• Title/Summary/Keyword: volume forecast

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Forecasting and Suggesting the Activation Strategies for Sea & Air Transportation between Korea and China (한·중 간 Sea & Air 물동량 전망 및 활성화 방안에 관한 연구)

  • Jung, Hyun-Jae;Jeon, Jun-Woo;Yeo, Gi-Tae;Yang, Chang-Ho
    • Journal of Navigation and Port Research
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    • v.36 no.10
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    • pp.905-910
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    • 2012
  • In early 1990s, the Sea & Air Transport Cargoes (SATC) was increased annually with more than 50% rate due to the rising trade between Korea and China. However, after that, the increasing rate of the SATC was slowdown from the late 1990s, furthermore, recently it became sluggish and declined. This phenomenon is totally different compared to the skyrocketing trade volumes between two countries. In this respect, to forecast the SATC, draw out the factors for activation, and calculate the weight of priority of these factors are urgently needed. To achieve the research objectives, the ARIMA and Fuzzy-AHP were used as research methodology. The estimated volume of SATC using the data from year 2007 to 2012 on the ARIMA model, will be reached approximately 33,000 tons in year 2015. In the mean time, For drawing out and weighing the activation factors for SATC, the Fuzzy-AHP was adopted. As a result, 'Sea & Air transportation-related information system policies' is the most important factor among the principle criteria, and 'the construction of consolidation logistics center' is the most important factor among the 12 sub-principle criteria.

Development of a Freeway Travel Time Forecasting Model for Long Distance Section with Due Regard to Time-lag (시간처짐현상을 고려한 장거리구간 통행시간 예측 모형 개발)

  • 이의은;김정현
    • Journal of Korean Society of Transportation
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    • v.20 no.4
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    • pp.51-61
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    • 2002
  • In this dissertation, We demonstrated the Travel Time forecasting model in the freeway of multi-section with regard of drives' attitude. Recently, the forecasted travel time that is furnished based on expected travel time data and advanced experiment isn't being able to reflect the time-lag phenomenon specially in case of long distance trip, so drivers don't believe any more forecasted travel time. And that's why the effects of ATIS(Advanced Traveler Information System) are reduced. Therefore, in this dissertation to forecast the travel time of the freeway of multi-section reflecting the time-lag phenomenon & the delay of tollgate, we used traffic volume data & TCS data that are collected by Korea Highway Cooperation. Also keep the data of mixed unusual to applicate real system. The applied model for forecasting is consisted of feed-forward structure which has three input units & two output units and the back-propagation is utilized as studying method. Furthermore, the optimal alternative was chosen through the twelve alternative ideas which is composed of the unit number of hidden-layer & repeating number which affect studying speed & forecasting capability. In order to compare the forecasting capability of developed ANN model. the algorithm which are currently used as an information source for freeway travel time. During the comparison with reference model, MSE, MARE, MAE & T-test were executed, as the result, the model which utilized the artificial neural network performed more superior forecasting capability among the comparison index. Moreover, the calculated through the particularity of data structure which was used in this experiment.

High-Precision and 3D GIS Matching and Projection Based User-Friendly Radar Display Technique (3차원 GIS 정합 및 투영에 기반한 사용자 친화적 레이더 자료 표출 기법)

  • Jang, Bong-Joo;Lee, Keon-Haeng;Lee, Dong-Ryul;Lim, Sanghun
    • Journal of Korea Water Resources Association
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    • v.47 no.12
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    • pp.1145-1154
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    • 2014
  • In recent years, as frequency and intensity of severe weather disasters such as flash flood have been increasing, providing accurate and prompt information to the public is very important and needs of user-friendly monitoring/warning system are growing. This paper introduces a method that re-produces radar observations as multimedia contents and applies reproduced data to mesh-up services. In addition, a accurate GIS matching technique to help to track the exact location going on serious atmospheric phenomena is presented. The proposed method create multimedia contents having structures such as two dimensional images, vector graphics or three dimensional volume data by re-producing various radar variables obtained from a weather radar. After then, the multimedia formatted weather radar data are matched with various detailed raster or vector GIS map platform. Results of simulation test with various scenarios indicate that the display system based on the proposed method can support for users to figure out easily and intuitively routes and degrees of risk of severe weather. We expect that this technique can also help for emergency manager to interpret radar observations properly and to forecast meteorological disasters more effectively.

Building a Traffic Accident Frequency Prediction Model at Unsignalized Intersections in Urban Areas by Using Adaptive Neuro-Fuzzy Inference System (적응 뉴로-퍼지를 이용한 도시부 비신호교차로 교통사고예측모형 구축)

  • Kim, Kyung Whan;Kang, Jung Hyun;Kang, Jong Ho
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.32 no.2D
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    • pp.137-145
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    • 2012
  • According to the National Police Agency, the total number of traffic accidents which occurred in 2010 was 226,878. Intersection accidents accounts for 44.8%, the largest portion of the entire traffic accidents. An research on the signalized intersection is constantly made, while an research on the unsignalized intersection is yet insufficient. This study selected traffic volume, road width, and sight distance as the input variables which affect unsignalized intersection accidents, and number of accidents as the output variable to build a model using ANFIS(Adaptive Neuro-Fuzzy Inference System). The forecast performance of this model is evaluated by comparing the actual measurement value with the forecasted value. The compatibility is evaluated by R2, the coefficient of determination, along with Mean Absolute Error (MAE) and Mean Square Error (MSE), the indicators which represent the degree of error and distribution. The result shows that the $R^2$ is 0.9817, while MAE and MSE are 0.4773 and 0.3037 respectively, which means that the explanatory power of the model is quite decent. This study is expected to provide the basic data for establishment of safety measure for unsignalized intersection and the improvement of traffic accidents.

Accuracy Improvement of Urban Runoff Model Linked with Optimal Simulation (최적모의기법과 연계한 도시유출모형의 정확도 개선)

  • Ha, Chang-Young;Kim, Byunghyun;Son, Ah-Long;Han, Kun-Yeun
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.38 no.2
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    • pp.215-226
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    • 2018
  • The purpose of this study is to improve the accuracy of the urban runoff and drainage network analysis by using the observed water level in the drainage network. To do this, sensitivity analysis for major parameters of SWMM (Storm Water Management Model) was performed and parameters were calibrated. The sensitivity of the parameters was the order of the roughness of the conduit, the roughness of the impervious area, the width of the watershed, and the roughness of the pervious area. Six types of scenarios were set up according to the number and types of parameter considering four parameters with high sensitivity. These scenarios were applied to the Seocho-3/4/5, Yeoksam, and Nonhyun drainage basins, where the serious flood damage occurred due to the heavy rain on 21 July, 2013. Parameter optimization analysis based on PEST (Parameter ESTimation) model for each scenario was performed by comparing observed water level in the conduits. By analyzing the accuracy of each scenario, more improved simulation results could be obtained, that is, the maximum RMSE (Root Mean Square Error) could be reduced by 2.41cm and the maximum peak error by 13.7%. The results of this study will be helpful to analyze volume of the manhole surcharge and forecast the inundation area more accurately.

Application of Very Short-Term Rainfall Forecasting to Urban Water Simulation using TREC Method (TREC기법을 이용한 초단기 레이더 강우예측의 도시유출 모의 적용)

  • Kim, Jong Pil;Yoon, Sun Kwon;Kim, Gwangseob;Moon, Young Il
    • Journal of Korea Water Resources Association
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    • v.48 no.5
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    • pp.409-423
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    • 2015
  • In this study the very short-term rainfall forecasting and storm water forecasting using the weather radar data were implemented in an urban stream basin. As forecasting time increasing, the very short-term rainfall forecasting results show that the correlation coefficient was decreased and the root mean square error was increased and then the forecasting model accuracy was decreased. However, as a result of the correlation coefficient up to 60-minute forecasting time is maintained 0.5 or higher was obtained. As a result of storm water forecasting in an urban area, the reduction in peak flow and outflow volume with increasing forecasting time occurs, the peak time was analyzed that relatively matched. In the application of storm water forecasting by radar rainfall forecast, the errors has occurred that we determined some of the external factors. In the future, we believed to be necessary to perform that the continuous algorithm improvement such as simulation of rapid generation and disappearance phenomenon by precipitation echo, the improvement of extreme rainfall forecasting in urban areas, and the rainfall-runoff model parameter optimizations. The results of this study, not only urban stream basin, but also we obtained the observed data, and expand the real-time flood alarm system over the ungaged basins. In addition, it is possible to take advantage of development of as multi-sensor based very short-term rainfall forecasting technology.

A Study on Analysis of Validity for launching Domestic Market of Drugstore (드럭스토어의 국내 시장 진입 타당성 분석에 관한 연구)

  • OH, Young-Ae;Kim, Hee-Jung
    • Journal of Distribution Science
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    • v.6 no.1
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    • pp.5-24
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    • 2008
  • Pharmaceutists are interested in drugstores which are selling, the sundries, cosmetics, medical devices, with drugs. Because drug stores without prescription issued by doctor have faced on finacial difficulties since speciality between doctors and pharmaceutists set us law. There are two types of drugstore which is a type of common drugstore, other is a type of traditional drugstore based on pharmaceuties in steady of big size of store based on studies, cosmetics and so on. Expansion of business for drugstore show us that most of customer are who are very sensitive in circumstance. Since 2,000 it has been expanded to large scale, so market analysts expect that volume of market will be increased to 10 times within 5 years. Drugstores have several kinds of merchandises which customers can take a choice for their demands, so most of customers the young generations. However, market customers will be changed to medium, and old generations as drugstores set freely. Furthermore everybody will enjoy in at drugstores effectively this reports that include of counter based on proposals and validities. This study show examples that have been executed successfully by the advanced countries, moreover big companies in domestic market have been expanding their market share for drugstore business. Through out change of circumstance surrounding drugstores, this report indicate how to induce the large drugstore with validities and trends. Since speciality of pharmaceutists and doctors executed, direction and a forecast of developing drugstores under change of distribution of them and may be suggested. I hope that this research will be helpful of interesting in drugstores, and also lot of distributors focuses on drugstores to develop the drugstores in future.

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The Behavioral Analysis of the Trading Volumes of Gwangyang Port: Comparison with Incheon and Pyeongtaek-Dangjin Port (광양항의 물동량 행태분석: 인천항, 평택.당진항과 비교)

  • Mo, Soowon
    • Journal of Korea Port Economic Association
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    • v.28 no.3
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    • pp.111-125
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    • 2012
  • This study investigates the behavioral characteristic difference of the container volumes of three ports-Gwangyang, Incheon, and Pyeongtaek-Dangjin. All series span the period January 2003 to December 2011. I first test whether the series are stationary or not. I can reject the null hypothesis of a unit root in each of the level variables and of a unit root for the residuals from the cointegration at the 5 percent significance level. I hitherto make use of error-correction model and find that Gwangyang port is the slowest in adjusting the short-run disequilibrium, whereas the adjustment speed of Incheon is much faster than that of Gwangyang. The impulse response functions indicate that container volumes increase only a little to the negative shocks in exchange rate, while they respond positively to the shocks in the business activity in a great magnitude and decay very slowly to its pre-shock level. meaning that the shocks last very long. The accumulative response to the exchange rate increase of 20 won per dollar and the 5 point industrial production increase is the smallest in Gwangyang, no more than a half of that of two ports. The intervention-ARIMA models also forecast that Gwangyang port will have much lower growth rate than Incheon and Pyeongtaek-Dangjin port in trading volumes.

The Forecast on the Benefit of Traffic Safety Facility for the Inland Waterway in Cambodia -Focusing on the section between Phnom Penh and Chong Kneas port- (캄보디아 내륙수로의 교통안전시설에 대한 편익추정 -프롬펜과 총크니아스항 구간을 대상으로-)

  • Kim, Jung-Hoon
    • Journal of Korea Port Economic Association
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    • v.25 no.2
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    • pp.73-94
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    • 2009
  • In this paper the benefit was forecasted for traffic safety facilities to be constructed along the inland waterway between Phnom Penh and Chong Kneas(Siem Reap) port in Cambodia. First of all, the number of cruise ships passengers and cargo volumes were predicted. Second, the traffic volume of the cruise ships and cargo ships were calculated according to the prediction. Last, the safety benefit of traffic safety facilities was forecasted with the traffic after surveying the waterway accidents. The other benefit was also presented by converting the effect of relieving the emotional burden of navigators into currency value. Accordingly the entire benefit was estimated to be $14,990, $20,950 and $28,540 for pessimistic, moderate and optimistic prospects, in 2011. And then the entire benefits are calculated as $28,320, $63,060 and $95,230 for each prospect in the final estimation year 2020.

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A Comparative Study on Economic Impacts of a China-Korea FTA and a Japan-Korea FTA using a Dynamic CGE Model (동태CGE모형을 이용한 한·일FTA와 한·중FTA의 경제적 효과 비교분석)

  • Ko, Jong-Hwan
    • International Area Studies Review
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    • v.14 no.3
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    • pp.423-453
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    • 2010
  • This study aims at quantifying potential economic effects on the Korean economy of a China-Korea FTA and a Japan-Korea FTA using a dynamic computable general equilibrium (CGE) model. Most of the previous studies on them used static CGE models. Key findings of this study are that a China-Korea FTA would lead to a higher increase in Korea's exports and economic growth than a Japan-Korea FTA and that both a China-Korea FTA and a Japan-Korea FTA would cause additional trade deficits to Korea, which would be minuscule compared to Korea' economic trade volume. Since potential economic impacts on Korea's industry output and exports by sector of a China-Korea FTA and a Japan-Korea FTA are forecast to be complementary, i.e., major sectors which would run trade deficits from a Japan-Korea FTA would run trade surpluses from a China-Korea FTA, a simultaneous pursuit of both a China-Korea FTA and a Japan-Korea FTA would be more desirable and beneficial to Korea. This study shows that a dynamic CGE model which can take explicit account of international capital mobility and ownership is required for more precise estimation of effects of the FTAs.