCE 04, July - 4, 04, London, U.K. Variable Selection Methods for Multivariate Process Monitoring Luan Jaupi Abstract In the first stage of a

More information

Decision Analysis Applied to Small Satellite Risk Management

Decision Analysis Applied to Small Satellite Risk Management AIAA SciTech Forum 5-9 January 2015, Kissimmee, Florida 53rd AIAA Aerospace Sciences Meeting AIAA 2015-1863 Decision Analysis Applied to Small Satellite Risk Management Katharine Brumbaugh Gamble * and

More information

Manažment v teórii a praxi 2/2006

Manažment v teórii a praxi 2/2006 SELECTION OF THE INFORMATION SYSTEMS' DEVELOPMENT IN ENTERPRISES BY MULTI-CRITERIA DECISION-MAKING Vesna Čančer ABSTRACT This article presents the methodology for the selection of information systems development

More information

Application of the method of data reconciliation for minimizing uncertainty of the weight function in the multicriteria optimization model

Application of the method of data reconciliation for minimizing uncertainty of the weight function in the multicriteria optimization model archives of thermodynamics Vol. 36(2015), No. 1, 83 92 DOI: 10.1515/aoter-2015-0006 Application of the method of data reconciliation for minimizing uncertainty of the weight function in the multicriteria

More information

ANALYTIC HIERARCHY PROCESS IN SELECTING BEST GROUNDWATER POND

ANALYTIC HIERARCHY PROCESS IN SELECTING BEST GROUNDWATER POND 31 st International Geological Congress, Rio de Janeiro, Brazil, 6-17 August 2000 ANALYTIC HIERARCHY PROCESS IN SELECTING BEST GROUNDWATER POND JANDRIC, Z., SRDJEVIC, B. Institute for Water Management,

More information

Application of Fuzzy Multi-Criteria Decision Making Analysis for Evaluating and Selecting the Best Location for Construction of Underground Dam

Application of Fuzzy Multi-Criteria Decision Making Analysis for Evaluating and Selecting the Best Location for Construction of Underground Dam Acta Polytechnica Hungarica Vol. 10, No. 7, 2013 Application of Fuzzy Multi-Criteria Decision Making Analysis for Evaluating and Selecting the Best Location for Construction of Underground Dam Parviz Rezaei

More information

Civil & Environmental Engineering

Civil & Environmental Engineering Journal of Civil & Environmental Engineering Civil & Environmental Engineering Peris-Mora and Velasco, 2015, 5:6 http://dx.doi.org/10.4172/2165-784x.1000193 ISSN: 2165-784X Research Article Open Access

More information

Testability Assessment of Object Oriented Software Using Static Metric Model and Analytic Hierarchy Process

Testability Assessment of Object Oriented Software Using Static Metric Model and Analytic Hierarchy Process www.ijcsi.org 76 Testability Assessment of Object Oriented Software Using Static Metric Model and Analytic Hierarchy Process 2 Dr. Pushpa R. Suri 1, Harsha Singhani 2 Department of Computer Science and

More information

A Particle Swarm Optimization Algorithm for Multi-depot Vehicle Routing problem with Pickup and Delivery Requests

A Particle Swarm Optimization Algorithm for Multi-depot Vehicle Routing problem with Pickup and Delivery Requests A Particle Swarm Optimization Algorithm for Multi-depot Vehicle Routing problem with Pickup and Delivery Requests Pandhapon Sombuntham and Voratas Kachitvichayanukul Abstract A particle swarm optimization

More information

An evaluation of preference weighting methods in multicriteria analysis: testing on sediment remediation alternatives in the Bergen Harbour

An evaluation of preference weighting methods in multicriteria analysis: testing on sediment remediation alternatives in the Bergen Harbour Sediment and Society - Technical Brief An evaluation of preference weighting methods in multicriteria analysis: testing on sediment remediation alternatives in the Bergen Harbour David N. Barton, Norwegian

More information

International INTERNATIONAL Journal of Mechanical JOURNAL Engineering OF MECHANICAL Research and Development (IJMERD), ISSN

International INTERNATIONAL Journal of Mechanical JOURNAL Engineering OF MECHANICAL Research and Development (IJMERD), ISSN International INTERNATIONAL Journal of Mechanical JOURNAL Engineering OF MECHANICAL Research and Development (IJMERD), ISSN ENGINEERING 2248 9347(Print) RESEARCH ISSN 2228 AND 9355(Online), DEVELOPMENT

More information

THE MACBETH APPROACH FOR EVALUATION OFFERS IN ILL STRUCTURE NEGOTIATIONS PROBLEMS 2

THE MACBETH APPROACH FOR EVALUATION OFFERS IN ILL STRUCTURE NEGOTIATIONS PROBLEMS 2 OPTIMUM. STUDIA EKONOMICZNE NR 5 (71) 2014 Ewa ROSZKOWSKA 1 THE MACBETH APPROACH FOR EVALUATION OFFERS IN ILL STRUCTURE NEGOTIATIONS PROBLEMS 2 Summary This paper described the main idea of the MACBETH

More information

Evaluation and selection of energy technologies using an integrated graph theory and analytic hierarchy process methods

Evaluation and selection of energy technologies using an integrated graph theory and analytic hierarchy process methods Decision Science Letters 5 (2016) 327 348 Contents lists available at GrowingScience Decision Science Letters homepage: www.growingscience.com/dsl Evaluation and selection of energy technologies using

More information

The Modeling Of A Conceptual Engineering Design System Using The Decision-Matrix Logic

The Modeling Of A Conceptual Engineering Design System Using The Decision-Matrix Logic The Modeling Of A Conceptual Engineering Design System Using The Decision-Matrix Logic Safarudin Ramdhani 1,2,*, and J Jamari 2 1 Industrial Engineering Faculty of Engineering, Dian Nuswantoro University,

More information

ARTICLE IN PRESS Resources, Conservation and Recycling xxx (2012) xxx xxx

ARTICLE IN PRESS Resources, Conservation and Recycling xxx (2012) xxx xxx RECYCL-2546; No of Pages 17 Resources, Conservation and Recycling xxx (2012) xxx xxx Contents lists available at SciVerse ScienceDirect Resources, Conservation and Recycling ourna l h o me pa ge: wwwelseviercom/locate/resconrec

More information

WEB-BASED PROCESS AND PRODUCER EVALUATION FOR COLLABORATIVE ENGINEERING OF CAST PRODUCTS

WEB-BASED PROCESS AND PRODUCER EVALUATION FOR COLLABORATIVE ENGINEERING OF CAST PRODUCTS WEB-BASED PROCESS AND PRODUCER EVALUATION FOR COLLABORATIVE ENGINEERING OF CAST PRODUCTS Milind Akarte Lecturer, Production Engineering Department, SGGS College of Engineering and Technology, Nanded, India

More information

Integration of DEMATEL and ANP Methods for Calculate The Weight of Characteristics Software Quality Based Model ISO 9126

Integration of DEMATEL and ANP Methods for Calculate The Weight of Characteristics Software Quality Based Model ISO 9126 Integration of DEMATEL and ANP Methods for Calculate The Weight of Characteristics Software Quality Based Model ISO 9126 Sugiyanto Department of Informatics Institut Teknologi Adhi Tama Surabaya (ITATS)

More information

Public Transportation Decision-Making: A Case Analysis of the Memphis Light Rail Corridor and Route Selection with Analytic Hierarchy Process 1

Public Transportation Decision-Making: A Case Analysis of the Memphis Light Rail Corridor and Route Selection with Analytic Hierarchy Process 1 Public Transportation Decision-Making Public Transportation Decision-Making: A Case Analysis of the Memphis Light Rail Corridor and Route Selection with Analytic Hierarchy Process 1 Reza Banai, University

More information

An Application of Fuzzy Delphi and Fuzzy AHP for Multi-criteria Evaluation on Bicycle Industry Supply Chains

An Application of Fuzzy Delphi and Fuzzy AHP for Multi-criteria Evaluation on Bicycle Industry Supply Chains An Application of Fuzzy Delphi and Fuzzy AHP for Multi-criteria Evaluation on Bicycle Industry Supply Chains JAO-HONG CHENG 1, CHIH-HUEI TANG 2 Department of Information Management National Yunlin University

More information