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Abstract To prevent pollution from ships, the Energy Efficiency Design Index (EEDI) is a mandatory guideline for all new ships. The Ship Energy Efficiency Management Plan (SEEMP) has also been applied by MARPOL to all existing ships. SEEMP provides the Energy Efficiency Operational Indicator (EEOI) for monitoring the operational efficiency of a ship. By monitoring the EEOI, the shipowner or operator can establish strategic plans, such as routing, hull cleaning, decommissioning, new building, etc. The key parameter in calculating EEOI is Fuel Oil Consumption (FOC). It can be measured on board while a ship is operating. This means that only the shipowner or operator can calculate the EEOI of their own ships. If the EEOI can be calculated without the actual FOC, however, then the other stakeholders, such as the shipbuilding company and Class, or others who don't have the measured FOC, can check how efficiently their ships are operating compared to other ships. In this study, we propose a method to estimate the EEOI without requiring the actual FOC. The Automatic Identification System (AIS) data, ship static data, and environment data that can be publicly obtained are used to calculate the EEOI. Since the public data are of large capacity, big data technologies, specifically Hadoop and Spark, are used. We verify the proposed method using actual data, and the result shows that the proposed method can estimate EEOI from public data without actual FOC.
Publication Date 2020-05-21
Role Corresponding Author
Category SCIE

Seong-Hoon Kim, Myung-Il Roh, Min-Jae Oh, Sung-Woo Park, "Estimation of Ship Operational Efficiency from AIS Data Using Big Data Technology", International Journal of Naval Architecture and Ocean Engineering, Vol. 12, pp. 440-453, 2020.05.21


List of Articles
번호 분류 제목 Publication Date
41 Domestic Journal 차주환, 이준채, 노명일, 이규열, "LNG-FPSO에의 적용을 위한 Hamworthy Mark I Cycle의 최적 운전 조건 결정", 대한조선학회 논문집, Vol. 47, No. 5, pp. 733-742, 2010.10.01 file 2010-10-01
40 Domestic Journal 차주환, 하솔, 노명일, 이규열, "이산 사건/이산 시간 혼합형 시뮬레이션 모델 구조 기반 DEVS-HLA 인터페이스를 이용한 잠수함의 잠항 시뮬레이션", 한국CAD/CAM학회 논문집, Vol. 15, No. 4, pp. 279-288, 2010.08.01 file 2010-08-01
39 International Journal John-Kyu Hwang, Myung-Il Roh, Kyu-Yeul Lee, "Detailed Design and Construction of the Hull of an FPSO(Floating, Production, Storage, and Off-loading unit)", Ships and Offshore Structures, Vol. 5, No. 2, pp. 93-104, 2010.06.01 file 2010-06-01
38 International Journal Myung-Il Roh, Kyu-Yeul Lee, "Optimal Scheduling of Block Lifting in Consideration of the Minimization of Traveling Distance While Unloaded and Wire and Shackle Replacement of a Gantry Crane", Journal of Marine Science and Technology, Vol. 15, No. 2, pp. 190-200, 2010.06.01 file 2010-06-01
37 Domestic Journal 장경식, 이보현, 윤범상, 이주성, 노명일, "변분 다중 스케일법을 이용한 Ret=180 채널 난류 유동의 대와류 모사", 한국전산유체공학회지, Vol. 15, No. 2, pp. 35-40, 2010.06.01 file 2010-06-01
36 International Journal Ju-Hwan Cha, Myung-Il Roh, Kyu-Yeul Lee, "Combined Discrete Event and Discrete Time Simulation Framework and Its Application to the Block Erection Process in Shipbuilding", Advances In Engineering Software, Vol. 41, No. 4, pp. 656-665, 2010.04.01 file 2010-04-01
35 Domestic Journal 차주환, 노명일, 이규열, "이산 사건 및 역학 기반 이산 시간 혼합형 모델링에 의한 잠수함의 잠항 부상 시뮬레이션", 대한조선학회 논문집, Vol. 47, No. 2, pp. 248-257, 2010.04.01 file 2010-04-01
34 Domestic Journal 황지현, 노명일, 차주환, 이규열, "통합 프로세스 엔지니어링을 위한 해양 프로세스 기본 설계 방법론", 대한조선학회 논문집, Vol. 47, No. 2, pp. 265-277, 2010.04.01 file 2010-04-01
33 Domestic Journal 노명일, 이규열, "골리앗 크레인의 공주행 거리와 와이어 교체 최소를 고려한 최적 블록 리프팅 계획", 한국CAD/CAM학회 논문집, Vol. 15, No. 1, pp. 1-10, 2010.02.01 file 2010-02-01
32 Domestic Journal 노명일, 이상욱, 이규열, "구획 모델링 및 선박 계산 모듈을 이용한 함정의 최적 구획 배치 시스템 개발", 대한조선학회 논문집, Vol. 46, No. 4, pp. 424-434, 2009.08.01 file 2009-08-01
31 Domestic Journal 차주환, 노명일, 조두연, 이규열, "이산 사건 및 이산 시간 혼합형 시뮬레이션 커널의 통합 시스템을 이용한 블록 탑재 시뮬레이션", 대한조선학회 논문집, Vol. 46, No. 3, pp. 303-312, 2009.06.01 file 2009-06-01
30 International Journal Sang-Uk Lee, Myung-Il Roh, Ju-Hwan Cha, Kyu-Yeul Lee, "Ship Compartment Modeling Based On a Non-manifold Polyhedron Modeling Kernel", Advances In Engineering Software, Vol. 40, No. 5, pp. 378-388, 2009.05.01 file 2009-05-01
29 Domestic Journal 노명일, 이규열, 이정우, 이재승, "근골격계 질환 예방을 위한 조선용 작업 지원 로봇", 한국CADCAM학회 논문집, Vol. 14, No. 2, pp. 77-86, 2009.04.01 file 2009-04-01
28 Domestic Journal 차주환, 노명일, 이규열, "범용 동역학 모듈과 가시화 모듈을 이용한 조선 블록 탑재 시뮬레이션", 한국CAD/CAM학회 논문집, Vol. 14, No. 2, pp. 69-76, 2009.04.01 file 2009-04-01
27 Domestic Journal 임선빈, 노명일, 차주환, 이규열, "트랜스포터의 공주행(空走行) 최소화를 고려한 블록 운반 계획 최적화", 대한조선학회 논문집, Vol. 45, No. 6, pp. 646-655, 2008.12.01 file 2008-12-01
26 Domestic Journal 차주환, 노명일, 방경운, 이규열, "조선 공정 계획의 수립 완성도 향상을 위한 이산 사건 및 이산 시간 혼합형 시뮬레이션 프레임워크", 한국시뮬레이션학회 논문지, Vol. 17, No. 4, pp. 71-80, 2008.12.01 file 2008-12-01
25 International Journal Myung-Il Roh, Kyu-Yeul Lee, Woo-Young Choi, Seong-Jin Yoo, "Improvement of Ship Design Practice Using a 3D CAD Model of a Hull Structure", Robotics and Computer-Integrated Manufacturing Journal, Vol. 24, No. 1, pp. 105-124, 2008.02.01 file 2008-02-01
24 International Journal Myung-Il Roh, Kyu-Yeul Lee, "Generation of the Production Material Information of a Building Block and Simulation of the Block Erection for Computer-Aided Process Planning and Scheduling in Shipbuilding", International Journal of Production Research, Vol. 45, No. 20, pp. 4653-4683, 2007.10.01 file 2007-10-01
23 Domestic Journal 노명일, 최우영, 이규열, "쾌속 배관 라우팅 방법을 적용한 선체 구조 모델 기반의 배관 모델링 시스템 개발", 한국CAD/CAM학회 논문집, Vol. 12, No. 5, pp. 321-329, 2007.10.01 file 2007-10-01
22 International Journal Myung-Il Roh, Kyu-Yeul Lee, "Generation of the 3D CAD Model of the Hull Structure at the Initial Ship Design Stage and Its Application", Computers in Industry, Vol. 58, No. 6, pp. 539-557, 2007.08.01 file 2007-08-01
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