• 제목/요약/키워드: Multiple objective model

검색결과 522건 처리시간 0.025초

하수관리 정비 계획 수립을 위한 다중 목적 혼합 정수계획 모형 (A Multiple Objective Mixed Integer Programming Model for Sewer Rehabilitation Planning)

  • 이용대;김승권;김재희;김중훈
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회/대한산업공학회 2003년도 춘계공동학술대회
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    • pp.660-667
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    • 2003
  • In this study, a Multiple Objective Mixed Integer Programming (MOMIP) Model is developed for sewer rehabilitation planning by considering cost, inflow/infiltration. A sewer rehabilitation planning model is required to decide the economic life of the sewer by considering trade-off between cost and inflow/infiltration. And it is required to find the optimal rehabilitation timing, according to the cost effectiveness of each sewer rehabilitation within the budget. To develop such a model, a multiple objective mixed integer programming model is formulated based on network flow optimization. The network is composed of state nodes and arcs. The state nodes represent the remaining life and the arcs represent the change of the state. The model consider multiple objectives which are cost minimization and minimization of inflow/infiltration. Using the multiple objective optimization, the trade-off between the cost and inflow/infiltration is presented to the planner so that a proper sewer rehabilitation plan can be selected.

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Evolutionary Algorithm for Process Plan Selection with Multiple Objectives

  • MOON, Chiung;LEE, Younghae;GEN, Mitsuo
    • Industrial Engineering and Management Systems
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    • 제3권2호
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    • pp.116-122
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    • 2004
  • This paper presents a process plan selection model with multiple objectives. The process plans for all parts should be selected under multiple objective environment as follows: (1) minimizing the sum of machine processing and material handling time of all the parts considering realistic shop factors such as production volume, processing time, machine capacity, and capacity of transfer device. (2) balancing the load between machines. A multiple objective mathematical model is proposed and an evolutionary algorithm with the adaptive recombination strategy is developed to solve the model. To illustrate the efficiency of proposed approach, numerical examples are presented. The proposed approach is found to be effective in offering a set of satisfactory Pareto solutions within a satisfactory CPU time in a multiple objective environment.

장교 출신별 진출율을 고려한 다목표 인력계획모형 (Multiple Objective Manpower planing Model Considered with Advance Rate for Officer's Native)

  • 민계료
    • 한국국방경영분석학회지
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    • 제24권1호
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    • pp.157-175
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    • 1998
  • This paper develops multiple objective manpower planning model in order to design and adjust manpower structure and flow when advance rate for officer's native is considered. The state transition in manpower structure is analyzed using Markov chains. Multiple objectives in the model are security of advance rate, satisfaction of rank's number of personnel, and stability of the number of recruit personnel for officer's native. Trade - off of these objectives is made to evaluate manpower structure and flow. Solutions of this model are obtained by LINGO package.

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다목적선형계획법을 이용한 한국 정보통신 기술분야별 R&D 투자규모결정 모형개발 및 사례연구 (R&D Investment Model for the Information and Telecommunications Technology by Multiple Objective Linear Programming)

  • 이동엽
    • 경영과학
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    • 제16권1호
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    • pp.63-74
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    • 1999
  • This paper presents a R&D investment model for the Information and telecommunications(l&T) technology using multiple objective linear programming(MOLP). The MOLP model involves the simultaneous maximization of three linear objective functions associated with three criteria, which are social, technological, and economic criterion. This model is different from the traditional one which only involves the maximization of economic criterion. It yields a suitable R&D investment ratio to each technology field. Its application to the National R&D Project in l&t Industry is also presented. In this application, the Analytic Hierarchy Process(AHP) is proposed to estimate the weights, which used as the coefficients in each objective function of the MOLP model. Then the problem is solved using the interactive method STEM. It is showed that with the aid of STEM, the MOLP model can be useful decision aid in formulation R&D investment plan in l&t industry. It is expected that the MOLP model works as the basis for planning R&D investment strategy in l&T industry.

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불명수를 고려한 하수관거 정비 계획 수립을 위한 수학 모형 (A Mathematical Model for Sewer Rehabilitation Planning by Considering Inflow/infiltration)

  • 이용대;김승권;김재희;김중훈
    • 한국수자원학회논문집
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    • 제36권4호
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    • pp.547-559
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    • 2003
  • 본 연구에서는 체계적이고 효율적인 하수관거 정비 계획 수립을 위하여 하수관거의 경제적 가치와 불명수 발생량 및 예산 제약 등을 고려한 최적화 모형을 개발 하였다. 하수관거의 최적 정비 계획 모형은 비용 및 환경오염을 일으키는 불명수 발생 사이의 상관관계를 적절히 판단하여 최적의 경제적 사용연수를 결정하여야 하며, 예산 제약 및 각 하수관거와 배수구역의 비용 대비 효과 등을 고려하여 최적의 정비 시점 및 방법을 결정하여야 한다. 이를 위하여 본 연구에서는 관거의 잔존 수명을 상태 노드로 표현하고, 정비에 따른 잔존 수명의 변화를 아크로 표현한 최소비용 네트워크 흐름 최적화(Network Flow Optimization)모형을 구성하였으며, 이를 기초로 예산 제약 및 하수관거 시스템의 정비 특성을 고려한 제약식을 추가한 다중 목적 혼합 정수계획법(Multiple Objective Mixed Integer Programming, MOMIP)을 수립하였다. 이때 모형의 목적식은 비용 최소화 목적과 함께 불명수 발생량 최소화 목적을 추가하여, 의사결정자에게 비용과 불명수 발생량 사이의 영향 관계를 보여줌으로써 적절한 하수관거 정비 계획을 선택할 수 있도록 하였다.

집단의사결정에 의한 정보통신 기술분야별 R&D 투자배분결정 모형개발 : 다목적선형계획법의 응용 (A R&D Investment Model for Information and Telecommunications Technology by Group Decision Makers : An Application of Multiple Objective Linear Programming)

  • 이동엽;이장우
    • 기술혁신연구
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    • 제7권2호
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    • pp.21-36
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    • 1999
  • This paper presents a R&D investment model for Information and telecommunications (I&T) technology, which can be used by group decision makers, using multiple objective linear programming (MOLP). The MOLP model involves the simultaneous maximization of three linear objective functions associated with three criteria, which are social, technological, and economic criterion. This model is different from the traditional one which only involves the maximization of economic criterion. The presented problem in this model can be formulated as a problem of optimizing a linear function over an efficient set of MOLP. Its application to the National R&D Project in I&T Industry is also presented. In this application, the Analytic Hierarchy Process (AHP) is proposed to estimate the weights, which are used as the coefficients in each objective function of the MOLP model and in a linear decision function. By solving this problem, it yields a suitable R&D investment ratio to each technology field. It is showed that the MOLP model can be useful decision aid in formulating R&D investment plan in I&T industry which needs to be decided by group decision makers, not by an individual. It is expected that the MOLP model works as the basis for planning R&D investment strategy in I&T industry.

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집합체 혼합진화 알고리즘을 이용한 도시유역 홍수유출 모형의 자동 보정에 관한 연구 (A Study for an Automatic Calibration of Urban Runoff Model by the SCE-UA)

  • 강태욱;이상호;강신욱;박종표
    • 한국수자원학회논문집
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    • 제45권1호
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    • pp.15-27
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    • 2012
  • SWMM은 도시유역의 홍수유출 해석에 관한 대표적인 모형으로서 국 내외에서 활용도가 높은 반면, 다수의 불명확한 매개변수를 포함하고 있어 사용에 어려움이 있다. 본 연구에서는 SWMM에 집합체 혼합진화(SCE-UA) 알고리즘을 결합하여 자동 보정 모듈을 개발하였다. 최적화 문제는 목적함수에 따라 그 결과가 상이하게 도출될 수 있으므로 연구에서는 5개의 단일 목적함수를 적용하여 가장 적합한 목적함수를 도출하였다. 그리고 홍수유출 해석에는 첨두유량의 정확성이 중요하므로 이를 고려할 수 있는 다목적함수를 구성하였고, 파레토 최적해의 결정을 통해 결과를 도출하였다. 작성된 자동 보정 모듈은 구로1 빗물펌프장 유역에 내린 2009년 3개의 강우사상에 적용되었다. 다목적함수의 구성을 통해 자동 보정된 결과는 단일 목적함수에 의해 도출된 결과보다 첨두유량과 유출체적의 오차를 포함한 대부분의 모형평가 지표에서 우수한 것으로 나타났다. 또한, 다목적함수에 의해 보정된 모형의 검증 결과도 신뢰적인 것으로 분석되었다. 본 연구에서 개발된 SWMM의 자동 보정 프로그램은 도시유역의 다양한 홍수유출 해석 문제에 활용될 수 있을 것으로 전망된다.

다목적 산업연관분석을 이용한 에너지.환경계획 (Multiple Objective Input-Output Analysis in Energy and Environmental Planning)

  • 강희정;차재호;유왕진
    • 산업경영시스템학회지
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    • 제21권46호
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    • pp.207-219
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    • 1998
  • Multiple Objective Programming(MOP) has been suggested for the solution of completed decision problems. Decision analysis in numerous areas, including energy and environmental planning, necessarily requires consideration of multiple conflicting objectives, MOP has been successfully applied to a number of these problems. The objective of this paper is to present a MOP process which are integrated model with the Input-Output(I-O) analysis for energy and environment planning in industrial sectors. In the model, three objectives are observed such as (1) value added (2) total energy consumption and (3) environmental impacts. Special emphasis is placed on the police implications of industrial structures.

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Generation of Business Process Reference Model Considering Multiple Objectives

  • Yahya, Bernardo Nugroho;Wu, Jei-Zheng;Bae, Hye-Rim
    • Industrial Engineering and Management Systems
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    • 제11권3호
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    • pp.233-240
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    • 2012
  • The implementation of business process management (BPM) systems in large number of business organizations transforms BPM system into such a level of maturity and tends to collect large repositories of business process (BP) models. This issue encourages BP flexibility that leads to a large number of process variants derived from the same model, but differing in structure, to be stored in the large repositories of BP models. Therefore, the repositories may include thousands of activities and related business objects with variation of requirements and quality of service. It is a common practice to customize processes from reference processes or templates in order to reduce the time and effort required to design and deploy processes on all levels. In order to address redundancy and underutilization problems, a generic process model, called as reference BP, is absolutely necessary to cover the best of process variants. This study aims to develop multiple-objective business process genetic algorithm (MOBPGA) to find a set of non-dominated (Pareto) solutions of business reference model to enhance conventional approach which considered only a single objective on creating BP reference model by using proximity score measurement. A mixed-integer linear program is constructed to evaluate performance of the proposed MOBPGA on small-scale problems by using standard measures for multiple-objective techniques. The results will show the viability of applying MOBPGA in terms of simultaneously maximizing proximity score measurement, minimizing total duration, and total costs of the selected reference model.