• Title/Summary/Keyword: 정산모형

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New Maximum Likelihood Estimation Algorithms for the Parameters of Generalized Gravity Model (일반화중력모형 파라메터의 새로운 최우추정기법 개발)

  • 윤성순
    • Journal of Korean Society of Transportation
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    • v.11 no.1
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    • pp.55-66
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    • 1993
  • 본 논문에서는 최근에 소개된 일반화중력모형(Generalized Gravity Model)파라메터의 최우추정치(Maximum Likelihood Estimates) 계산을 위한 새로운 알고리즘을 이론적으로 도출하였다. 개발된 알고리즘은 첫째 계산속도, 둘째 정밀도, 셋째 모형변수(예컨데 통행시간, 통행비용 등)들 간에 공선성(multicolinearity)이 존재할 경우의 계산능력, 넷째 대규모 스케일의 기.종점자료(large O-D Matrices)에 적용시의 계산능력, 다섯째 모형변수의 개수에 따른 계산능력의 평가기준에서 그 계산실적이 기존의 알고리즘과 비교 평가 되었다. 제안된 기법중에서 Modified Scoring 기법은 계산속도 및 정밀도등 앞서 나열한 계산능력의 평가기준 중 모든 부문에서 매우 탁월한 계산실적을 보이는 것으로 판명되었다. 따라서 최선의 추정치를 보장하는 최우추정기법이 대규모 스케일의 교통계획 적용에도 큰 비용(시간)부담없이 손쉽게 적용될 수 있게 되었다. 제안된 새로운 알고리즘의 적용시 교통계획분야에 가져올 수 있는 기대효과는 다음과 같다. 첫째, 최우추정법이 대규모 O-D 통행표에 쉽게 적용될 수 있고 또한 PC등 소형 컴퓨터에서도 처리가 쉽다. 둘째, 모형설명변수의 자유로운 선택등 통계적실험(experimentation)을 가능케 한다. 셋째, 중력모형이 내재되어 있는 결합모형(Combined Model)의 정산속도를 높인다. 넷째, IVHS(Intelligent Vehicle and Highway System)와 같은 분야에서 온라인(On-line)모형정산을 가능케 할 수 있다.

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A Study on Freeway Traffic Simulation Model (도시고속도로 교통류 모의실험 모형에 관한 연구)

  • 강정규
    • Proceedings of the KOR-KST Conference
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    • 1996.12a
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    • pp.17-40
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    • 1996
  • 본 연구에서는 거시적 연속교통류 모형에 바탕을 둔 도시고속도로로 시뮬레이션모형의 개발이 시도되었다. 이 모형은 simple continuum model에 통행수요모형 기능을 강화시킨 것으로서 기존 연속교통류 시뮬레이션모형의 단점을 개선하였다. 제안된 시뮬레이션모형은 정산과정을 거쳐 미국 도시고속도로에서 수집한 현장자료에 의해 평가되었다. 특히 링크의 목적지별 차량대수 추정, 실시간 O-D추정의 문제가 확장칼만필터의 형태로 접근되었으며, 개발된 시뮬레이션모형을 ATMS전략에 활용하는 방안이 개발·평가되었다. 이들 전 과정을 통합한 모수적응적 모형(Parameter Adaptive Model)에 의해 교통량을 실시간으로 예측(Real time traffic prediction)하는 방법을 제안하였으며 현장자료에 의해서 평가되었다.

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Model Specification and Estimation Method for Traveler's Mode Choice Behavior in Pusan Metropolitan Area (부산광역권 교통수단선택모형의 정립과 모수추정에 관한 연구)

  • Kim, Ik-Ki;Kim, Kang-Soo;Kim, Hyoung-Chul
    • Journal of Korean Society of Transportation
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    • v.23 no.3 s.81
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    • pp.7-19
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    • 2005
  • Mode choice Analysis is essential analysis stage in transportation demand forecasting process. Therefore, methods for calibration and forecasting of mode choice model in aspect of practical view need to be discussed in depth. Since 1980s, choice models, especially Logit model, are spread widely and rapidly over academic area, research institutes and consulting firms in Korea like other developed countries in the world. However, the process of calibration and parameter estimation for practical application was not clearly explained in previous papers and reports. This study tried to explain clearly the calibration process of mode choice step by step and suggested a forecasting mode choice model that can be applicable in real policy analysis by using household survey data of Pusan metropolitan are. The study also suggested a way of estimating attributes which was not observed during the household survey commonly such as travel time and cost of unchosen alternative modes. The study summarized the statistical results of model specification for four different Logit models as a process to upgrade model capability of explanation for real traveler's choice behaviors. By using the analysis results, it also calculated the value of travel time and compared them with the values of other previous studies to test reliability of the estimated model.

Analysis of runoff characteristics for Geumjeong mountain wetland (금정산 산지습지의 유출특성 분석)

  • Oh, Seung Hyun;Kim, Dong Su;Rho, Young Sin;Jung, Sung Won
    • Proceedings of the Korea Water Resources Association Conference
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    • 2019.05a
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    • pp.208-208
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    • 2019
  • 습지는 해안선 안정화, 생물의 다양성 유지, 수질정화 그리고 관광, 여가활동 그리고 습한 시기에는 물을 흡수하고 건조한 시기에는 방류하는 역할을 하며 인간에 삶에 있어 다양한 역할을 하고 있다. 이처럼 습지의 기능 및 다양성을 보전하기 위해서는 습지내 유량이 유지되어야 하지만, 최근 기후변화로 인한 온도상승 및 불규칙한 강수 패턴으로 인해 습지의 유량이 유지되지 못하고 있다. 특히 산지습지의 경우 습지의 특성상 규모가 작고 고립되어있으며, 환경변화에 민감하기 때문에 물의 순환이 변화하게 되면 다른 내륙습지에 비해 쉽게 습지의 육화 및 건조화가 진행된다. 따라서 본 연구에서는 천연기념물 및 수생식물 등 다양한 생물종이 서식하는 보전가치가 높은 금정산에 위치한 산지습지를 대상으로 분석을 실시하였다. 습지의 상류와 중앙 집수구역에 3개의 수위계를 설치하여 강수에 따른 수위변동 패턴을 분석하였고, 습지 하류부에는 강수계 및 온 습도계를 설치하여 습지의 실측 기상자료를 활용하여 분석을 실시하였다. 또한 물수지 방법을 기반으로 하는 유출모형인 SWAT모형을 활용하여 습지의 유출특성을 분석하고 습지의 유량 변동을 파악하였다. 본 연구에서 분석한 결과를 토대로 향후 금정산 산지습지의 보전을 위한 유지관리 방안을 제안하고자 한다.

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Calibration of a Network Link Travel Cost Function with the Harmony Search Algorithm (화음탐색법을 이용한 교통망 링크 통행비용함수 정산기법 개발)

  • Kim, Hyun Myung;Hwang, Yong Hwan;Yang, In Chul
    • Journal of Korean Society of Transportation
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    • v.30 no.5
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    • pp.71-82
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    • 2012
  • Some previous studies adopted a method statistically based on the observed traffic volumes and travel times to estimate the parameters. Others tried to find an optimal set of parameters to minimize the gap between the observed and estimated traffic volumes using, for instance, a combined optimization model with a traffic assignment model. The latter is frequently used in a large-scale network that has a capability to find a set of optimal parameter values, but its appropriateness has never been demonstrated. Thus, we developed a methodology to estimate a set of parameter values of BPR(Bureau of Public Road) function using Harmony Search (HS) method. HS was developed in early 2000, and is a global search method proven to be superior to other global search methods (e.g. Genetic Algorithm or Tabu search). However, it has rarely been adopted in transportation research arena yet. The HS based transportation network calibration algorithm developed in this study is tested using a grid network, and its outcomes are compared to those from incremental method (Incre) and Golden Section (GS) method. It is found that the HS algorithm outperforms Incre and GS for copying the given observed link traffic counts, and it is also pointed out that the popular optimal network calibration techniques based on an objective function of traffic volume replication are lacking the capability to find appropriate free flow travel speed and ${\alpha}$ value.

Comparison of solar power prediction model based on statistical and artificial intelligence model and analysis of revenue for forecasting policy (통계적 및 인공지능 모형 기반 태양광 발전량 예측모델 비교 및 재생에너지 발전량 예측제도 정산금 분석)

  • Lee, Jeong-In;Park, Wan-Ki;Lee, Il-Woo;Kim, Sang-Ha
    • Journal of IKEEE
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    • v.26 no.3
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    • pp.355-363
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    • 2022
  • Korea is pursuing a plan to switch and expand energy sources with a focus on renewable energy with the goal of becoming carbon neutral by 2050. As the instability of energy supply increases due to the intermittent nature of renewable energy, accurate prediction of the amount of renewable energy generation is becoming more important. Therefore, the government has opened a small-scale power brokerage market and is implementing a system that pays settlements according to the accuracy of renewable energy prediction. In this paper, a prediction model was implemented using a statistical model and an artificial intelligence model for the prediction of solar power generation. In addition, the results of prediction accuracy were compared and analyzed, and the revenue from the settlement amount of the renewable energy generation forecasting system was estimated.

Methods of computing Toll Road Weights when Calibrating Road Networks in a Transportation Planning Model (교통계획 모형내 유료도로의 요금적용 방안에 관한 연구)

  • Kim, Eung-Cheol;Kim, Do-Hoon
    • International Journal of Highway Engineering
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    • v.11 no.1
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    • pp.47-58
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    • 2009
  • Calibrating toll roads of highway networks needs additional weights within volume delay functions not like other general highway lints. However, current methods assigning additional weights in the volume delay function of toll roads are not sufficiently enough to predict real toll road volumes measured, since it does not consider discounting rates and an extra charges. This study develops methods to improve relevant and reliable volume delay functions. Suggested ideas include a method of weighting volume delay functions considering a value of time of vehicle types, a method of weighting volume delay functions considering lane distributions of vehicles, and a method of weighting volume delay functions considering percentages of link lengths per a number of lanes of toll roads. It is found that the method of weighting volume delay functions considering lane distributions of vehicles show most reliable and appropriate results, while the first method shows overestimation and the third method does underestimation of highway link volumes. In terms of assignment methods, total OD equilibrium assignment shows better results than PCU based assignment.

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Economic Impacts of Initial Allocation and Banking in CO2 Emissions Trading (초기할당방식과 예대(預貸) 가능 여부에 따른 CO2 배출권거래제의 경제적 효과)

  • Cho, Gyeong Lyeob;Kim, Young Duk;Kim, Hyosun
    • Environmental and Resource Economics Review
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    • v.15 no.4
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    • pp.591-642
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    • 2006
  • This paper intends to analyze economic impacts of commitment period and initial allocation in emissions trading using computable general equilibrium (CGE) modeling. The fully dynamic CGE model with perfect foresight assumption is employed to illustrate (i) how a model displays economic impact of $CO_2$ regulation upon different commitment periods: one-year budget clearing vs. 5-year commitment period, (ii) how major 8 energy-intensive industries respond to different ways to allocate initial allowances. According to the results of the analysis, it IS found that market players are motivated to bank the permits and tend to sell permits in earlier stage and to buy permits in later stage of commitment period. This implies that banking allows permit trading within a commitment period, which supports the conclusions of Kling and Rubin (1997). Other findings are related to efficiency. That is, emissions trading surpasses command and control, in terms of economic efficiency and longer terms of commitment period converge on lower permit price, In long term, initial allocation based on value-added performs the lowest GDP loss among different initial allocations.

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