• 제목/요약/키워드: Logistics Technologies

검색결과 226건 처리시간 0.024초

Naive Bayes-LSTM 기반 예지정비 플랫폼 적용을 통한 화물 상차 시스템의 운영 안전성 및 신뢰성 확보 연구 (On the Parcel Loading System of Naive Bayes-LSTM Model Based Predictive Maintenance Platform for Operational Safety and Reliability)

  • 황선우;김진오;최준우;김영민
    • 대한안전경영과학회지
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    • 제25권4호
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    • pp.141-151
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    • 2023
  • Recently, due to the expansion of the logistics industry, demand for logistics automation equipment is increasing. The modern logistics industry is a high-tech industry that combines various technologies. In general, as various technologies are grafted, the complexity of the system increases, and the occurrence rate of defects and failures also increases. As such, it is time for a predictive maintenance model specialized for logistics automation equipment. In this paper, in order to secure the operational safety and reliability of the parcel loading system, a predictive maintenance platform was implemented based on the Naive Bayes-LSTM(Long Short Term Memory) model. The predictive maintenance platform presented in this paper works by collecting data and receiving data based on a RabbitMQ, loading data in an InMemory method using a Redis, and managing snapshot DB in real time. Also, in this paper, as a verification of the Naive Bayes-LSTM predictive maintenance platform, the function of measuring the time for data collection/storage/processing and determining outliers/normal values was confirmed. The predictive maintenance platform can contribute to securing reliability and safety by identifying potential failures and defects that may occur in the operation of the parcel loading system in the future.

한-EU 해상운송보안 제도 대응전략 비교연구 (South Korea and EU Practices for Maritime Transport and Port Security: A comparative Study on Attitude to respond)

  • 김시현;신건훈
    • 무역상무연구
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    • 제68권
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    • pp.23-42
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    • 2015
  • According to the increasing attention to safety and security in maritime shipping, there are diverse security systems in international logistics activities. Although prior studies on maritime transport and port security reviewed security policy and practices in order to provide useful insights for strategic agenda, a few focused on attitude to respond it. Moreover, there are no prior study on a comparative study between continents. To tackle this, this paper compared confrontation attitude to maritime transport and port security between South Korea and European Union. Results identified that maritime shipping security incorporates container cargo security management, logistics security management, logistics security certificate system, and environmental impacts management caused by maritime shipping. Further, the comparison between two countries suggests that South Korea need to take more positive attitude to respond, such as investment in equipment and technologies for maritime shipping security, construction of comprehensive management system, political supports for logistics security, and training and education for safety and security. The results provide useful insights for strategic review of security systems in South Korea, and to help strategic agenda for future improvement.

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A Study on the Countermeasures of Shipping and Port Logistics Industry in Responding to the Progression of Fourth Industrial Revolution

  • Shin, Yong-John;Oh, Jin-Seok;Shin, Sang-Hoon;Jang, Ha-Lyong
    • 한국항해항만학회지
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    • 제42권5호
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    • pp.347-356
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    • 2018
  • The presence of the Fourth Industrial Revolution is omniscient, led by full force emergence of technologies that make biological, physical, and digital worlds borderless. All industries which jump on the bandwagon, can observe convergence and merging of bushiness happening within, between and across industries. As the shipping and port logistics industry is said to be in eye of this storm, the purpose of this study is to investigate the shipping and port logistics industry's awareness regarding 4th IR, as well to identify necessary countermeasures in responding to progression of this trend. Analytic Hierarchy Process (AHP) methodology was then used to compare the importance of four phases of countermeasures, reviewed by experts in the field. Results showed that countermeasures should be first orchestrated to the 'Merging and Integration of Inter-industry', then followed by 'P reemptive Introduction of Advanced Technology', 'Expansion of Intra-industry Businesses', and eventually 'Automation, Unmanned Technology'. Last but not least, four phases of countermeasures which should be introduced and executed one phase after another, are outlined for the shipping and port logistics industry to boost its competitiveness in addressing this progressive trend.

물류 회전설비 고장예지 시스템 (A Fault Prognostic System for the Logistics Rotational Equipment)

  • 김수형;볘르드바에브 예르갈리;조형기;김규익;김진석
    • 산업경영시스템학회지
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    • 제46권2호
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    • pp.168-175
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    • 2023
  • In the era of the 4th Industrial Revolution, Logistic 4.0 using data-based technologies such as IoT, Bigdata, and AI is a keystone to logistics intelligence. In particular, the AI technology such as prognostics and health management for the maintenance of logistics facilities is being in the spotlight. In order to ensure the reliability of the facilities, Time-Based Maintenance (TBM) can be performed in every certain period of time, but this causes excessive maintenance costs and has limitations in preventing sudden failures and accidents. On the other hand, the predictive maintenance using AI fault diagnosis model can do not only overcome the limitation of TBM by automatically detecting abnormalities in logistics facilities, but also offer more advantages by predicting future failures and allowing proactive measures to ensure stable and reliable system management. In order to train and predict with AI machine learning model, data needs to be collected, processed, and analyzed. In this study, we have develop a system that utilizes an AI detection model that can detect abnormalities of logistics rotational equipment and diagnose their fault types. In the discussion, we will explain the entire experimental processes : experimental design, data collection procedure, signal processing methods, feature analysis methods, and the model development.

첨단화물운송시스템(CVO)의 구성과 관련기술 (Structures and Information Technologies in CVO)

  • 안승범;변의석
    • 산업공학
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    • 제11권1호
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    • pp.41-53
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    • 1998
  • The Korean government has made efforts to establish ITS (Intelligent Transport System) strategic plans and to implement ITS. Commercial Vehicle Operation (CVO) has been developed in Korea as one of five subsystems in ITS and also in the context of Integrated Logistics Information Systems (ILIS). A low-level strategic plan of CVO is fixed on October, 1997, which has two subsystems and six major services. In this paper, services, requirements and information technologies for CVO are introduced as well as operational tests, deployment cases and cost-effectiveness.

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e-Logistics 환경에서 차량관제를 위한 이동체 관리 시스템 개발 (Development of Moving Object Management System for Vehicle Monitoring/Control Management in e-Logistics Environment)

  • 김동호;이혜진;이현아;김진석
    • 정보처리학회논문지D
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    • 제11D권6호
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    • pp.1231-1238
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    • 2004
  • 인터넷 기술의 발달로 물류분야에서는 물류 회사간 인터넷 기반의 가상 비즈니스 활동 또는 서비스 아키텍쳐를 의미하는 e-Logistics라는 새로운 개념에 대한 활발한 연구가 진행되었다. 동적이고 광역화 범위를 대상으로 하는 e-Logistics 환경에서 기존의 차량관제기술은 위치 데이터 통합과 저장 및 공유와 같은 많은 문제점 야기하며, 이를 효과적으로 해결하기 위해서는 이동체 기술 개발이 필요하다. 따라서 이 논문에서는 표준명세와 컴포넌트 기법을 기반으로 차량의 위치데이터에 대한 통합 수집에서 위치정보의 향상된 공유성을 제공하는 이동체 관리 시스템의 세부요소들을 제안하였으며, 차세대 물류차량 관제 시스템의 구축 및 운용에서 비용과 시간 절감의 기대효과를 기대할 수 있다.

지능형 고효율 철도물류터미널 구축 방안 (On the development of Intelligent Railway Logistics Terminal)

  • 김동희;홍순흠;김영훈;김경희;김경민
    • 한국철도학회:학술대회논문집
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    • 한국철도학회 2010년도 춘계학술대회 논문집
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    • pp.1596-1602
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    • 2010
  • The government have plans to improve the railway transport capacity and transport hub for the sustainable national transport and logistics system. Specially, there are much efforts to improve transportation capacity such as high speed transportation of rail freight, enlargement of BT train, development of double stack train, etc. between railway transport hubs. If the transport capacity between railway logistics hubs is increased as planned, we must increase the handling capacity of railway hub terminals. But there are limits to enlarge the terminal infrastructure because of investment scale, location circumstances and urban development plans. To ensure the capacity, with the minimum required enlargement of infrastructure, it is necessary to extremely increase the efficiency of terminal operations. For improving the efficiency, we have to introduce the efficient terminal operation systems based on u-IT and operation optimize technologies. In this paper, we analyse the issues and problems of railway terminals(including ICD) and suggest the concept of intelligent railway terminal and the construction components of technology.

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Development of a Smart Supply-Chain Management Solution Based on Logistics Standards Utilizing Artificial Intelligence and the Internet of Things

  • Oh, Am-Suk
    • Journal of information and communication convergence engineering
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    • 제17권3호
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    • pp.198-204
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    • 2019
  • In this study, the author introduces a supply-chain management (SCM) solution that connects suppliers, manufacturers, customers, and other companies within a transactional relationship to enable efficient inventory management and timely product supply, which ultimately maximizes corporate profits. This proposed solution exploits Fourth Industrial Revolution technologies, such as artificial intelligence (AI) and the Internet of Things (IoT), which provide solutions to complex management issues generated by the broader market. The goal of the current study was to develop an advanced and intelligent smart SCM solution that complies with logistics standards, to enhance the visibility, safety, and efficiency of a supply chain made up of manufacturers and suppliers. This smart SCM solution aims at maximizing corporate profits through efficient inventory management and timely supply of products, and solves the complex management problems caused by operating within a wide range of markets.

스마트화 대응 우리나라 선박 기술 실태 조사 연구: 특허 분석 및 감성 분석을 토대로 (A Study on the Status of Shipping Technology in Korea in Response to Smartification: Based on Patent Analysis and Sentiment Analysis)

  • 김보람;안영균
    • 무역학회지
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    • 제46권2호
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    • pp.1-18
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    • 2021
  • Amid the growing importance and urgency of smartening in the Korean maritime logistics industry, this study conducted a survey on the status of Korea's maritime trade technology. Korea is on par with developed countries internationally, but in order to lead the digitalization of the future era, additional developments should be explored by reviewing current conditions. In particular, it is necessary to draw policy implications for smart shipping in Korea, which is a three-sided sea. This study derived technical implications by comparing the number of patent applications and the applicant for domestic and foreign patents related to the major technologies of the Fourth Industrial Revolution. In addition, it was intended to investigate and present the status of Korea's maritime trade technology through the analysis of smart shipping-related emotions and the analysis of positive and negative scores of companies related to sentiment analysis.