• 제목/요약/키워드: Demand-Supply Model

검색결과 804건 처리시간 0.029초

산업체 수요중심 커리큘럼을 위한 메타모델 설계 기법 (Meta-Model Design Technique for Industrial Demand-Driven Curriculum)

  • 조은숙;박수희;장준오;노은하
    • 디지털산업정보학회논문지
    • /
    • 제7권4호
    • /
    • pp.169-181
    • /
    • 2011
  • The cooperation between universities and IT industry in producing IT manpower of quality is urgently called for to create the effective labor pool of supply and finally balance its supply and demand. Korean Government launched a program where industrial demand-driven curriculums are developed and applied to universities. This paper proposes a design technique of meta-modeling demand-driven curriculums and courses, based on the 3D software space and the software development process. This technique is proven to result in extensibility, flexibility and quality improvement in software design. Therefore, we expect that the proposed technique makes curriculums and courses possible to be continuously improved in many aspects.

데이터 마이닝과 칼만필터링에 기반한 단기 물 수요예측 알고리즘 (Short-term Water Demand Forecasting Algorithm Based on Kalman Filtering with Data Mining)

  • 최기선;신강욱;임상희;전명근
    • 제어로봇시스템학회논문지
    • /
    • 제15권10호
    • /
    • pp.1056-1061
    • /
    • 2009
  • This paper proposes a short-term water demand forecasting algorithm based on kalman filtering with data mining for sustainable water supply and effective energy saving. The proposed algorithm utilizes a mining method of water supply data and a decision tree method with special days like Chuseok. And the parameters of MLAR (Multi Linear Auto Regression) model are estimated by Kalman filtering algorithm. Thus, we can achieve the practicality of the proposed forecasting algorithm through the good results applied to actual operation data.

공컨테이너 운영 관리를 위한 모형 개발 (Models for the Empty Container Repositioning and Leasing)

  • 하원익;남기찬
    • 한국항해학회지
    • /
    • 제23권2호
    • /
    • pp.11-22
    • /
    • 1999
  • This paper is concerned with the development of a tractable model to assist liner shipping companies in the decision-making of empty container repositioning and leasing. A hybrid methodology is presented which properly accounts for the specific characteristics of empty container management. For this mathematical models are developed based on dynamic network models, covering both land and marine segment. Then a stochastic method is presented to deal with the uncertainty of the future demand and supply. Especially, the concept of opportunity cost has been introduced in order to explain interactions between the variation of the future demand and supply and the stock level at each depot.

  • PDF

ArcHydro를 이용한 GIS기반의 관개시스템 네트워크 모델링 (Network Modeling of Paddy Irrigation System using ArcHydro GIS)

  • 박근애;박민지;장중석;김성준
    • 한국수자원학회:학술대회논문집
    • /
    • 한국수자원학회 2006년도 학술발표회 논문집
    • /
    • pp.323-327
    • /
    • 2006
  • During the past decades in South Korea, there have been several projects to reduce water demand and save water for paddy irrigation system by automation. This is called as intensive water management system by telemetering of paddy ponding depth and canal water level and telecontrol of water supply facilities. This study suggests a method of constructing topology-based irrigation network system using GIS tools. For the network modeling, a typical agricultural watershed included reservoirs, irrigation and drainage canals, pumping stations was selected. ArcHydro tools composed of edge, junction, waterbody and watershed were used to construct hydro-network. ArcHydro Model was then designed and the network was successfully built using the HydroID. Visualization using ArcHydro tools could display table property of each object. ArcHydro Model was linked to Agricultural Water Demamd and Supply Estimation System (AWDS) which developed by Korea Rural Community and Agriculture Corporation (KRC) to extract information of the study area. And menu of supply facilities information, demand analysis and supply analysis constructed for information acquisition and visualization of acquired informations.

  • PDF

신기술 제품의 확산에 관한 수요$\cdot$공급의 균형확산모형과 실증분석 (An Equilibrium Diffusion Model of Demand and Supply of New Product and Empirical Analysis)

  • 하태정
    • 기술혁신연구
    • /
    • 제13권1호
    • /
    • pp.113-139
    • /
    • 2005
  • The purpose of this study is to analyse the diffusion process of personal computer (PC) in Korea during the 1990's. To achieve the goal, five research steps have been done such as the literature survey of diffusion theory, set-up of theoretic equilibrium model of supply and demand, derivation of an equilibrium path using Hamiltonian, and empirical analysis. The empirical analysis has been performed based on that equilibrium path. The results can be summarized as follows : First, technological attribute of diffusing product influences the diffusion speed of Product. It has been proven that the size of the network has a significant effect on the diffusion of PC in empirical study Second, supply factors have an important role in the diffusion process. According to the empirical analysis, decreasing cost of production as a result of technological advance promotes the speed of diffusion. This point seems to be manifest theoretically, but existing empirical models have not included supply factors explicitly, Third, it has been found out that expectation of decreasing cost would influence the speed of diffusion negatively as expected ex ante. Theoretically this result is supported by arbitrage condition of purchasing timing.

  • PDF

A Study on Transportation Optimization and Efficient Production Method of Raw Materials for Pellet for Construction of Supply Chain Management

  • Choi, Sang Hyun;Lee, Jae Hwan;Bakyt, Bekzhanov;Woo, Jong Choon
    • Journal of Forest and Environmental Science
    • /
    • 제32권2호
    • /
    • pp.173-181
    • /
    • 2016
  • This study designed a model of the efficient production schemes and raw materials transportation optimization of current South Korean's simple and monolithic distribution system of wood to build a SCM (supply chain management) as a basic level to establish a distribution of future by pellet production of raw materials costs and reduce transport costs, and specifically to forest of pallet to contribute to revitalizing the market. The result of each transportation costs after building the best transportation network from raw material supply area to demand area applying transport law was 964,600 thousands Won from 6 supply areas to 7 demand areas. And the result of each model's analysis to get the pellet's efficient production through production cost reduction showed that it reduced from 325,701 Won/t to 240,106 Won/t, results of existing efficient pellet for the production model 8,233 tons over 20,000 tons annual production capacity from the size of the expanded production capacity when the expansion. However, when the production size expanded to 50,000 Tons of the production, the effect was very small even though production cost decreased.

Forecasting Demand of Agricultural Tractor, Riding Type Rice Transplanter and Combine Harvester by using an ARIMA Model

  • Kim, Byounggap;Shin, Seung-Yeoub;Kim, Yu Yong;Yum, Sunghyun;Kim, Jinoh
    • Journal of Biosystems Engineering
    • /
    • 제38권1호
    • /
    • pp.9-17
    • /
    • 2013
  • Purpose: The goal of this study was to develop a methodology for the demand forecast of tractor, riding type rice transplanter and combine harvester using an ARIMA (autoregressive integrated moving average) model, one of time series analysis methods, and to forecast their demands from 2012 to 2021 in South Korea. Methods: To forecast the demands of three kinds of machines, ARIMA models were constructed by following three stages; identification, estimation and diagnose. Time series used were supply and stock of each machine and the analysis tool was SAS 9.2 for Windows XP. Results: Six final models, supply based ones and stock based ones for each machine, were constructed from 32 tentative models identified by examining the ACF (autocorrelation function) plots and the PACF (partial autocorrelation function) plots. All demand series forecasted by the final models showed increasing trends and fluctuations with two-year period. Conclusions: Some forecast results of this study are not applicable immediately due to periodic fluctuation and large variation. However, it can be advanced by incorporating treatment of outliers or combining with another forecast methods.

수요-공급의 동시모형을 통한 공로 화물운송특성분석 (The Analysis of the Road Freight Transportation using the Simultaneous Demand-Supply Model)

  • 장수은;이용택;지준호
    • 대한교통학회지
    • /
    • 제19권4호
    • /
    • pp.7-18
    • /
    • 2001
  • 본 연구의 목적은 지금까지의 수요 또는 공급의 한 측면만을 중심으로 하는 일방향적 단일모형에서 벗어나 화물운송의 수요-공급을 동시에 고려하는 모형을 정립하고 이를 활용하여 국내운송특성을 분석하고 정책적 시사점을 도출하는 것이다. 이를 위해 기존의 단일모형의 한계를 논하고 이를 개선할 수 있는 수요-공급 동시모형을 도입하여 국내화물운송 실적자료를 바탕으로 모형을 개발하였으며, 이를 바탕으로 국내공로화물의 특성을 분석하고 정책적 시사점을 도출하였다. 본 연구에서 개발된 모형은 공차거리율의 감소로 인한 적재효율의 증가는 적재용량(공급량)을 안정적으로 증가시키고, 이는 다시 물동량을 증가시키는 과정을 잘 묘사하고 있다. 이러한 상호조정 인과관계로부터 정부의 규제완화 조치가 장기적 관점에서 운송시장의 효율성을 재고시킬 것으로 예상할 수 있다. 그런데 물동량의 증가에 따른 공차거리율 감소 폭보다 적재용량의 증가에 따른 공차거리율 증가폭이 훨씬 큰 것으로 분석되어, 조정에 따른 단기적 비효율을 유발하는 것으로 나타나 물류인프라 구축과 단기적 조절 정책이 필요함을 시사하고 있다. 덧붙여 영세업자의 난립에 따른 소비자 보호를 위한 보완책과 함께 수요와 공급의 시장조절 능력에 따라 단계적으로 규제를 완화에 나아가는 것이 바람직한 것으로 분석되었다.

  • PDF

분석단위 세분화에 따른 한강권역의 물수급 분석 비교 및 고찰 (Comparison and discussion of water supply and demand forecasts considering spatial resolution in the Han-river basin)

  • 오지환;김연수;류경식;배영대
    • 한국수자원학회논문집
    • /
    • 제52권7호
    • /
    • pp.505-514
    • /
    • 2019
  • 우리나라는 효율적인 수자원 관리를 위해 노력하고 있으며, 향후 지역의 문제와 물이용 현황, 특성, 지형, 기후 등을 고려한 유역을 세분화한 후 계획을 수립하는 것이 필요하다. 이에 본 연구에서는 한강 권역을 대상으로 MODSIM 모형을 활용하여 중권역과 표준유역단위 물 수급 체계를 구축하고 분석 결과를 비교하였다. 분석 결과, 49개년(1967-2015)간 발생하는 평균 물 부족량은 중권역 단위 129.98 백만$m^3$, 표준유역단위 2,229.24 백만 $m^3$으로 약 21 억$m^3$ 가량의 차이가 나타났으나 물 부족이 발생하는 시기와 물 부족 발생 공간 분포에 대한 경향은 매우 유사하게 나타났다. 이러한 원인은 중권역 단위 분석의 경우, 모든 수량을 이용할 수 있다는 가정으로 대표 자연유량 값에 대한 생활, 공업, 농업용수 수요량에 대한 물 부족량이 산정된다. 그러나, 표준유역단위 분석에서는 분할된 공급량과 수요량의 차이로 인해 본류와 이격되어 있는 지류는 가용할 수 있는 수자원량이 상대적으로 작아져 물 부족이 크게 발생하는 것으로 나타났고, 본류는 오히려 회귀수량의 파급효과로 인해 물 부족이 나타나지 않는 것으로 분석되었다. 향후, 분석 단위의 세분화 뿐만 아니라 실제 물이용체계가 모형 내 고려된다면 지역적 특성이 반영된 물수급 평가가 가능할 것으로 판단된다.

앙상블 모형을 이용한 단기 용수사용량 예측의 적용성 평가 (Evaluation of short-term water demand forecasting using ensemble model)

  • 소병진;권현한;구자용;나봉길;김병섭
    • 상하수도학회지
    • /
    • 제28권4호
    • /
    • pp.377-389
    • /
    • 2014
  • In recent years, Smart Water Grid (SWG) concept has globally emerged over the last decade and also gained significant recognition in South Korea. Especially, there has been growing interest in water demand forecast and this has led to various studies regarding energy saving and improvement of water supply reliability. In this regard, this study aims to develop a nonlinear ensemble model for hourly water demand forecasting which allow us to estimate uncertainties across different model classes. The concepts was demonstrated through application to observed from water plant (A) in the South Korea. Various statistics (e.g. the efficiency coefficient, the correlation coefficient, the root mean square error, and a maximum error rate) were evaluated to investigate model efficiency. The ensemble based model with an cross-validate prediction procedure showed better predictability for water demand forecasting at different temporal resolutions. In particular, the performance of the ensemble model on hourly water demand data showed promising results against other individual prediction schemes.