• 제목/요약/키워드: Fuzzy Multi-decision Making

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Multi-Criteria Group Decision Making under Imprecise Preference Judgments: Using Fuzzy Logic with Linguistic Quantifier

  • 최덕현;안병석;김성희
    • 한국지능정보시스템학회:학술대회논문집
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    • 한국지능정보시스템학회 2005년도 공동추계학술대회
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    • pp.557-567
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    • 2005
  • The increasing complexity of the socio-economic environments makes it less and less possible for single decision-maker to consider all relevant aspects of problem. Therefore are, many organizations employ groups in decision making. In this paper, we present a multiperson decision making method using fuzzy logic with linguistic quantifier when each of group members specifies imprecise judgments possibly both on performance evaluations of alternatives with respect to the multiperson criteria and on the criteria. Inexact or vague preferences have appeared in the decision making literatures with a view to relaxing the burdens of preference specifications imposed to the decision-makers and thus taking into account the vagueness of human judgments. Allowing for the types of imprecise judgments in the model, however, makes more difficult a clear selection of alternative(s) that a group wants to make. So, further interactions with the decision-makers may proceed to the extent to compensate for the initial comforts of preference specifications. These interaction may not however guarantee the selection of the best alternative to implement. To circumvent this deadlock situation, we present a procedure for obtaining a satisfying solution by the use of linguistic quantifier guided aggregation which implies fuzzy majority. This is an approach to combine a prescriptive decision method via a mathematical programming and a well-established approximate solution method to aggregate multiple objects.

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Developing a comprehensive model of the optimal exploitation of dam reservoir by combining a fuzzy-logic based decision-making approach and the young's bilateral bargaining model

  • M.J. Shirangi;H. Babazadeh;E. Shirangi;A. Saremi
    • Membrane and Water Treatment
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    • 제14권2호
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    • pp.65-76
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    • 2023
  • Given the limited water resources and the presence of multiple decision makers with different and usually conflicting objectives in the exploitation of water resources systems, especially dam's reservoirs; therefore, the decision to determine the optimal allocation of reservoir water among decision-makers and stakeholders is a difficult task. In this study, by combining a fuzzy VIKOR technique or fuzzy multi-criteria decision making (FMCDM) and the Young's bilateral bargaining model, a new method was developed to determine the optimal quantitative and qualitative water allocation of dam's reservoir water with the aim of increasing the utility of decision makers and stakeholders and reducing the conflicts among them. In this study, by identifying the stakeholders involved in the exploitation of the dam reservoir and determining their utility, the optimal points on trade-off curve with quantitative and qualitative objectives presented by Mojarabi et al. (2019) were ranked based on the quantitative and qualitative criteria, and economic, social and environmental factors using the fuzzy VIKOR technique. In the proposed method, the weights of the criteria were determined by each decision maker using the entropy method. The results of a fuzzy decision-making method demonstrated that the Young's bilateral bargaining model was developed to determine the point agreed between the decisions makers on the trade-off curve. In the proposed method, (a) the opinions of decision makers and stakeholders were considered according to different criteria in the exploitation of the dam reservoir, (b) because the decision makers considered the different factors in addition to quantitative and qualitative criteria, they were willing to participate in bargaining and reconsider their ideals, (c) due to the use of a fuzzy-logic based decision-making approach and considering different criteria, the utility of all decision makers was close to each other and the scope of bargaining became smaller, leading to an increase in the possibility of reaching an agreement in a shorter time period using game theory and (d) all qualitative judgments without considering explicitness of the decision makers were applied to the model using the fuzzy logic. The results of using the proposed method for the optimal exploitation of Iran's 15-Khordad dam reservoir over a 30-year period (1968-1997) showed the possibility of the agreement on the water allocation of the monthly total dissolved solids (TDS)=1,490 mg/L considering the different factors based on the opinions of decision makers and reducing conflicts among them.

퍼지 의사결정 모델에 의한 감성제품 디자인 요소의 추론에 관한 연구 (A Study on the Inference of Product Design Elements by Fuzzy Decision Making Model)

  • 양선모;이순요;안범준
    • 대한인간공학회지
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    • 제17권1호
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    • pp.37-46
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    • 1998
  • A human sensibility ergonomics design supporting system was applied to the product development for the customer's satisfaction based on ergonomics technology. The system is composed of three major subsystems such as customer's sensibility analysis, inference mechanism, and presentation technology. The main approaches of the system are to analyze customer's sensibilities and to translate them into product design elements. The purpose of this paper is to develop a design supporting system in which the relationship between customer's sensibility and product design elements is reasoned by a MADM(Multi-Attribute Decision Making) fuzzy model. In this model, three variables such as multiple correlation coefficients, partial correlation coefficients, and category scores were used in reasoning process. The weighted value of the words were also considered in fuzzy decision process. As a case study, the design supporting system with the MADM fuzzy model was applied to the personnel computer design.

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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.

An integral based fuzzy approach to evaluate waste materials for concrete

  • Onat, Onur;Celik, Erkan
    • Smart Structures and Systems
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    • 제19권3호
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    • pp.323-333
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    • 2017
  • Waste materials in concrete have been considered as one of the most important issues by the authorities, policy makers and researchers to maintain engineering serviceability in terms of economy, durability and sustainability. Therefore, evaluation and selection of waste materials with respect to multi criteria decision making (MCDM) for the construction industry has been gained importance for recovery and reuse. In this paper, Choquet integral based fuzzy approach is proposed for evaluating the most suitable waste materials with respect to compressive strength, tensile strength, flexural strength, compactness, toughness (resistivity for dynamic loads), water absorption and accessibility. On conclusion, waste tyre and silica fume were determined as the most suitable waste materials for concrete production. The obtained results are recommended to assist the authorities on configuring well designed strategies for construction industry with disposal materials.

Prioritizing Service Supply-Chain Performance Measures Using Multi-Criteria Decision-Making Methodologies

  • ABBAS, Haidar;ALAWI, Alamir Al;MAKTOUMI, Khadija Al
    • The Journal of Asian Finance, Economics and Business
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    • 제7권11호
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    • pp.843-851
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    • 2020
  • This study focuses on identifying and prioritizing the broader performance measures for the service supply chains by taking the case of Majan Electricity Company, Sohar, in the Sultanate of Oman. For an examination of the uniformity of ultimate objectives and the priorities therein, two strata of respondents with a total of fourteen respondents were approached for their valuable insights. Suitable structured instruments were personally administered to elicit the insightful and worthy responses. The two multi-criteria decision-making techniques, namely, the Fuzzy Analytical Hierarchy Process and the Best-Worst Method were used to reach a meaningful prioritization of the identified and refined broader performance measurement dimensions. The results show that there exists a minor gap between the two respondents' groups in terms of their prioritizations. The major finding points to the difference in terms of the topmost priorities as revealed by the two set of respondents. For one group of respondents, the customer satisfaction matters the most, whereas for the other group, it is the overall profitability that matters the most. This gap against the utopian state assists in concluding that there is a requirement to reorient the employees so as to have a shared and common understanding of the organizational priorities.

FAHP 기법에 의한 농업용저수지의 추가저수량 확보사업 우선순위 결정 (Prioritization for Water Storage Increase of Agricultural Reservoir using FAHP Method)

  • 최은혁;배상수;지홍기
    • 한국수자원학회논문집
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    • 제46권2호
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    • pp.171-182
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    • 2013
  • 본 논문은 퍼지집합이론을 이용한 다기준 의사결정(MCDM) 과정에 관한 연구이며, 농업용 저수지의 수자원계획 평가에 관한 가장 합리적이고 효율적인 방법을 찾기 위해 FAHP를 이용하여 각각의 대안들에 대한 우선순위를 정하였다. 농업용 저수지의 추가저수량 확보를 위해 의사결정자 및 수혜자가 동시에 만족하는 조건을 조사하여 6개의 주 기준을 설정하고 이에 따른 10개의 대안을 설정하여 우선순위를 결정하고자 하였으며, 우선순위를 결정에서의 불확실성과 모호성을 규명하기 위해 퍼지수와 언어변수를 정의하였다. 또한 적절한 의사결정모형의 제시를 위해 의사결정 방법에 따른 분석결과를 비교 검토하였으며 FAHP 기법 적용의 타당성을 논의하였다.

퍼지 다기준 의사결정분석을 통한 해외 독립발전사업 사업금융 리스크 분석 (Risk Evaluation of the Project Finance for Overseas Independent Power Projects Using a Fuzzy Multi-Criteria Decision-Making Analysis)

  • 허경구;김주남
    • 한국콘텐츠학회논문지
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    • 제17권5호
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    • pp.574-590
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    • 2017
  • 이 논문의 목적은 IPPs에서 발생할 수 있는 리스크 요소를 규정하고 퍼지 다기준 결정 방법론(Fuzzy MCDM)을 활용하여 사업 리스크의 우선순위와 가중치의 중요도를 분석함으로써 IPP 개발자에게 투자 의사결정 도구를 제공하는 것이다. Fuzzy MCDM은 응답자의 고유한 의견을 표현할 때 발생할 수 있는 불확실성을 보다 명시적으로 반영할 수 있는 추정방법이다. 이 논문은 광범위한 문헌 조사를 통해 신용 리스크, 준공 리스크, 시장 리스크, 연료조달 리스크, 운영 리스크, 재무 리스크, 환경 리스크, 그리고 불가항력 등 PF조달과 관련한 8 개의 주요 사업리스크를 도출한다. 실증분석 결과는 시장 리스크가 사업리스크와 관련된 의사결정에서 있어 가장 중요한 리스크임을 보여준다. 이는 IPP에서 장기 전력판매계약이 가장 중요한 리스크 요소임을 보여주고 있으며, 점차 발주국 정부의 장기 전력판매계약에 대한 보증이 없는 자유시장에서 전력을 판매하는 소위 머천트 발전사업에서 시장 리스크를 줄이는 것이 중요함을 암시한다.

이종 망에서 퍼지 다기준 의사 결정을 이용한 셀 선정 방법 (Cell Selection Method using Multi-Criteria Decision Making in Heterogeneous Networks)

  • 이종찬;박상준
    • 한국시뮬레이션학회논문지
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    • 제17권3호
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    • pp.1-8
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    • 2008
  • 멀티미디어 서비스의 QoS가 전송 지연 및 패킷 손실에 의하여 현저히 저하될 수 있으므로, 멀티미디어 데이터의 전송 동안 셀 부하와 무선 링크의 에러에도 불구하고 연속적인 QoS를 유지하는 것이 필요하다. 본 논문은 이종 망상에서 멀티미디어 서비스의 QoS를 지원하기 위한 셀 선정 방법을 다룬다. 제안된 방식은 사용자 시스템 선호도, 통신비용, 셀 부하 그리고 전송지연과 같은 다수의 부정확한 요소가 퍼지 집합 함수를 사용한 의사 결정에 사용되는 다기준 의사 결정 방법에 근거한다. 이 방법은 이진 논리를 사용하는 경우보다 의사 결정 시 평가 항목의 오차가 총체화된 평가치에 완만한 변화를 유발하고 최종적인 기준치를 변화시켜 셀 선정의 유연선을 증가시킬 수 있다. 시뮬레이션을 통하여 평균 지연과 패킷 손실률을 평가하고, 제시한 셀 선정 방법이 이동 단말기에게 최적의 성능을 제공함을 보인다.

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