• 제목/요약/키워드: Fuzzy AHP (Analytic Hierarchy Process)

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확장된 Fuzzy AHP를 이용한 효율적인 의사결정 (An efficient Decision-Making using the extended Fuzzy AHP Method(EFAM))

  • 류경현;피수영
    • 한국지능시스템학회논문지
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    • 제19권6호
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    • pp.828-833
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    • 2009
  • 웹상에서 이용할 수 있는 방대한 문서의 집합인 WWW은 사용자를 위한 다양한 정보의 보고이다. 그러나 불필요한 정보의 필터링이나 사용자가 필요한 정보를 검색하는데 많은 시간이 소요되어 효율적인 의사결정을 하는데 어려움이 있다. 본 논문에서는 의사결정에 관한 요소를 계층화 구조로 나타내는 AHP나 Fuzzy AHP방법들을 데이터의 관점에서 대안, 평가기준, 주관적 속성가중치, 개념과 객체 사이에 퍼지 관계를 기반으로 웹 자원을 효과적으로 관리하고 의사결정을 할 수 있는 EFAM(Extended Fuzzy AHP Method) 모델을 제안하였다. 제안한 EFAM 모델은 웹상의 효율적인 문서검색과 특정 영역의 문제를 의사결정하기 위하여 영역의 코퍼스로부터 추출된 개념들이 가지는 의미론적 내용에 감성 기준을 고려함으로써 효율적으로 문서를 추출할 수 있어서 명확한 의사결정을 할 수가 있음을 실험을 통하여 확인한다.

Fuzzy AHP와 BSC를 이용한 공급자와 그린 공급자 선정 문제의 비교 연구 (A Comparison Study on Supplier and Green Supplier Selection Problems using Fuzzy AHP and BSC)

  • 서광규
    • 대한안전경영과학회지
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    • 제13권4호
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    • pp.117-124
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    • 2011
  • Supplier selection is one of the most important activities of a company. This importance is increased even more by new strategies in a supply chain, because of the key role suppliers perform in terms of quality, costs and services which affect the outcome in the buyer's company. In addition, green production has become an important issue for almost every manufacturer and will determine the sustainability of a manufacturer. Therefore a performance evaluation system for supplier and green suppliers is necessary to determine the suitability of suppliers to cooperate with the company. Supplier and green supplier selection is a multiple criteria decision making problem in which the objectives are not equally important. In practice, vagueness and imprecision of the goals, constraints and parameters in these problems make the decision making complicated. The objective of this study is to construct a decision-making process using fuzzy analytic hierarchy process (FAHP) and balanced scorecard (BSC) for evaluating supplier and green suppliers in the manufacturing industry. The BSC concept is applied to define the hierarchy with four major perspectives and performance indicators are selected for each perspective. FAHP is then proposed in order to tolerate vagueness and ambiguity of information. Finally, FAHP is applied to facilitate the solving process. With the proposed approach, manufacturers can have a better understanding of the capabilities that supplier and green supplier must possess and can evaluate and select the most suitable supplier for cooperation.

Fuzzy AHP와 BSC 결합모델기반의 Green Supplier 선정 문제 (A Combined Fuzzy AHP and BSC Model based Green Supplier Selection Problem)

  • 서광규
    • 대한안전경영과학회지
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    • 제13권3호
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    • pp.63-69
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    • 2011
  • As environmental protection is becoming more and more important, green production has become a key issue for almost every manufacturer and will determine a manufacturer can be sustainable in the long term. Therefore a performance evaluation system for green suppliers is necessary to determine the suitability of suppliers to cooperate with the company. While the works on the evaluation and/or selection of suppliers are abundant, those that concern environmental issues are rather limited. The objective of this study is to construct a combined model based on fuzzy analytic hierarchy process (FAHP) and balanced scorecard (ESC) for evaluating green suppliers in the manufacturing industry. The ESC concept is applied to define the hierarchy with four major perspectives (i.e. financial, customer, internal business process, and learning and growth), and performance indicators are selected for each perspective. FAHP is then proposed in order to tolerate vagueness and ambiguity of information. Finally, FAHP is finally constructed to facilitate the solving process. With the proposed model, manufacturers can have a better understanding of the capabilities that a green supplier must possess and can evaluate and select the most suitable green supplier for cooperation.

SCM 시스템 선정을 위한 Fuzzy AHP 기반의 의사결정 모델 (A Fuzzy AHP based Decision-making Model for SCM System Selection)

  • 서광규
    • 산업경영시스템학회지
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    • 제30권3호
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    • pp.158-164
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    • 2007
  • Supply Chain Management (SCM) system is a critical investment that can affect the competitiveness and performance of a company. Selection of a right SCM system is one of the critical issues. This paper presents the characteristic factors of SCM system and a Fuzzy AHP (Analytic Hierarchy Process) based decision-making model for SCM system evaluation and selection. This study focuses on quantitative factors, applying the fuzzy concept to various evaluative factors. The proposed model can systematically construct the objectives of SCM system selection to achieve the business goals. A empirical example demonstrates the feasibility of the proposed model and the model can help a company to make better decision-making in the SCM system selection problem.

Acoustic Signal based Optimal Route Selection Problem: Performance Comparison of Multi-Attribute Decision Making methods

  • Borkar, Prashant;Sarode, M.V.;Malik, L. G.
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제10권2호
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    • pp.647-669
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    • 2016
  • Multiple attribute for decision making including user preference will increase the complexity of route selection process. Various approaches have been proposed to solve the optimal route selection problem. In this paper, multi attribute decision making (MADM) algorithms such as Simple Additive Weighting (SAW), Weighted Product Method (WPM), Analytic Hierarchy Process (AHP) method and Total Order Preference by Similarity to the Ideal Solution (TOPSIS) methods have been proposed for acoustic signature based optimal route selection to facilitate user with better quality of service. The traffic density state conditions (very low, low, below medium, medium, above medium, high and very high) on the road segment is the occurrence and mixture weightings of traffic noise signals (Tyre, Engine, Air Turbulence, Exhaust, and Honks etc) is considered as one of the attribute in decision making process. The short-term spectral envelope features of the cumulative acoustic signals are extracted using Mel-Frequency Cepstral Coefficients (MFCC) and Adaptive Neuro-Fuzzy Classifier (ANFC) is used to model seven traffic density states. Simple point method and AHP has been used for calculation of weights of decision parameters. Numerical results show that WPM, AHP and TOPSIS provide similar performance.

통합 의사결정지원시스템 SW개발 및 응용 (An Integrated Decision Support System SW and Its Application)

  • 황흥석
    • 한국경영과학회:학술대회논문집
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    • 대한산업공학회/한국경영과학회 2004년도 춘계공동학술대회 논문집
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    • pp.590-594
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    • 2004
  • 본 연구는 통합의사결정지원시스템을 위한 3-단계 모델과 이를 사용자가 쉽게 활용할 수 있도록 웹 기반의 전산 프로그램을 개발하고 응용 사례를 들어 보았다. 의사결정문제의 대안 선정, 대안을 평가시스템 및 여러 평가 위원들의 평가 결과를 종합하는 문제들을 포함하였으며 AHP(Analytic Hierarchy Process) 방법과 Fuzzy AHP방법을 활용하여 평가구조 평가인자 구성 및 각 가중치 등 개관적인 방법을 사용하였다. 이러한 3단계의 통합의사 결정방법은 1) Brain storming 단계서 대안 및 평가구조를 도출하고, 2) AHP 및 Fuzzy-AHP 방법으로 각 대안을 평가하여 의사 결정의 기반을 삼으며, 3) 여러 평가자들의 평가 결과를 합리적으로 통합하여 최선의 대안을 도출하는 방법이다.

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Make-or-buy Decision Model Using Fuzzy-AHP Method for School Foodservice System

  • Hwang, Heung-Suk;Ko, Wen-Hwa
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회 2007년도 추계학술대회 및 정기총회
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    • pp.121-129
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    • 2007
  • Recently a multi-attribute structure analysis method is one of the evident areas of important points in the decision support system analysis. This research developed an internet/intranet-based solution builder for a three-step decision support system using fuzzy-AHP in the view of 1) brainstorming far the idea generation, 2) fuzzy-AHP (fuzzy analytic hierarchy process) as a multi-attribute structured analysis method and 3) aggregation logic model to integrate the results of individual analysis. We applied this decision support system to the make-or-buy decision problem for school foodservice system considering the multi-attributes in the decision making. A computer program is developed and demonstrated it internet/intranet-based decision problem. It was known that this solution builder provides decision makers a good tool for mate-of-buy group decision making.

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Delphi/Fuzzy-AHP를 이용한 광양항 배후단지 활성화 방안에 관한 연구 (A Study of the Activation Plan for the Hinterland of Gwangyang Port using Delphi/Fuzzy-AHP)

  • 김선구;최용석
    • 한국항해항만학회:학술대회논문집
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    • 한국항해항만학회 2012년도 춘계학술대회
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    • pp.240-241
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    • 2012
  • 항만배후단지가 잠재수요 고객에게 시간과 비용을 절감할 수 있는 단순 기능에서 벗어나 통합 물류기능을 담당하는 미래형 물류배후공간으로 활성화 될 수 있도록 배후단지를 구성하는 요인들을 평가하고 전략을 도출하는 것이 중요하다. 따라서 광양항 컨테이너터미널 배후단지 활성화에 필요한 요인들을 도출하고, 실증평가를 통해 활성화에 필요한 요인의 우선순위와 전략들을 제안하고자 한다. 배후단지 활성화 요인은 델파이기법을 이용한 전문가 조사를 통해 선정하고, 선정된 배후단지 활성화 요인에 대한 측정영역과 요인들을 평가하는데 있어 다기준의사결정 모델인 AHP(Analytic Hierarchy Process)를 이용한다. 또한 분석방법으로 언어척도의 애매모호하고 불확실한 상황을 고려하여 가치판단에 있어 정교함이 더해진 방법론으로 평가되고 있는 퍼지이론을 결합한 Fuzzy-AHP를 적용한다.

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퍼지 AHP 적용에 있어서 평가자 신뢰도와 위험인식 성향의 반영 (The Consideration of Evaluator's Confidence and Risk Attitude in Fuzzy-AHP)

  • 남지희;이영건;김관현;최기련;박찬국
    • 산업경영시스템학회지
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    • 제30권1호
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    • pp.89-95
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    • 2007
  • In general, reliability of AHP(Analytic Hierarchy Process) depends on pairwise comparison of evaluators. In addition, human judgment on the importance of alternatives or criteria is always imprecise and vague. To cope with these shortcomings, Fuzzy AHP is suggested and used widely recently. But in Fuzzy AHP, it cannot deal with the evaluator's various attitudes towards risk and confidence owing to evaluator's different expertise and experience. This paper proposes a method for consideration of evaluator's confidence and risk attitude in Fuzzy AHP. And suggested methods are applied various scenarios to verify the meaningfulness. The result shows that the priority of alternatives can be change through the consideration of evaluator's confidence and risk attitude.

AHP 및 Fuzzy 의사결정 모형을 활용한 반도체 장치라인의 CTP 선정 방법론 개발 (Development of CTP Selection Methodology of Semiconductor Equipment Line Using AHP and Fuzzy Decision Model)

  • 정재환;김정섭;김여진;이종환
    • 반도체디스플레이기술학회지
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    • 제20권2호
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    • pp.6-13
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    • 2021
  • Cases and studies on the selection method of CTQ are relatively active, but there are few cases or studies on the selection method of CTP which is important in the device industry. In fact, many companies simply select and manage CTP from the point of contact based on their experience and intuition. The purpose of this study is to present an evaluation model and a mathematical decision model for rational and systematic CTP selection to improve the process quality of semiconductor equipment lines. In the evaluation model, AHP (Analytic Hierarchy Process) analysis technique was applied to show objective and quantitative figures, and Fuzzy decision-making model was used to solve the ambiguity and uncertainty in the decision-making process. Decision Value (DV) was presented. The subjects were 22 process factors managed in the Plating Process that the representative equipment line can do. As a result, the evaluation model proposed in this study can support more efficient and effective decision-making for process quality improvement by more objectively measuring the problem of subjective CTP selection in manufacturing sites.