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Forecasting the Busan Container Volume Using XGBoost Approach based on Machine Learning Model (기계 학습 모델을 통해 XGBoost 기법을 활용한 부산 컨테이너 물동량 예측)

  • Nguyen Thi Phuong Thanh;Gyu Sung Cho
    • Journal of Internet of Things and Convergence
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    • v.10 no.1
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    • pp.39-45
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    • 2024
  • Container volume is a very important factor in accurate evaluation of port performance, and accurate prediction of effective port development and operation strategies is essential. However, it is difficult to improve the accuracy of container volume prediction due to rapid changes in the marine industry. To solve this problem, it is necessary to analyze the impact on port performance using the Internet of Things (IoT) and apply it to improve the competitiveness and efficiency of Busan Port. Therefore, this study aims to develop a prediction model for predicting the future container volume of Busan Port, and through this, focuses on improving port productivity and making improved decision-making by port management agencies. In order to predict port container volume, this study introduced the Extreme Gradient Boosting (XGBoost) technique of a machine learning model. XGBoost stands out of its higher accuracy, faster learning and prediction than other algorithms, preventing overfitting, along with providing Feature Importance. Especially, XGBoost can be used directly for regression predictive modelling, which helps improve the accuracy of the volume prediction model presented in previous studies. Through this, this study can accurately and reliably predict container volume by the proposed method with a 4.3% MAPE (Mean absolute percentage error) value, highlighting its high forecasting accuracy. It is believed that the accuracy of Busan container volume can be increased through the methodology presented in this study.

Numerical Analysis of the flow Characteristics in Intake-Port Piston Head Configurations in a Gasoline Direct-Injection Engine. (가솔린직접분사기관에서 흡기포트 및 피스톤의 형상에 따른 유동해석)

  • Park Chan-Guk;Park Hyung-Koo;Lim Myung-Taeck
    • Journal of computational fluids engineering
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    • v.4 no.3
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    • pp.21-27
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    • 1999
  • In this paper, tile characteristics of flow resulting from the configurations of piston head and intake-port of the cylinder in a gasoline-direct-injection engine are investigated numerically. Calculations are carried out from intake process to the end of compression. GTT code which includes the third order upwind Chakravarthy-Osher TVD scheme and κ-ε turbulence model with the law of wall as a boundary condition. As a result, a piston head with a smaller radius of curvature and larger radius gives stronger reverse tumble. It is also shown that as the maximum tumble ratio increases by the configuration of the intake-port the tumble ratio at the end of compression stroke increases. It is concluded that flows at the end of compression stroke can be controlled by the optimum design of intake-port and piston head.

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Effects of Port Masking on fart Load Performance: Part II - Emission and Fuel Economy (포트 마스킹이 엔진의 부분부하 성능에 미치는 영향: Part II - 배기 및 연비특성)

  • 이원근;엄인용
    • Transactions of the Korean Society of Automotive Engineers
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    • v.9 no.5
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    • pp.23-29
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    • 2001
  • This paper is the second of companion papers, which investigate port-masking effects on emission and fuel economy. Port-masking was applied to commercial SOHC 3-valve engine by inserting masking plates between manifold and port. To induce various conditions of stratification, six types of masking plates were applied. In this paper, main interest is focused on the influence of injection timing on emission and fuel economy. Various injection timing was applied to the six cases, under the stoichiometric and lean-limit air-fuel ratio. Under the stoichiometric condition, an explanation about the reason of the change in emission level due to injection timing change is given. It is observed that NOx emission under the LML condition varies significantly when the injection timing changes.

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A Study on Transportation Systems of Container Cargo in Busan Port (부산항 컨테이너 화물수송체계에 관한 연구)

  • 오석기;오윤표;윤칠용
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2000.11a
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    • pp.7-14
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    • 2000
  • The purpose of this study is to improvement strategies for transportation systems of container cargo in Busan port. Therefore, it was forecasted the future container cargo demand using logistic curve formula. In 2011, container cargo demand was forecasted 8.791 million TEU(T/S including 12.559 million TEU). In order to improvement transportation systems of container cargo, this study presented following; $\circled1$ port facilities expansion, $\circled2$ diversity of container transport modes. $\circled3$ make up ICD and exclusive container roads, $\circled4$ the second Seoul-Busan Expressway.

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A Safety Assessment on Fishing Vessels' Entering or Leaving the Port of Gamcheon (감천항내 연근해 어선 출·입항에 따른 안전성 연구)

  • Jeong, Ho-Sun;Seo, Byeong-Kui;Kim, Seong-Gi
    • Journal of Fisheries and Marine Sciences Education
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    • v.19 no.3
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    • pp.441-456
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    • 2007
  • The purpose of this study was to obtain an objective conclusion of safety assessment and to suggest proper countermeasures for the fishing vessels' entering or leaving the port of Gamcheon, in where the pier No. 4 for the fishing vessels will be newly opened soon. 20 times of the manoeuvring simulation were performed respectively onto entering and leaving the port of Gamcheon with the various conditions in weather and current, and then each of result was carefully analyzed. In spite of some increasing demand of entering the port in future, the safety will not be largely worse if the suggestion will be taken.

The Optimum Valuation Model Construction Planning Of Port EDI System (항만물류 EDI 시스템의 최적평가모델 구축방안)

  • 한계섭;김현수;박남규;최형림;조재형
    • Proceedings of the Korea Association of Information Systems Conference
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    • 2001.12a
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    • pp.14-30
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    • 2001
  • At present, EDI system is indispensable process in Port and e-logis industry. Using EDI system service has been variably applicable Client/Server system base on 2-Tier, Web EDI and skill oriented distribution object. Up to date, EDI System has been Closed. Moreover it raised several points on User. For settling the problem, A study make progress with Web EDI system, XML/EDl system, distribution object technology based on 3-Tier. This Study produce several EDI system and Service. With a Result of study as the central figure, All kinds of System and Service make a comparative study synthetically in port and e-logis industry. As a result of Study, this paper make an Model Construction Planning for estimating the Port EDI System.

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Inversion of Implantable Central Venous Port in Children - 2 Cases Report - (소아에서 피하매몰 중심정맥포트가 전복된 사례에 대한 경험 - 2예 보고 -)

  • Choi, June-Young;Kim, Hyun-Young;Jung, Sung-Eun;Park, Kwi-Won;Kim, Woo-Ki
    • Advances in pediatric surgery
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    • v.12 no.1
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    • pp.17-23
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    • 2006
  • A 3-year-old girl with a primitive neuroectodermal tumor (PNET) and a 6-yearold girl with acute lymphoid leukemia were referred to us because of problems with their implantable central venous ports (Port-A-Cath$^{(R)}$). On physical examination, the ports were upside-down, so a needle could notbe inserted through the membrane of the port. Right lateral side view of the chest radiogram confirmed port inversion in both cases. At operation, the ports were inverted and the transfixing sutures were totally absorbed. The ports were rotated 180 degrees and anchoring sutures placed.

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8-Port Network Model for Harmonic Analysis on the Test Track in Seoul-Pusan High-Speed Railway (경부고속전철 시험선로의 고조파 해석을 위한 10단자 회로망 모델)

  • O, Gwang-Hae;Lee, Han-Min;Chang, Sang-Hun;Kim, Jeong-Hun
    • The Transactions of the Korean Institute of Electrical Engineers B
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    • v.51 no.3
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    • pp.99-106
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    • 2002
  • This study presents an approach to model the Electric Railway System with the common grounding based on the 8-port network model and to analyse traction power feeding system focused on the amplification of harmonic current. The entire system can be easily modeled by the combination of 8-port representation of each component in parallel and/or series. Through the research, 8-port network model which can be effectively applied to harmonic analysis is derived.

A Study on Transportation Systems of Container Cargoes in Busan Port (부산항 컨테이너 화물수송체계에 관한 연구)

  • 오석기;오윤표;윤칠용
    • Journal of Korean Port Research
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    • v.15 no.1
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    • pp.19-26
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    • 2001
  • The purpose of this study is to improve the strategies for transportation systems of container cargoes in Busan port. Therefore, container cargoes forecasting is done through logistic methods based on past trends. In 2011, container cargoes demand was forecasted 8.791 million TEU(T/S including 12.559 million TEU). In order to improve transportation systems of container cargoes, the conclusions of this study can be summarized as follows ; \circled1 port facilities expansion, \circled2 diversity of container transport modes, \circled3 make up ICD and exclusive container roads, \circled4 the second Seoul-Busan Expressway.

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A study on the precedent trend of safe port and its Implication (안전항 판례동향과 시사점에 관한 연구)

  • Kim, Taw-Woo;Lee, Won-Jeong
    • Journal of the Korea Safety Management & Science
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    • v.12 no.3
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    • pp.93-99
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    • 2010
  • As more than 90% of global trade is carried by sea there is little doubt that the safety of the ports at which the world's trading fleet call is of critical concern. The concept of 'safe port' continues to be an area of critical concern for charterers and ship-owners. In light of increased global security and health risks the recognised principles are under security. This paper examines the nature of safe port, and analyses the precedent trend of safe port and its Implication