• 제목/요약/키워드: fuzzy multi-criteria decision making

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A Multi-Perspective Benchmarking Framework for Estimating Usable-Security of Hospital Management System Software Based on Fuzzy Logic, ANP and TOPSIS Methods

  • Kumar, Rajeev;Ansari, Md Tarique Jamal;Baz, Abdullah;Alhakami, Hosam;Agrawal, Alka;Khan, Raees Ahmad
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권1호
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    • pp.240-263
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    • 2021
  • One of the biggest challenges that the software industry is facing today is to create highly efficient applications without affecting the quality of healthcare system software. The demand for the provision of software with high quality protection has seen a rapid increase in the software business market. Moreover, it is worthless to offer extremely user-friendly software applications with no ideal security. Therefore a need to find optimal solutions and bridge the difference between accessibility and protection by offering accessible software services for defense has become an imminent prerequisite. Several research endeavours on usable security assessments have been performed to fill the gap between functionality and security. In this context, several Multi-Criteria Decision Making (MCDM) approaches have been implemented on different usability and security attributes so as to assess the usable-security of software systems. However, only a few specific studies are based on using the integrated approach of fuzzy Analytic Network Process (FANP) and Technique for Order of Preference by Similarity to Ideal Solution (TOPSIS) technique for assessing the significant usable-security of hospital management software. Therefore, in this research study, the authors have employed an integrated methodology of fuzzy logic, ANP and TOPSIS to estimate the usable - security of Hospital Management System Software. For the intended objective, the study has taken into account 5 usable-security factors at first tier and 16 sub-factors at second tier with 6 hospital management system softwares as alternative solutions. To measure the weights of parameters and their relation with each other, Fuzzy ANP is implemented. Thereafter, Fuzzy TOPSIS methodology was employed and the rating of alternatives was calculated on the foundation of the proximity to the positive ideal solution.

텔레매틱스를 위한 이동통신망에서 이동 방향 추정에 근거한 자원 예약 (Direction Prediction Based Resource Reservation in Mobile Communication Networks for Telematics)

  • 이종찬;박기홍;이양원
    • 인터넷정보학회논문지
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    • 제8권1호
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    • pp.1-14
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    • 2007
  • 멀티미디어 트래픽의 전송 중에 핸드오프가 발생하면 멀티미디어 트래픽의 QoS가 지연 및 손실에 의하여 영향 받기 때문에, 정지 상태에서의 경우와 대등한 QoS를 유지하기 위해서는 효율적인 자원 예약 및 할당 방안이 필요하다. 본 논문에서는 이동 멀티미디어 망에서 이동 단말기의 이동 방향 추정에 근거하여 자원을 예약하고, 멀티미디어 트래픽을 전송하는 핸드오프 방법을 제안한다. 이 기법은 퍼지 다기준 의사 결정 방법에 근거한 MT 추적을 적용한다. 이 방법에서 기존의 수신신호세기 이외에 MT와 기지국간의 거리, 이동 방향, 이전 위친 등의 다수의 부정확한 위치 결정 파리미터를 사용 함으로서 추정의 정확성을 증가시킨다. 이 위치 정보에 근거하여 이동 방향을 결정하고, 이를 이용하여 자원을 예약한다. 실시간 세션의 핸드오프 요구는, 이동 방향 정보에 근거하여 동적으로 예약되고 할당된다. 제안된 방법의 성능을 시뮬레이션에 의해 분석한다.

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Fuzzy-based multiple decision method for landslide susceptibility and hazard assessment: A case study of Tabriz, Iran

  • Nanehkaran, Yaser A.;Mao, Yimin;Azarafza, Mohammad;Kockar, Mustafa K.;Zhu, Hong-Hu
    • Geomechanics and Engineering
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    • 제24권5호
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    • pp.407-418
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    • 2021
  • Due to the complexity of the causes of the sliding mass instabilities, landslide susceptibility and hazard evaluation are difficult, but they can be more carefully considered and regionally evaluated by using new programming technologies to minimize the hazard. This study aims to evaluate the landslide hazard zonation in the Tabriz region, Iran. A fuzzy logic-based multi-criteria decision-making method was proposed for susceptibility analysis and preparing the hazard zonation maps implemented in MATLAB programming language and Geographic Information System (GIS) environment. In this study, five main factors have been identified as triggering including climate (i.e., precipitation, temperature), geomorphology (i.e., slope gradient, slope aspect, land cover), tectonic and seismic parameters (i.e., tectonic lineament congestion, distribution of earthquakes, the unsafe radius of main faults, seismicity), geological and hydrological conditions (i.e., drainage patterns, hydraulic gradient, groundwater table depth, weathered geo-materials), and human activities (i.e., distance to roads, distance to the municipal areas) in the study area. The results of analyses are presented as a landslide hazard map which is classified into 5 different sensitive categories (i.e., insignificant to very high potential). Then, landslide susceptibility maps were prepared for the Tabriz region, which is categorized in a high-sensitive area located in the northern parts of the area. Based on these maps, the Bozgoosh-Sahand mountainous belt, Misho-Miro Mountains and western highlands of Jolfa have been delineated as risk-able zones.

순위가중치평균법에 의한 의사전략 결합 및 다기준의사결정 문제로의 적용 (Aggregation of Decision Inputs with Ordered Weighted Averaging Operators and Application to the Multiple Criteria Decision Making Problems)

  • 오세웅;박종민;양영훈;서기열;이철영;서상현
    • 한국항해항만학회지
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    • 제31권6호
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    • pp.537-543
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    • 2007
  • 다기준 의사결정 문제에서 요인간의 가중치 계산과 계산된 요인의 평가값 종합화는 매우 중요하다. 본 연구에서는 다기준 의사결정 문제에 있어서 의사결정자의 의사전략 결합기법과 다기준의사결정 문제로의 적용을 연구하였다. 복잡한 환경에서 의사결정을 할 때 발생되는 모호함을 해결하기 위해 주관적 의견을 결합한 퍼지지합 이론을, 다기준 문제의 요인을 퍼지값으로 계층화하기 위해 계층분석법을 적용하였다. 또한, 의사결정자의 의사전략을 결합하기 위해 순위 가중치평균법을 이용하였다. 순위가 있는 가중치 평균방법은 퍼지집합의 orness 특성을 이용하여 의사결정자의 주관적 의지를 반영할 수 있는 기법으로, 순위가중치평균(OWA) 연산자에 따른 낙관적 혹은 비관적인 정도에 따라 주관적인 의도를 반영할 수 있는 방법이다. 다기준의사결정 문제의 적용사례로서 해상교통안전을 위한 대기정박지의 위치분석 문제를 본 연구에서 제시한 방법에 따라 적용하였다.

Building a Product Design of Innovative Strategy for Creating Enterprise Development

  • Liao, Shih-Chung
    • 산경연구논집
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    • 제5권1호
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    • pp.17-25
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    • 2014
  • Purpose - Nowadays, the innovative design concept is being implemented in product design. In order to satisfy market trends and the demand for quality, designers should employ customer satisfaction questionnaires and analyze them with various experimental processes. Research design, data, and methodology - These methodologies would help designers have a better understanding of their customers and judge the market size and clustering validity, by diverse product strategies, for dealing with the rapid change prevailing in the market today. Results - By considering the innovative design with regard to telephones as an experimental case, the study investigates and demonstrates how the product can benefit from market-oriented and customized management concepts, when creative design ability is utilized for developing the product. Conclusions - Along with the benefit of having an innovative product value, the product can stimulate progress inthe development of the enterprise management, which has emerged as the main issue in the area of social and economic development in every developed country.

다중의사결정모델을 이용한 블록체인 서비스 효용 평가 프레임워크 (A Utility Evaluation Framework of Blockchain Services using a MCDM)

  • 서광규
    • 반도체디스플레이기술학회지
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    • 제23권2호
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    • pp.45-49
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    • 2024
  • Blockchain has gone beyond the proof-of-concept level and is converging with various industries and fields, moving toward the service development and commercialization stage. However, although various blockchain technologies and services are emerging, their development is quite slow and their widespread application to various industries is difficult. Accordingly, it is necessary to identify areas with high introduction utility when applying blockchain services in actual industries and to develop a method to evaluate the utility of blockchain services for this purpose. This paper proposes a framework for evaluating the utility of blockchain services using a multi-criteria decision-making model. Through a case study on the utility evaluation of blockchain services, the proposed framework was applied to domestic and foreign blockchain services to evaluate its utility and verify its applicability. It is expected that the proposed framework will be able to identify industrial and functional characteristics where actual blockchain services can be introduced and demonstrate effective utility and can be used to develop blockchain services in various industrial fields.

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Kano 모형과 Fuzzy-AHP를 이용한 온라인 P2P 금융 서비스 성공요인 도출 (Examining Success Factors of Online P2P Lending Service Using Kano Model and Fuzzy-AHP)

  • 안경민;이영찬
    • 지식경영연구
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    • 제19권2호
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    • pp.109-132
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    • 2018
  • Recently, new financial services related to FinTech has gained attention more and more. Online P2P financial services transactions such as FinTech require careful examination of the constituents of information systems as an investment is made based on the information presented on the online platform without direct face-to-face contact. The purpose of this study is to find out the success factors of online P2P Lending service among FinTech. To serve the purpose, we build IS (information system) success model, and then use Kano model and fuzzy analytic hierarchy process (Fuzzy-AHP) to find out factors for the success of online P2P Lending service. In particular, this study uses Kano model to classify information system satisfaction factors and to calculate the satisfaction coefficient. The Kano model, however, has a drawback of evaluating single criterion. Therefore, we use multi-criteria decision-making technique such as Fuzzy-AHP to derive the relative importance of the factors. The analysis results show different results depending on the analysis technique. In the Kano model, most of the information system factors are a one-dimensional quality attribute. The satisfaction coefficient is highest for personalized service, followed by the responsiveness of service, ease of using a system, understanding of information, usefulness of information' reliability. The service reliability is the highest in dissatisfaction coefficient, followed by system security, service responsiveness, system stability, and personalized service. The results of the Fuzzy-AHP analysis shows that the usefulness of information quality, the personalization of service quality, and the security of system quality are the significant factors and the stability of system quality was a secondary factor.

확정론적 다중의사결정기법을 이용한 최적 홍수저감대책 선정 기법 연구 (A Study on the GIS-based Deterministic MCDA Techniques for Evaluating the Flood Damage Reduction Alternatives)

  • 임광섭;김주철;황의호;이상욱
    • 한국수자원학회논문집
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    • 제44권12호
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    • pp.1015-1029
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    • 2011
  • 전통적인 다기준의사결정(Multi-Criteria Decision Analysis, MCDA)기법은 복수 대안을 평가기준과 의사결정권자의 선호도에 따라 평가하여 유역 전반에 걸친 최적 대안을 선정하는 데 있어 효율적으로 사용되는 기법이다. 하지만, 홍수터 관리를 위한 유역 전반에 걸친 의사결정 정보는 지역적 특색을 반영할 수 있는 공간적 변동성을 체계적으로 파악할 수 있는 능력에 제한을 받고 있다. 이와 관련하여 최적대안 결정시 지리정보체계(GIS)의 적용은 신속하고 정확한 정보를 제공하고, 공간적인 차원에서 야기되는 문제의 해결과 합리적인 자원의 이용 및 배분 등을 수행하여 해당 기술 분야의 전문가들과 최종의사결정권자들의 의사결정과정에서 요구되는 각종 정보를 공간분포형태로 제시할 수 있어 상충하는 여러 목표 간의 갈등을 최소화하고, 투명하고 객관적인 의사결정을 수행할 수 있도록 도와준다. 본 연구에서는 홍수터 해석 분야에서 GIS와 MCDA 기법을 결합(공간형 MCDA기법)하여 홍수피해 저감대책 평가를 수행하였다. 수자원 분야의 고전적인 MCDA기법인 CP (Compromise Programming)와 SCP (Spatial Compromising Programming)기법 적용을 위해 부산 수영강 유역에 대한 사례연구를 통하여 적용성을 평가한 결과 CP기법은 해당 유역에 대해 단일 홍수피해 저감대책만을 제시하는 문제점이 있었으며 GIS와 결합된 SCP기법은 모든 격자지점의 공간특성 반영이 가능하여 관심 지점에 대한 개별 대안을 의사결정권자들에게 제시할 수 있었다.

퍼지 집합 이론을 활용한 무선인지 주파수 할당 알고리즘 (A Frequency Allocation Method for Cognitive Radio Using the Fuzzy Set Theory)

  • 이문호;이종찬
    • 한국통신학회논문지
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    • 제33권9B호
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    • pp.745-750
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    • 2008
  • 무선인지 기반의 시스템에서, 주 사용자를 위한 주파수 할당을 보장하면서도 부가 사용자에게도 끊김없는 서비스를 제공해야 한다. 부가 사용자의 멀티미디어 데이터의 전송 시 무선 링크의 빈번한 변경 때문으로 인한 데이터 전송 지연과 손실이 발생할 경우 QoS 저하를 피할 수 없게 된다. 부가 사용자에게도 끊김없는 서비스를 유지하기 위해서는 효율적인 주파수 자원 관리가 필요하다. 본 논문에서는 퍼지 다기준 의사 결정 방법에 근거한 주파수 선정 방법을 제안한다. 제안되는 주파수선정 방법은 퍼지 집합 이론을 활용하며 주파수 선택을 위한 결정 프로세스에 기존의 전파 수신 감도 이외에 셀 부하, 데이터 전송률, 가용 대역 등을 고려한다. 시뮬레이션을 통하여, 제안된 방법이 수신 신호 세기만을 사용하는 기존의 방법보다 우수함을 보인다.

항만물류서비스의 평가에 관하여 (On the Evaluation of Physical Distribution Service in Ports)

    • 한국항만학회지
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    • 제10권2호
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    • pp.17-29
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    • 1996
  • It is required to consider pricing and non-pricing factors and external economy in order to achieve the objects of physical distribution system in a port. Recently, among the three factors, much attention has been paid to non-pricing factor in the system. Although physical distribution service in a port(PDSP)has been frequently mentioned in documents and literature related to port and shipping studies, few study on it has not been systematically and scientifically made due to the following problems; $\circ$ there are not proper criteria to evaluate level and quality of PDSP and as a result it is difficult to set up a unified standard for doing so. $\circ$ algorithms to evaluate problems with complex and ambiguous attributes and multiple levels in PDSP are not available. This thesis aims to establish a paradigm to evaluate PDSP and to abvance existing decision making methods to deal with complex and ambiguous problems in PDSP. To tackle the first purpose, extensive and thorough literature survey was carried out on general physical distribution service, which is a corner stone to handle PDSp. In addition, through interviews and questionnaire to the expert, it have extracted 82 factors of physical distribution service in a port. They have been classified into 6 groups by KJ method and each group defined by the expert's advice as follows; a. Potentiality b. Exactness c. safety d. Speediness e. Convenience f. Linkage Prior to the service evaluation, many kinds of its attributes must be identified on the basis of rational decision owing to complexity and ambiguity inherent in PDSP. An analytical hierarchy process (AHP) is a method to evaluate them but it is not applicable to PDSP that have property of non-additivity and overlapped attributes. Therefore, probablility measure can not be used to evaluate PDSP but fuzzy measure is required. Hierarchical fuzzy integral method, which is merged AHP with fuzzy measure, is also not effective method to evaluate attributes because it has vary complicated way to calculate fuzzy measure identification coefficient of attributes. A new evaluation algorithm has been introduced to solve problems with multi-attribute and multi-level hierarchy, which is called hierarchy fuzzy process(HFP).Analysis on ambiguous aspects of PDSP under study which is not easy to be defined is prerequisite to evaluate it. HFP is different from algorithm existed in that it clarified the relationship between fuzzy measure and probability measure adopted in AHP and that it directly calculates the family of fuzzy measure from overlapping coefficient and probability measure to treat and evaluate ambiguous and complex aspects of PDSP. A new evaluation algorithm HFP was applied to evaluate level of physical distribution service in the biggest twenty container port in the world. The ranks of the ports are as follows; 1. Rotterdam Port, 2. Hamburg Port, 3. Singapore Port, 4. Seattle Port, 5. Yokohama Port, 6. Long beach Port, 7. Oakland Port, 8. Tokyo Port, 9. Hongkong Port, 10. Kobe Port, 11. Los Angeles Port, 12. New york Port, 13. Antwerp Port, 14. Felixstowe Port, 15. Bremerhaven Port, 16. Le'Havre Port, 17. Kaoshung Port, 18. Killung Port, 19. Bangkok Port, 20. Pusan Port

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