• Title/Summary/Keyword: 다계층모형

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Estimation and Prediction of the Heat Load Profile Using Weather and Heating/Cooling Data : An Application of the Multilevel Model (기상자료와 냉난방 실측자료를 이용한 열부하 추정과 예측: 다계층모형의 활용)

  • Moon, Choon-Geol;Kim, Suduk
    • Environmental and Resource Economics Review
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    • v.16 no.4
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    • pp.803-832
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    • 2007
  • Electricity and heat load profiles by use types on an hourly basis at the least are essential for assessing economic viability of new cogeneration and CES projects and for optimally operating existing cogeneration and CES facilities. We adopt a multilevel model to specify heat load profiles so as to utilize in a flexible manner the panel nature of our data on weather and heating/cooling use. Converting the multilevel model to the linear mixed-effects model, we estimate the model by panel FGLS. The estimated load profile model for each distinct use type accounts for the effects of temperature, humidity, each hour over the year, each day of the week, each type of legal holidays, and heating/cooling area on energy use. To save space, we feature in detail the heating profile of the household.

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A Study of the Integration of Individual Classification Model in Data Mining for the Credit Evaluation (신용평가를 위한 데이터마이닝 분류모형의 통합모형에 관한 연구)

  • Kim Kap Sik
    • The KIPS Transactions:PartD
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    • v.12D no.2 s.98
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    • pp.211-218
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    • 2005
  • This study presents an integrated data mining model for the credit evaluation of the customers of a capital company. Based on customer information and financing processes in capital market, we derived individual models from multi-layered perceptrons(MLP), multivariate discrimination analysis(MDA), and decision tree. Further, the results from the existing models were compared with the results from the integrated model using genetic algorithm. The integrated model presented by this study turned out to be superior to the existing models. This study contributes not only to verifying the existing individual models but also to overcoming the limitations of the existing approaches.

Multi-class Variable Demand Network Equilibrium (다계층 가변수요 교통망 균형)

  • Kim, Byung-Kwan;Lim, Yong-Taek;Lim, Kang-Won;Lee, Young-Ihn
    • Journal of Korean Society of Transportation
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    • v.26 no.3
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    • pp.155-167
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    • 2008
  • This paper studies a multiple user class variable demand user equilibrium and system optimal condition, and then establishes solution algorithms for them. The traffic network equilibrium is accomplished with basis on following assumptions. For considering heterogeneous road user, several user classes have discrete set of VOTs and the travel demand of each user classes varies according to generalized travel cost. this paper specifically investigates following question on multi-class variable demand: Are user equilibrium flows pattern dependent on the unit (time or money) perceived by road user classes? What is system optimal condition according to the unit used in measuring the travel cost or disutility? Finally, using this network equilibrium condition, The traffic assignment algorithm of each equilibrium condition are established.

Development of Multiclass Assignment For Dynamic Route Guidance Strategy (동적 경로안내전략수행을 위한 다계층 통행배정모형의 개발)

  • Lee, Jun;Lim, Kang-Won;Lee, Young-Ihn;Lim, Yong-Taek
    • Journal of Korean Society of Transportation
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    • v.22 no.7 s.78
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    • pp.91-98
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    • 2004
  • This study focuses on the development of dynamic assignment for evaluation and application for dynamic route guidance strategy. Travelers are classified according to information contents which they received pre/on trip. The first group have no traffic information, so they travel with fixed route. The second group have real-time shortest path and travel according to it. The last group have car navigation system or individual method(cellular phone, PDA-two way communication available) for traffic information on trip. And then they are assigned in accordance with the proposed multiclass dynamic assignment model. At this time the last group is gotten under control with DFS(decentralized feedback strategy). In use of this Process we expect that various traffic information strategy can be tested and also be the key factor for success of ITS, location of VMS(variable message sign), cycle of information, area of traffic information, etc).

마디 및 가지용량을 고려하는 트리-스타형 2계층 네트워크의 설계모형

  • 노형봉;김동헌
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 1995.04a
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    • pp.32-40
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    • 1995
  • 본 연구에서는 2계층 정보통신 네트워크의 구축에 직접적으로 적용가능한 트리-스타형 2계층 네트워크 설계문제를 다루었다. 정보통신네트워크 설계에의 적용 가능성을 높이기 위하여, 기존의 연구와 달리 네트워크상의 마디와 가지에 설치해야 할 설비들의 다양한 용량제약을 고려할 수 있도록 정립하였다. 또한 네트워크상의 어느 마디쌍간의 물류(정보통신) 수요를 고려할 수 있도록 하였다. 의사결정기준은 설계시에 고려해야 할 네트워크 구축비용(마디 및 가지의 설비비) 및 운영비용(물류비)의 합을 최소화하는 것으로 설정하였다. 이 문제를 혼합 0-1 정수계획 모형으로 정립하였다. 이 모형의 유용성을 살펴보기 위하여 최근 많은 관심을 끌고 있는 CATV 네트워크의 일반형태인 광가입자 선로망의 설계문제를 본 연구모형으로 표현하여 보았다. 이를 토대로 보다 일반적인 다계층 네트워크 설계문제로 확장하는 방안에 대하여도 검토하였다. 마지막으로 본 연구 모형을 정보통신네트워크 설계시에 적용하기 위하여 휴리스틱 해법을 개발할 경우, 문제 특성상 기존의 연구에서 고려하는 해법의 효율성 외에도 통신네트워크의 특성, 비용구조등을 고려해야 할 당위성에 대하여 토론하였다.

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A Multiple User Class Congestion Pricing Model and Equity (혼잡통행료 산정모형의 개발 및 계층간 형평성 연구)

  • Im, Yong-Taek;Kim, Byeong-Gwan
    • Journal of Korean Society of Transportation
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    • v.25 no.5
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    • pp.183-193
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    • 2007
  • Traditionally, a congestion charge based on first-best congestion pricing theory, namely, the theory of marginal cost pricing theory, is equal to the difference between marginal social cost and marginal private cost. It is charged on each link so as to derive a user equilibrium flow pattern to a system optimal one. Based on this theory this paper investigates on the characteristics of first-best congestion pricing of multiple user class on road with variable demand, and presents two methods for analysis of social and spatial equity. For these purposes, we study on the characteristics of first-best congestion pricing derived from system optimal in time and in monetary unit, and analyze equity from this congestion pricing with an example network.

Performance Analysis of a Multiclass Priority Queue with Layered Scheduling Algorithm (계층적 스케줄 방식을 고려한 다계층 우선순위 대기행렬시스템의 성능척도 분석)

  • Hong, Sung-Jo
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.29 no.4
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    • pp.18-26
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    • 2006
  • 여러 형태의 고객이 외부로부터 포아송과정에 따라 각 대기행렬에 도착하고 정해진 서비스규칙에 따라 해당 서비스를 받은 후 마코비안 확률분포에 따라 시스템을 떠나거나 다른 형태의 고객으로 시스템을 다시 돌아 올 수도 있는 M/G/1 대기행렬시스템을 고려한다. 본 연구에서는 기존의 연구 모형을 확장하여 계층적 서비스 규칙을 갖는 우선순위 대기행렬모형을 제시하고 이에 대한 시스템 성능척도를 보다 체계적으로 구할 수 있는 방법을 소개한다. 이를 위하여 먼저 대기행렬시스템의 거동을 나타내는 시스템 상태를 정의하고, 바쁜기간과 서비스기간 분석을 통하여 시스템 상태의 선형 함수로 평균체제시간을 구할 수 있음을 보인다.

A Stochastic User Equilibrium Transit Assignment Algorithm for Multiple User Classes (다계층을 고려한 대중교통 확률적사용자균형 알고리즘 개발)

  • Yu, Soon-Kyoung;Lim, Kang-Won;Lee, Young-Ihn;Lim, Yong-Taek
    • Journal of Korean Society of Transportation
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    • v.23 no.7 s.85
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    • pp.165-179
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    • 2005
  • The object of this study is a development of a stochastic user equilibrium transit assignment algorithm for multiple user classes considering stochastic characteristics and heterogeneous attributes of passengers. The existing transit assignment algorithms have limits to attain realistic results because they assume a characteristic of passengers to be equal. Although one group with transit information and the other group without it have different trip patterns, the past studies could not explain the differences. For overcoming the problems, we use following methods. First, we apply a stochastic transit assignment model to obtain the difference of the perceived travel cost between passengers and apply a multiple user class assignment model to obtain the heterogeneous qualify of groups to get realistic results. Second, we assume that person trips have influence on the travel cost function in the development of model. Third, we use a C-logit model for solving IIA(independence of irrelevant alternatives) problems. According to repetition assigned trips and equivalent path cost have difference by each group and each path. The result comes close to stochastic user equilibrium and converging speed is very fast. The algorithm of this study is expected to make good use of evaluation tools in the transit policies by applying heterogeneous attributes and OD data.

Day-to-day dynamic combined model on the evaluation of traveller's traffic information for multi-mode and multi-class (다수단 다계층 통행정보제공에 따른 일별동적결합모형 개발 및 평가)

  • 이승재;손의영;김인경
    • Journal of Korean Society of Transportation
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    • v.17 no.4
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    • pp.85-97
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    • 1999
  • The Purpose of this Paper is the development of the day-to-day dynamic combined model on the evaluation of traveller's traffic information for multi-mode and multi-class environments. Information is assumed to be provided for multi-mode such as bus and automobile. and multi-class such as a driver with and without route guidance equipment when they depart for their trips. The information provision strategies have been developed in the base of user equilibrium, system optimum and in between them. The Sioux Falls network is used for the evaluation of the model and information provision strategies. In the numerical analysis, a Braess' paradox for the information provision, which is the increase of travel time even though the number of information usage level and user are increased, has been occurred so that these kinds of information strategies should be implemented with special care.

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