• 제목/요약/키워드: Multi-criteria decision-making methods

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Optimal monitoring instruments selection using innovative decision support system framework

  • Masoumi, Isa;Ahangari, Kaveh;Noorzad, Ali
    • Smart Structures and Systems
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    • 제21권1호
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    • pp.123-137
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    • 2018
  • Structural monitoring is the most important part of the construction and operation of the embankment dams. Appropriate instruments selection for dams is vital, as inappropriate selection causes irreparable loss in critical condition. Due to the lack of a systematic approach to determine adequate instruments, a framework based on three comparable Multi-Attribute Decision Making (MADM) methods, which are VIKOR, technique of order preference by similarity to ideal solution (TOPSIS) and Preference ranking organization method for enrichment evaluation (PROMETHEE), has been developed. MADM techniques have been widely used for optimizing priorities and determination of the most suitable alternatives. However, the results of the different methods of MADM have indicated inconsistency in ranking alternatives due to closeness of judgements from decision makers. In this study, 9 criteria and 42 geotechnical instruments have been applied. A new method has been developed to determine the decision makers' importance weights and an aggregation method has been introduced to optimally select the most suitable instruments. Consequently, the outcomes of the aggregation ranking correlate about 94% with TOPSIS and VIKOR, and 83% with PROMETHEE methods' results providing remarkably appropriate prioritisation of instruments for embankment dams.

가중치 산정기법과 Utopian Approach를 결합한 Weighted Utopian Approach의 제안 (Suggestion of Weighted Utopian Approach for Combining Weighting Methods and Utopian Approach)

  • 유도근;전환돈;정동휘;김중훈
    • 한국방재학회 논문집
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    • 제10권4호
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    • pp.119-125
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    • 2010
  • 의사결정 및 우선순위 결정에 있어 가장 중요한 점은 서로 다른 평가 기준에 따라 판단해야 할 속성의 상대적 중요성을 나타내는 가중치의 결정에 있다. 본 연구에서는 대표적인 기존의 가중치 결정 방법들을 동시에 고려하는 새로운 기법을 제안하였다. 이를 위하여 대표적인 7가지 가중치 산정방법과 다기준의사결정 기법의 하나인 거리척도 기반의 Utopian Approach를 결합한 Weighted Utopian Approach를 제안하였다. 제안된 기법은 다양한 특성을 가진 가중치 도출 기법을 고려하여 다기준 의사결정기법의 대표성과 보편성을 동시에 달성할 수 있는 장점을 가진다. 또한 최종 의사결정자들에게 최종 결과 뿐 만 아니라, 각 가중치 산정 방법별 결과를 제시하여 상황에 따른 대안 선택의 폭을 넓힐 수 있다. 본 모형을 가상의 공학문제에 적용한 결과, 보다 객관적인 의사결정 및 우선순위를 산정할 수 있었으며, 계산과정이 단순하여 실무 적용성이 우수하다고 판단되었다.

Prioritization-Based Model for Effective Adoption of Mobile Refactoring Techniques

  • Alhubaishy, Abdulaziz
    • International Journal of Computer Science & Network Security
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    • 제21권12spc호
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    • pp.375-382
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    • 2021
  • The paper introduces a model for evaluating and prioritizing mobile quality attributes and refactoring techniques through the examination of their effectiveness during the mobile application development process. The astonishing evolution of software and hardware has increased the demand for techniques and best practices to overcome the many challenges related to mobile devices, such as those concerning device storage, network bandwidth, and energy consumption. A number of studies have investigated the influence of refactoring, leading to the enhancement of mobile applications and the overcoming of code issues as well as hardware issues. Furthermore, rapid and continuous mobile developments make it necessary for teams to apply effective techniques to produce reliable mobile applications and reduce time to market. Thus, we investigated the influence of various refactoring techniques on mobile applications to understand their effectiveness in terms of quality attributes. First, we extracted the most important mobile refactoring techniques and a set of quality attributes from the literature. Then, mobile application developers from nine mobile application teams were recruited to evaluate and prioritize these quality attributes and refactoring techniques for their projects. A prioritization-based model is examined that integrates the lightweight multi-criteria decision making method, called the best-worst method, with the process of refactoring within mobile applications. The results prove the applicability and suitability of adopting the model for the mobile development process in order to expedite application production while using well-defined procedures to select the best refactoring techniques. Finally, a variety of quality attributes are shown to be influenced by the adoption of various refactoring techniques.

호감도 함수 기반 다특성 강건설계 최적화 기법 (A Desirability Function-Based Multi-Characteristic Robust Design Optimization Technique)

  • 박종필;조재훈;남윤의
    • 산업경영시스템학회지
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    • 제46권4호
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    • pp.199-208
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    • 2023
  • Taguchi method is one of the most popular approaches for design optimization such that performance characteristics become robust to uncontrollable noise variables. However, most previous Taguchi method applications have addressed a single-characteristic problem. Problems with multiple characteristics are more common in practice. The multi-criteria decision making(MCDM) problem is to select the optimal one among multiple alternatives by integrating a number of criteria that may conflict with each other. Representative MCDM methods include TOPSIS(Technique for Order of Preference by Similarity to Ideal Solution), GRA(Grey Relational Analysis), PCA(Principal Component Analysis), fuzzy logic system, and so on. Therefore, numerous approaches have been conducted to deal with the multi-characteristic design problem by combining original Taguchi method and MCDM methods. In the MCDM problem, multiple criteria generally have different measurement units, which means that there may be a large difference in the physical value of the criteria and ultimately makes it difficult to integrate the measurements for the criteria. Therefore, the normalization technique is usually utilized to convert different units of criteria into one identical unit. There are four normalization techniques commonly used in MCDM problems, including vector normalization, linear scale transformation(max-min, max, or sum). However, the normalization techniques have several shortcomings and do not adequately incorporate the practical matters. For example, if certain alternative has maximum value of data for certain criterion, this alternative is considered as the solution in original process. However, if the maximum value of data does not satisfy the required degree of fulfillment of designer or customer, the alternative may not be considered as the solution. To solve this problem, this paper employs the desirability function that has been proposed in our previous research. The desirability function uses upper limit and lower limit in normalization process. The threshold points for establishing upper or lower limits let us know what degree of fulfillment of designer or customer is. This paper proposes a new design optimization technique for multi-characteristic design problem by integrating the Taguchi method and our desirability functions. Finally, the proposed technique is able to obtain the optimal solution that is robust to multi-characteristic performances.

A multi-criteria decision-making process for selecting decontamination methods for radioactively contaminated metal components

  • Inhye Hahm ;Daehyun Kim;Ho jin Ryu;Sungyeol Choi
    • Nuclear Engineering and Technology
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    • 제55권1호
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    • pp.52-62
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    • 2023
  • Various decontamination technologies have been developed for removing contaminated areas in industries. Although it is important to consider parameters such as safety, cost, and time when selecting the decontamination technology, till date their comparative study is missing. Furthermore, different decontamination technologies influence the decontamination effects in different ways. Therefore, this study compares different decontamination techniques for the steam generator using a multicriteria decision-making method. A steam generator is a large device comprising both low- and very low-level waste (LLW, VLLW) and reflects the difference in weights of the standards according to the classification of the waste. For LLW and VLLW decontaminations, chemical oxidizing reduction decontamination (CORD) and decontamination grit blasting were used as the preferred techniques, respectively, considering the purpose of decontamination differs based on the initial state of waste. An expert survey revealed that safety in LLW and waste minimization in VLLW exhibited high preference. This evaluation method can be applied not only to the comparison between each process, but also to the creation of process scenarios. Therefore, determining the decontamination approach using logical decision-making methods may improve the safety and economic feasibility of each step in the decommissioning process and ensure a public acceptance.

다기준 의사결정기법을 기반으로 하는 침수위험 평가기법의 개발 (Development of an Inundation Risk Evaluation Method Based on a Multi Criteria Decision Making)

  • 박무종;최성욱
    • 한국수자원학회논문집
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    • 제41권4호
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    • pp.365-377
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    • 2008
  • 본 논문에서는 다기준 의사결정 방법의 하나인 PROMETHEE(Preference Ranking Organization METHod for Enrichment Evaluations)를 적용하여 도시유역내 소유역간의 상대적 침수위험도를 산정하였다. 이를 위해 도시유역의 침수에 영향을 미치는 인자를 선정하여 이를 PROMETHEE 적용을 위한 평가기준으로 활용하였다. 침수발생에 영향을 미치는 인자로는 유역의 평균고도, 평균경사, 관밀도, 인구수, 단위면적당 유사발생량으로 선정하였다. 선정된 인자를 바탕으로 PROMETHEE를 적용하여 산정된 소유역간 상대적 침수위험도를 '98년 침수실적 결과와 유사발생에 따른 상대적 침수위험도와 비교 분석하였다. 유사발생량만을 근거로 한 침수위험도에 비해 다양한 인자를 고려하여 산정된 소유역간 침수위험도가 '98년 침수실적 결과와 더 일치하는 것으로 나타났다. 본 논문에서 적용된 PROMETHEE에 의한 평가방법은 침수 예상지역의 사전 예방을 위한 정비 사업 계획 추진에 있어서 우선순위에 대한 방향을 결정하는데 있어서 기초자료가 될 수 있을 것이다.

PROMETHEE와 ANP 기법을 활용한 상수도관망의 위험요소 평가 (Evaluation of Risk Factors in Water Supply Networks using PROMETHEE and ANP)

  • 홍성준;이용대;김승권;김중훈
    • 산업공학
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    • 제19권2호
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    • pp.106-116
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    • 2006
  • In this study, the priority of risk factors in supplying water through water supply pipeline network was evaluated by PROMETHEE and ANP multi-criteria decision analysis. We chose 'corrosion', 'burst' and 'water pollution' in pipe as major reference criteria and selected eight risk factors to evaluate the priority, and then we compared the results of PROMETHEE with those of ANP. We also analyzed the results of the sensitivity analysis by changing the weights and parameters of preference functions in PROMETHEE. We investigated the possibility of integrating two methods by using the results of ANP as the weights of preference function in PROMETHEE. The priority of risk factors for supplying municipal water which is evaluated by this study may provide basic data to establish a contingency plan for accidents, or to establish the specific emergency response procedures.

Multi-criteria analysis of five reinforcement options for Peruvian confined masonry walls

  • Tarque, Nicola;Salsavilca, Jhoselyn;Yacila, Jhair;Camata, Guido
    • Earthquakes and Structures
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    • 제17권2호
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    • pp.205-219
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    • 2019
  • In Peru, construction of dwellings using confined masonry walls (CM) has a high percentage of acceptance within many sectors of the population. It is estimated that only in Lima, 80% of the constructions use CM and at least 70% of these are informal constructions. This mean that they are built without proper technical advice and generally have a high seismic vulnerability. One way to reduce this vulnerability is by reinforcing the walls. However, despite the existence of some reinforcement methods in the market, not all of them can be applied massively because there are other parameters to take into account, as economical, criteria for seismic improvement, reinforcement ratio, etc. Therefore, in this paper the feasibility of using five reinforcement techniques has been studied and compared. These reinforcements are: welded mesh (WM), glass fiber reinforced polymer (GFRP), carbon fiber reinforced polymer (CFRP), steel bar wire mesh (CSM), steel reinforced grout (SRG). The Multi-Criteria Decision Making (MCDM) method can be useful to evaluate the most optimal strengthening technique for a fast, effective and massive use plan in Peru. The results of using MCDM with 10 criteria indicate that the Carbon Fiber Reinforced Polymer (CFRP) and Steel Reinforced Grout (SRG) methods are the most suitable for a massive reinforcement application in Lima.

다양한 침수인자간의 상관관계 분석을 통한 침수위험지역 예측 (Study on the Inundation Risk Evaluation by the Relationship Analysis)

  • 최성욱;전환돈;박무종
    • 한국방재학회:학술대회논문집
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    • 한국방재학회 2008년도 정기총회 및 학술발표대회
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    • pp.115-118
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    • 2008
  • In this study, PROMETHEE(Preference Ranking Organization METHod for Enrichment Evaluations) which is one of the multi criteria decision making methods is applied to estimate the relative inundation risk of the urban subcatchment. For this purpose, five factors which have an effect on the inundation risk are selected and used to perform PROMETHEE. Those are elevation average, slope average, density of conduit, population and sediment yields per unit area of each subcatchment. Based on them, PROMETHEE is performed and the relative inundation risk for each subcatchment is estimated. Sensitivity anlysis is conducted to evaluate each factor's effect on subcatchment and it is found that suggested method can be used to establish a practical guide to mitigate the inundation.

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FUZZY APPROACH TO PROJECT DELIVERY SYSTEM SELECTION

  • F. Nasirzadeh;N. Naderpajouh;A. Afshar;A. Etesami
    • 국제학술발표논문집
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    • The 2th International Conference on Construction Engineering and Project Management
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    • pp.662-671
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    • 2007
  • Since variety of construction projects with their individual specifications could be handled through different procurement systems, selection of the most appropriate project delivery system is a vital step towards more efficient project execution. The appropriate selection of project delivery system may also ensure more competent management of the project. Its impacts are not only limited to the first stages of the project, as it could also influence pre-construction, construction and operational phases of the project. Among different approaches exerted for this purpose, none has taken uncertainty into account, despite the fact that during first stages of the project most of the selection factors are still uncertain and not clearly defined. This paper, hence, aims to provide a fuzzy insight into the project delivery system selection. Through this approach more tangible model of the evaluation process may be presented. Proposed fuzzy method is indeed a multi criteria decision making model, based on the group of criteria, assigned for the evaluation procedure. A case study is also conducted, based on the opinion of an invented group of the experts.

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