• 제목/요약/키워드: joint decision making

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A Joint Allocation Algorithm of Computing and Communication Resources Based on Reinforcement Learning in MEC System

  • Liu, Qinghua;Li, Qingping
    • Journal of Information Processing Systems
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    • 제17권4호
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    • pp.721-736
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    • 2021
  • For the mobile edge computing (MEC) system supporting dense network, a joint allocation algorithm of computing and communication resources based on reinforcement learning is proposed. The energy consumption of task execution is defined as the maximum energy consumption of each user's task execution in the system. Considering the constraints of task unloading, power allocation, transmission rate and calculation resource allocation, the problem of joint task unloading and resource allocation is modeled as a problem of maximum task execution energy consumption minimization. As a mixed integer nonlinear programming problem, it is difficult to be directly solve by traditional optimization methods. This paper uses reinforcement learning algorithm to solve this problem. Then, the Markov decision-making process and the theoretical basis of reinforcement learning are introduced to provide a theoretical basis for the algorithm simulation experiment. Based on the algorithm of reinforcement learning and joint allocation of communication resources, the joint optimization of data task unloading and power control strategy is carried out for each terminal device, and the local computing model and task unloading model are built. The simulation results show that the total task computation cost of the proposed algorithm is 5%-10% less than that of the two comparison algorithms under the same task input. At the same time, the total task computation cost of the proposed algorithm is more than 5% less than that of the two new comparison algorithms.

Development of a Decision Support System for Turbid Water Management through Joint Dam Operation

  • Kim, Jeong-Kon;Ko, Ick-Hwan;Yoo, Yang-Soo
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2007년도 학술발표회 논문집
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    • pp.31-39
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    • 2007
  • In this study we developed a turbidity management system to support the operation for effective turbid water management. The decision-making system includes various models for prediction of turbid water inflow, effective reservoir operation using the selective withdrawal facility, analysis of turbid water discharge in the downstream. The system is supported by the intensive monitoring devices installed in the upstream rivers, reservoirs, and downstream rivers. SWAT and HSPF models were constructed to predict turbid water flows in the Imha and Andong catchments. CE-QUAL-W2 models were constructed for turbid water behavior prediction, and various analyses were conducted to examine the effects of the selective withdrawal operation for efficient high turbid water discharge, turbid water distribution under differing amount and locations of turbid water discharge. A 1-dimensional dynamic water quality model was built using Ko-Riv1 for simulation of turbidity propagation in the downstream of the reservoirs, and 2-dimensional models were developed to investigate the mixing phenomena of two waters discharged from the Andong and Imha reservoirs with different temperature and turbidity conditions during joint dam operation for reducing the impacts of turbid water.

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부부은퇴의 상호의존성 연구 - 배우자의 은퇴여부 및 은퇴자발성을 중심으로 - (Dual Earner Couple's Interdependent Retirement Decision - Focusing on Spouses'Involuntary Retirement -)

  • 함선유;홍백의
    • 한국사회복지학
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    • 제67권3호
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    • pp.281-303
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    • 2015
  • 본 연구는 남편과 아내의 은퇴가 상호의존적임을 파악한 연구로, 대다수가 비자발적으로 은퇴하는 경향을 고려하여 배우자의 자발적 은퇴와 비자발적 은퇴가 어떻게 영향을 미치는지 살펴보았다. 이를 위해 한국고령화연구패널 4차년도 응답자 중 노동경험이 있는 75세 이하의 부부 1,038쌍(2,076명)을 대상으로 프로빗분석과 다변량프로빗분석을 실시하였다. 분석 결과, 아내의 은퇴는 남편의 은퇴 결정에 유의미한 영향을 미치는 것으로 드러났다. 배우자의 비자발적 은퇴 역시 유의미한 영향요인으로 나타났는데, 60세 미만 집단에서 남편의 비자발적인 은퇴는 아내의 은퇴에 정적 영향을 미치나, 아내의 비자발적인 은퇴는 남편의 은퇴에 부적 영향을 미치는 것으로 나타났다. 이는 아내의 노동시장 지위가 남편에 종속되는 비율이 높고, 아내가 남편에 비하여 배우자의 건강문제로 은퇴하는 비율이 더 높은 기술통계와 맥을 같이 한다. 본 연구는 기존연구에서 다뤄지지 않은 부부의 상호의존적 영향을 확인하여, 향후 은퇴 연구와 고령자 노동정책에 시사점을 제공할 수 있을 것이다.

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주부의 가정생활에서의 의사결정 공동참여와 가정생활만족도 - 대구시 거주 30~40대 주부를 대상으로 - (Family Life Satisfaction and Participation in Joint Decision Making of Housewives - Urban Housewives of 30~40 Ages in Daegu -)

  • 손현숙
    • 가정과삶의질연구
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    • 제13권1호
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    • pp.35-46
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    • 1995
  • 본 연구의 목적은 학령기 자녀를 둔 도시 주부의 가정생활만족도에 영향을 미치는 변인을 모색하는데 그 목적을 두고 대구시에 거주하는 30대와 40대의 주부를 대상으로 연구한 것이다. 가족환경변인과 부부상호작용변인으로는 의사결정 공동참여를 매개변인으로 하여 가정생활만족에 영향을 미치는 변인을 모색한 결과 주부의 건강상태, 월평균 소득, 남편직업만족 변인은 가정생활만족에 직접적인 영향을 미치는 것으로 나타났다. 한편 부인학력과 남편학력은 의사결정 공동참여를 경유하여 간접적인 영향을 미치는 것으로 나타났다.

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Seismic Fragility of Steel Piping System Based on Pipe Size, Coupling Type, and Wall Thickness

  • Ju, Bu Seog;Gupta, Abhinav;Ryu, Yonghee
    • 국제강구조저널
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    • 제18권4호
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    • pp.1200-1209
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    • 2018
  • In this study, a probabilistic framework of the damage assessment of pipelines subjected to extreme hazard scenario was developed to mitigate the risk and enhance design reliability. Nonlinear 3D finite element models of T-joint systems were developed based on experimental tests with respect to leakage detection of black iron piping systems, and a damage assessment analysis of the vulnerability of their components according to nominal pipe size, coupling type, and wall thickness under seismic wave propagations was performed. The analysis results showed the 2-inch schedule 40 threaded T-joint system to be more fragile than the others with respect to the nominal pipe sizes. As for the coupling types, the data indicated that the probability of failure of the threaded T-joint coupling was significantly higher than that of the grooved type. Finally, the seismic capacity of the schedule 40 wall thickness was weaker than that of schedule 10 in the 4-inch grooved coupling, due to the difference in the prohibition of energy dissipation. Therefore, this assessment can contribute to the damage detection and financial losses due to failure of the joint piping system in a liquid pipeline, prior to the decision-making.

다국적기업 한국자회사의 의사결정 자율성에 영향을 미치는 요인에 관한 연구 -반도체산업 관련기업체를 중심으로- (A Study on the Attributes determining the Extent of Autonomy in Decision Making for Korean Subsidiaries of Multinational Corporations - Focused on Semiconductor Industry Related Companies -)

  • 정낙경;김홍
    • 벤처창업연구
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    • 제3권4호
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    • pp.1-41
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    • 2008
  • 본 연구는 다국적 기업 한국자회사의 의사결정 자율성에 영향을 미치는 요인에 관하여 알아보았으며, 다국적 기업의 국제경영전략 및 유형에 따른 의사결정 자율성에 차이가 있음을 확인하였다. 본 연구의 결과, 한국자회사의 시장 환경 불확실성은 정부환경, 경쟁 환경, 수요환경 및 공급환경 불확실성으로 구분되었고, 내부자원 특성은 생산능력, 재무능력, 마케팅능력 및 인사관리능력의 독립성으로, 경영성과는 총매출액 및 당기순이익, 시장점유율의 증가로 구분되었다. 정부환경과 경쟁 환경 불확실성, 재무능력과 마케팅능력의 독립성은 한국자회사의 의사결정 자율성에 부분적으로 영향을 미쳤고, 생산능력과 인사관리능력의 독립성은 모든 분야의 의사결정 자율성에 영향을 미치고 있었다. 그리고 경영성과에서 총매출액 및 당기순이익, 시장점유율의 증가는 부분적으로 한국자회사의 의사결정 자율성에 영향을 미치고 있었다. 그리고 다국적 기업의 유형이 본국 및 세계중심주의보다 현지 국 중심주의에서 한국자회사의 의사결정 자율성이 더 높았다. 이러한 연구 결과를 통하여 본 연구는 한국자회사에서 모회사로부터 의사결정 자율성을 높일 수 있는 경영전략 수립에 대한 시사점을 제공하였다.

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다국적기업 한국자회사의 의사결정 자율성에 영향을 미치는 요인에 관한 연구 -반도체산업 관련기업체를 중심으로- (A Study on the Attributes determining the Extent of Autonomy in Decision Making for Korean Subsidiaries of Multinational Corporations - Focused on Semiconductor Industry Related Companies -)

  • 정낙경;김홍
    • 한국벤처창업학회:학술대회논문집
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    • 한국벤처창업학회 2008년도 추계학술대회
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    • pp.135-168
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    • 2008
  • 본 연구는 다국적 기업 한국자회사의 의사결정 자율성에 영향을 미치는 요인에 관하여 알아보았으며, 다국적 기업의 국제경영전략 및 유형에 따른 의사결정 자율성에 차이가 있음을 확인하였다. 본 연구의 결과, 한국자회사의 시장 환경 불확실성은 정부환경, 경쟁 환경, 수요환경 및 공급환경 불확실성으로 구분되었고, 내부자원 특성은 생산능력, 재무능력, 마케팅능력 및 인사관리능력의 독립성으로, 경영성과는 총매출액 및 당기순이익, 시장점유율의 증가로 구분되었다. 정부환경과 경쟁 환경 불착실성, 재무능력과 마케팅능력의 독립성은 한국자회사의 의사결정 자율성에 부분적으로 영향을 미쳤고, 생산능력과 인사관리능력의 독립성은 모든 분야의 의사결정 자율성에 영향을 미치고 있었다 그리고 경영성과에서 총매출액 및 당기순이익, 시장점유율의 증가는 부분적으로 한국자회사의 의사결정 자율성에 영향을 미치고 있었다. 그리고 다국적 기업의 유형이 본국 및 세계중심주의보다 현지국 중심주의에서 한국자회사의 의사결정 자율성이 더 놀았다. 이러한 연구 결과를 통하여 본 연구는 한국자회사에서 모회사로부터 의사결정 자율성을 높일 수 있는 경영전략 수립에 대한 시사점을 제공하였다.

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New Paradigm and its Policy Framework in Decision-making on Large Dams

  • 박성제
    • 한국습지학회지
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    • 제8권1호
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    • pp.97-106
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    • 2006
  • This study discusses two canceled dam projects, Youngwol Dam in South Korea and Two Forks Dam in Colorado of the United States. Both of them illustrate how the new paradigm applies to regional water projects because they became victims of environmental opposition in the new paradigm. While the cases have no apparent close relationships and they occurred in different decades, they offer interesting comparisons. They were basically struggles between water development coalitions and environmental protection coalitions on regional water conflicts. The two proposed projects brought about fierce debates on large dam as they embraced a wide-range of environmental, social, and political issues rather than construction of dams themselves. Huge anti-dam oppositions scrapped them at the cost of nearly ten years for decision-makings and enormous financial resources for feasibility studies respectively. It identifies who the policy actors were, what the policy strategies were, and how the water policies evolved in both countries. The decision-makings on the two projects appeared at first glance to be made under formal institutional frameworks, but in actuality, they relied significantly on decisions of the two important political actors. The Korean society began to learn negotiation and cooperation approaches to solve the water conflict by establishing the Joint Task Force Team on Youngwol project in 1999. The team is recognized as a new conflict resolution method in South Korea because a diverse of stakeholder interests voluntarily participated in the decision-making process and discussed water issues directly. Even though the projects resulted in futile fruits in each country, they illustrate the images of the new paradigm that significantly affected in formulating regional water policies in South Korea and the United States.

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대규모 공공투자사업의 경제적 타당성 평가와 환경영향평가 통압 방안 - 새만금 간척사업을 사례로 - (Integration of the Feasibility Assessment Procedure and EIA of the Big Public Investment Project : In the Case of the Saemangeum Reclamation Project)

  • 최미희
    • 환경영향평가
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    • 제11권2호
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    • pp.93-107
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    • 2002
  • The choice of big public investment project needs an appropriate feasibility analysis before it is implemented, bemuse a rot wisely chosen one would bring about big and longrun societal costs. But the feasibility analysis for the big public investment project in Korea has been done without linking the economic benefits and environmental damages. Consequently social conflicts arose frequently during and after project implementation, owing to such concerns asincreasing costs and serious ecological damages. The recent social conflict over the Saemangeum Project is a typical case. This reclamation project began in 1991 and finished 60% of the whole process in 1999, when its feasibility was again assessed under the public pressure by the joint assessment team consisting of both citizen's and government's professionals. Even the assessment report by this joint team could not show the convincing results owing to the improper assessment procedure and failure to set proper feasibility criteria. This paper pointed out the limitations of our current procedure of feasibility assessment and identified the concrete problems that atosee during the recent reassessment process of the Saemangeum reclamation project by the joint team. In order to improve the current problem-ridden practices, it is concluded by the policy recommendation for establishing a right feasibility assessment procedure for the public investment projects.

Strategy for Task Offloading of Multi-user and Multi-server Based on Cost Optimization in Mobile Edge Computing Environment

  • He, Yanfei;Tang, Zhenhua
    • Journal of Information Processing Systems
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    • 제17권3호
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    • pp.615-629
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    • 2021
  • With the development of mobile edge computing, how to utilize the computing power of edge computing to effectively and efficiently offload data and to compute offloading is of great research value. This paper studies the computation offloading problem of multi-user and multi-server in mobile edge computing. Firstly, in order to minimize system energy consumption, the problem is modeled by considering the joint optimization of the offloading strategy and the wireless and computing resource allocation in a multi-user and multi-server scenario. Additionally, this paper explores the computation offloading scheme to optimize the overall cost. As the centralized optimization method is an NP problem, the game method is used to achieve effective computation offloading in a distributed manner. The decision problem of distributed computation offloading between the mobile equipment is modeled as a multi-user computation offloading game. There is a Nash equilibrium in this game, and it can be achieved by a limited number of iterations. Then, we propose a distributed computation offloading algorithm, which first calculates offloading weights, and then distributedly iterates by the time slot to update the computation offloading decision. Finally, the algorithm is verified by simulation experiments. Simulation results show that our proposed algorithm can achieve the balance by a limited number of iterations. At the same time, the algorithm outperforms several other advanced computation offloading algorithms in terms of the number of users and overall overheads for beneficial decision-making.