• Title/Summary/Keyword: 항만물류클러스터

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K-means를 활용한 항로표지 센서 데이터 군집화

  • 김두환;성상하;최형림
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2022.06a
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    • pp.54-55
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    • 2022
  • 해양에 설치된 항로표지는 선박의 안전한 항해를 위해 위치 정보를 제공하고, 항로표지에 부착된 센서를 통해 다양한 해양 정보를 수집하고 있다. 하지만 항로표지는 육지와 멀리 떨어진 해상이라는 특수한 작업환경으로 인해 항로표지 유지보수를 위한 많은 시간과 비용이 발생하게 된다. 현재 항로표지에 부착된 센서를 통해 다양한 정보를 수집하고 있지만, 정상 데이터와 비정상 데이터를 구분할 수 있는 정보가 없어 고장진단에 어려움이 있다. 따라서 본 연구에서는 항로표지 센서 고장진단을 위해 머신러닝 비지도학습 중 하나인 K-means 알고리즘을 활용하여 정상 데이터와 비정상 데이터로 군집화하였으며, 분류가 잘 되는 것을 확인할 수 있었다. 향후 연구방향으로는 2개의 클러스터로 구분된 데이터가 실제로 정상 데이터인지, 비정상 데이터인지에 대한 비교·분석이 필요하다.

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Commercial Districts and Amenities of Seaport Hinterland in Gwangyang Port (광양항 항만배후단지 업무.편의시설 구상)

  • Joo, Kyeongwon;Park, Byung-In
    • Journal of Korea Port Economic Association
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    • v.30 no.4
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    • pp.91-110
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    • 2014
  • The Korean Government is planning to build commercial districts and amenities for the major port such as Busan, Gwangyang, and Incheon in order to activate the hinterland in each port. The foreign ports in Germany, Japan and China is competing with Korean ports are developing the commercial districts and amenities of seaport hinterland in order to support urban functions. The purpose of this study is to predict the demand for the facility of commercial districts and amenities planned in the Gwangyang seaport hinterland, then to propose its utilization plans. By the demand forecasting, the districts and amenities need to be full of office, accommodation and commercial facilities, etc. In addition, the districts need to be developed gradually for the target of 2035, considering the demand growth. Leasing out the property to secular tenants, it needs to charge rent for profits of port authority. Therefore, it is required to revise the National Ports Act for the private agency to take part in building the facilities of the commercial districts and amenities.

Development Strategy of Seosan-Daesan Port using AHP Analysis (AHP를 이용한 서산 대산항의 발전전략에 관한 연구)

  • Yun, Kyong-Jun;Ahn, Seung-Bum;Lee, Hyang-sook
    • Journal of Korea Port Economic Association
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    • v.34 no.4
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    • pp.39-52
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    • 2018
  • The Seosan-Daesan Port is a representative trade port in Chungnam, and has the sixth largest total cargo throughput and the third largest oil cargo throughput in Korea. However, research on this port's development is lacking relative to that for Busan Port, Incheon Port, and Gwangyang Port, and no study exists that suggests the direction of the development strategy for Seosan-Daesan Port. This study discusses the future role of Seosan-Daesan Port in preparation for a rapidly changing future and the development strategy that should be established. Using the AHP, a development strategy is provided for Seosan-Daesan Port from short/mid-term and long-term viewpoints for three aspects: operation activation, infrastructure construction, and policy support. Operation activation is chosen as the most significant factor from a short/mid-term viewpoint, whereas infrastructure construction is recognized as important from a long-term viewpoint. Specifically, from a short/mid-term viewpoint, sustainable container cargo attraction, multipurpose dock construction, management pier construction, and opening of international passenger ferry lines are important factors while from the long-term viewpoint, hinterland construction, petrochemical industry cluster construction, automobile industry cluster construction, and management improvement system are important. Establishing action plans for each strategy and a cooperative network for sharing goals and strengthening cooperation is necessary.

Strategies for Activating the Gwangyang Region as a Logistics City (광양지역의 물류도시 발전 전략의 우선순위에 관한 연구)

  • Kim, Myoung-Gyu;Kim, Hyun-Duk;Park, Doo-Jin
    • Journal of Navigation and Port Research
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    • v.37 no.6
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    • pp.727-732
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    • 2013
  • This primary purpose of this study is to suggest strategies for developing the Gwangyagn region as a logistics city. In order to achieve such purpose, the following methodology is used. First, the literature survey on papers, related-organization's homepage, reports and journals related to Gwangyang Bay and Gwangyang port. Second, an pilot survey and field survey for suggesting SWOT analysis are carried out. Finally, questionnaire survey using a AHP analysis technique is distributed and analyzed. The strategies for developing as a logistics city are suggested as followings. First, ST strategy such as the development of the international hinterland logistics center related to the port logistics function is considered as the most important factor and followed by ST strategy, WT strategy and WO strategy. Second, creation of the revenue-creating logistics business model is to be considered as the most important factor and followed by development of the international hinterland logistics center related to the port logistics function, operation of the logistics center, creating high value-added of free trade area etc. For further research, more concrete and empirical study have to be carried out.

The Development Policy of Major Port City considering Port-Port City Relationship - The Case of Gwangyang Port, Korea - (항만과 배후도시 관계를 고려한 항만중심도시의 발전방향 - 광양항을 중심으로 -)

  • Jeong, Bonghyun
    • Journal of Korea Port Economic Association
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    • v.29 no.1
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    • pp.77-97
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    • 2013
  • This paper focuses upon the relationship between port and port city. The purpose of this study is to theoretically review the relationship between port and its city, and to identify crucial policy directions for mutual development of port and the backward city in the case of Gwangyang Port (GP), Korea. The contents of this paper consist of five main sections: introduction; a concept of port-port city relationship; an analysis of the relationship between GP and its city; policy directions for GP city; conclusion. This study was mainly conducted by a literature review of the papers/reports and the analysis of secondary data. Significant policy strategies are associated with development of value-added logistics, expansion of additional port business, vitalization of port hinterlands, and establishment of port logistics clusters in terms of port economic function. Green port operation, improvements of coastal environment, establishment of port waterfronts, and conceptual port redevelopment master plan are included in the major port city development strategies in terms of sustainable development. Another major port city development strategies contain major port city master plan, institutional arrangements for port city development, specialized port city development policy, and formation of free trade port city in relation to integrated port-port city planning and management.

Evaluation of the operational efficiency of major coastal ports in China based on the PCA-DEA model (PCA-DEA 모델을 기반으로 한 중국 주요연안 항만의 운영 효율성 평가)

  • Haiqing Zhang;Hyangsook Lee
    • Journal of Korea Port Economic Association
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    • v.40 no.1
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    • pp.87-118
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    • 2024
  • Coastal ports play an essential role in developing a country and a city. Port efficiency is an important factor affecting port trade, and the importance of port efficiency for port performance has been recognized in previous literature. DEA (Data Envelopment Analysis) and SFA (Stochastic Frontier Analysis) are widely used in this field of research. However, these two methods are limited in selecting input and output variables. In addition, the literature studies on Chinese coastal ports mainly focus on the study of port clusters in local areas, which lacks a holistic approach and generally lacks up-to-date data. Therefore, to fill the gap in this area of research, this paper introduces a model combining principal component analysis and data envelopment analysis to analyze the operational efficiency of the top 17 coastal ports in China in terms of throughput based on the most recent data available in 2021. This paper identifies container throughput as the output variable, and 13 second indicators are selected as input variables from four primary indicators: land, capital, labor, and infrastructure. Four principal components were selected from 13 second indicators using PCA.After that, DEA (BBC) and DEA (CCR) were used to analyze the 17 ports, among which five were Shanghai, Ningbo-Zhoushan, Guangzhou, Xiamen, and Dongguan, respectively, DEA efficient, and the remaining 12 ports were non-DEA efficient. Finally, improvement directions for each port are derived, and brief suggestions are made. This paper provides some reference value for developing and constructing coastal ports in China.

Trade Change Analysis by Commodities for Korea-China Rail Ferry System Demand Prediction (한중 열차페리 수송수요 예측을 위한 품목별 수출입 변화분석)

  • Shin, Seung-jin;Roh, Hong-seung;Hur, Sung-ho
    • Journal of Korea Port Economic Association
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    • v.32 no.4
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    • pp.41-56
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    • 2016
  • China is pushing a policy called China's Western Development in order to balance the continent's development level. They are connecting the rich natural resources of the mid-western areas and the capital of the eastern coastal areas of China. Since Korea depends on China the most for trade, it is necessary for Korea to always consider the trade scale and pattern changes of China. Response to changes in the transport and logistics system between the two countries is also demanded. This study aims to analyze the import and export trends between Korean and Chinese provinces of each item from the trade scale point of view. China's global trade routes reorganization and China's western development are considered and the corresponding direction is presented accordingly. The study also suggests strategies to expand the import and export scale with China based on the analysis.