• Title/Summary/Keyword: 해양데이터모델

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Development of Compensation Statistic System Based on Dashboard for Smart Work (스마트 워크를 위한 대시보드 기반의 보상 통계시스템 개발)

  • Seo, Myoung-Bae;Kim, Nam-Gon
    • Proceedings of the Korea Information Processing Society Conference
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    • 2013.05a
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    • pp.789-791
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    • 2013
  • 보상업무를 수행하는 기관에서 정기 또는 비정기적으로 발생하는 각종 보고나 통계에 활용되는 자료들을 쉽게 작성하고 이러한 자료를 단순 보고자료에서 의사결정 자료로 확장시켜 스마트 워크에 활용하기 위해 시각적인 효과를 극대화시킨 대시보드 기반의 보상통계시스템 구축사례를 제시하였다. 이를 위해 국토해양부, 감사원, 국회 등에 제출하는 다양한 보고자료들을 분석하여 통계항목을 구성하였고 대용량 데이터를 신속하게 조회하기 위해 모델마트를 활용하였으며 플래시 기반의 비쥬얼 박스 등을 활용하여 시각적이며 직관적인 통계화면을 구성하였다. 또한, 기능구성시 관리자와 보상담당자가 활용하는 화면을 별도로 구성하여 맞춤형 서비스를 제공하였고 플래시 기반의 지도를 활용하여 화면상의 데이터가 상호 연동이 가능하도록 구성하였다.

A Study on the Detection of Infringement Threats Using Multiple Cybersecurity AI Models and Visualization of Response Based on ELK (다중 사이버 보안 AI 모델을 이용한 침해위협 탐지와 ELK 기반 대응 시각화에 대한 연구)

  • In-Jae Lee;Chan-Woong Park;Oh-Jun Kwon;Jae-Yoon Jung;Chae-Eun Kim
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.11a
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    • pp.799-800
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    • 2023
  • 최근 많은 기업체들은 점점 고도화되고 있는 사이버 공격 위협에 대응하기 위해 다양한 보안 솔루션 도입 및 종합적인 네트워크 보안 분석을 수행하고 있다. 하지만 보안 영역에 많은 자원과 예산을 투입할 여력이 없는 중소형 업체들은 특히 침해위협 탐지와 대응 결과시각화에 대한 어려움을 겪고 있다. 이에 따라 본 연구에서는 다중 사이버 보안 AI 모델구현을 통해 다각도의 사이버 침해위협 발생 가능성을 예측하고, 추가적으로 오픈소스 기반의 ELK 플랫폼을 통한 대응 결과 시각화를 구현하고자 한다.

Study on the Performance Improvement of Marine Engine Generator Exciter Control using Neural Network Controller (신경망 회로 제어기를 이용한 선박 엔진 발전기의 여자기 제어 성능 개선에 관한 연구)

  • HeeMoon Kim;JongSu Kim;SeongWan Kim;HyeonMin Jeon
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.29 no.6
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    • pp.659-665
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    • 2023
  • The exciter of a ship generator adjusts the magnetic flux through excitation current control to maintain the output terminal voltage constant. The voltage controller inside the exciter typically uses a proportional integral control method. however, the response characteristics determined by the gain and time constant produce unwanted output owing to an inappropriate setting value that can reduce the quality and stability of power within the ship. In this study, a neural network circuit is learned using stable input/output data that can be obtained through the AC4A type exciter model provided by IEEE, and the simulation is performed by replacing the existing proportional integral control type voltage controller with the learned neural network circuit controller. Consequently, overshooting was improved by up to 9.63% compared with that of the previous model, and excellence in stable response characteristics was confirmed.

An Analysis on Determinants of the Capesize Freight Rate and Forecasting Models (케이프선 시장 운임의 결정요인 및 운임예측 모형 분석)

  • Lim, Sang-Seop;Yun, Hee-Sung
    • Journal of Navigation and Port Research
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    • v.42 no.6
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    • pp.539-545
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    • 2018
  • In recent years, research on shipping market forecasting with the employment of non-linear AI models has attracted significant interest. In previous studies, input variables were selected with reference to past papers or by relying on the intuitions of the researchers. This paper attempts to address this issue by applying the stepwise regression model and the random forest model to the Cape-size bulk carrier market. The Cape market was selected due to the simplicity of its supply and demand structure. The preliminary selection of the determinants resulted in 16 variables. In the next stage, 8 features from the stepwise regression model and 10 features from the random forest model were screened as important determinants. The chosen variables were used to test both models. Based on the analysis of the models, it was observed that the random forest model outperforms the stepwise regression model. This research is significant because it provides a scientific basis which can be used to find the determinants in shipping market forecasting, and utilize a machine-learning model in the process. The results of this research can be used to enhance the decisions of chartering desks by offering a guideline for market analysis.

선박교통관제 강화 방안에 대한 제언 -공유된 정보를 통해 선박의 사고 개연성 예측 중심으로-

  • Kim, Min-Yeong;An, Byeong-Il;Lee, Sang-Chun;Lee, Sang-Ho
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2016.05a
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    • pp.332-335
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    • 2016
  • 2000년대 들어 정보기술의 발달로 정보공유와 수집을 쉽게 할 수 있게 되면서 많은 정보를 활용하여 미래의 사람들의 행동과 생각을 예측하기에 이른다. 특히, 정부는 보안과 위험관리 분야에 빅데이터 개념을 도입하여 미래에 대한 위험을 예측하고 효과적으로 관리할 수 있게 되었다. 선박도 사람과 마찬가지로 선박운항과 관련된 수많은 정보들을 만들어낸다. 이렇게 생성된 정보는 각 기관에 흩어져 관리되고 있으며, VTS센터에서 수집되는 정보들은 아직까지 체계적인 관리조차 이루어지지 않고 있다. 본 제언은 국내 VTS센터, 나아가 인근 국가의 VTS센터에서 생성되는 각종 정보들과 관련 기관에서 활용되는 정보들을 한 곳에서 통합하여 관리하는 시스템을 구축하고 이곳에서 공유 분석되는 정보를 통해 조금이나마 선박사고의 위험성을 감소시킬 수 있는 관제 방법에 대해서 생각해보았다. 이에 대한 방안 중 하나로 정보공유를 통한 선박 사고 개연성 예측 모델을 제시하고자 한다. 이후 연구를 통해, 본 제언에서 제시된 사고 개연성 예측 모델을 위한 위험유발 인자와 사고의 발생과의 상관을 통계적으로 해명할 수 있게 된다면 본 모델을 활용하여 보다 선제적이고, 효율적인 선박관제를 수행할 수 있을 것으로 생각된다.

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Re-estimation of Radiation Stress (라디에이션 응력의 재평가)

  • 김경호;조재희;유동훈
    • Journal of Korean Society of Coastal and Ocean Engineers
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    • v.7 no.4
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    • pp.305-312
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    • 1995
  • In general, the radiation stresses based on the linear wave theory are overestimated which result in the discrepancy between the computed results and laboratory data of mean water level in the surf zone. Oh (1995) estimated the mean water level by using Svendsen's radiation stress model (1984) and compared with the experimental data. In this study. the computed results showed good agreements with the experimental data in the case of small wave steepness. while the results were overestimated in the case of large wave steepness. In this paper. the dimensionless radiation stress proposed by Svendsen (1984) is expressed in terms of relative water depth at breaking point and deep water wave steepness. The computed results are compared with the results calculated by d linear wave theory, Stive's model (1984). Sawaragi et al's model (1984) based on the spectrum of breaking wave components. and published laboratory data. The computed results of the modified Svendsen's model arc favourably compared with the laboratory data.

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Development of online drone control management information platform (온라인 드론방제 관리 정보 플랫폼 개발)

  • Lim, Jin-Taek;Lee, Sang-Beom
    • Journal of the Institute of Convergence Signal Processing
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    • v.22 no.4
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    • pp.193-198
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    • 2021
  • Recently, interests in the 4th industry have increased the level of demand for pest control by farmers in the field of rice farming, and the interests and use of agricultural pest control drones. Therefore, the diversification of agricultural control drones that spray high-concentration pesticides and the increase of agricultural exterminators due to the acquisition of national drone certifications are rapidly developing the agricultural sector in the drone industry. In addition, as detailed projects, an effective platform is required to construct large-scale big data due to pesticide management, exterminator management, precise spraying, pest control work volume classification, settlement, soil management, prediction and monitoring of damages by pests, etc. and to process the data. However, studies in South Korea and other countries on development of models and programs to integrate and process the big data such as data analysis algorithms, image analysis algorithms, growth management algorithms, AI algorithms, etc. are insufficient. This paper proposed an online drone pest control management information platform to meet the needs of managers and farmers in the agricultural field and to realize precise AI pest control based on the agricultural drone pest control processor using drones and presented foundation for development of a comprehensive management system through empirical experiments.

A Study on Development of the Tidal Database for the Philippines (필리핀을 위한 조석 데이터베이스 개발에 관한 연구)

  • PARK, Eung-Hyun;AHN, Se-Jin;SHIM, Moon-Bo;JEON, Hae-Yeon;KANG, Ho-Yun;KIM, Dae-Hyun
    • Journal of the Korean Association of Geographic Information Studies
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    • v.22 no.4
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    • pp.158-168
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    • 2019
  • Korea Hydrographic and Oceanographic Agency(KHOA) carried out a research project named 'Marine Fisheries Infrastructure Construction and Technology Training for the Philippines' as part of the 1st Official Development Assistance(ODA) from 2015 to 2018. It is preparing for the 2nd ODA project which will begin in 2020. Besides, recently, the Philippines is paying attention to marine territory management and response capability due to problems such as the sea-level rise and coastal erosion caused by climate change. Therefore, before 2nd ODA to the Philippines, this study analyzed the vertical ocean model on the vertical datum in Korea and suggests the direction of development of the vertical ocean modeling system for the vertical datum in the Philippines using the observed data from the permanent tide station which was built by the Philippines ODA research project over the last four years. Moreover, as a pilot study, the Sulu Sea in the Philippines was selected and analyzed by harmonic analysis method. At each tide station, constants for correction had been computed. And the grid-based tidal model was constructed based on this study. As a result of the study, similar tidal characteristic were observed when the prediction and the measured tide were compared by applying the constants for correction between two station in the sea area with similar tidal level. These results could be used as basic data for the 2nd ODA to the Philippines, and contributed to construct and maintain a close cooperation and friendship between Korea and the Philippines.

A Routing Scheme based on Normalized Location and Transmission Characteristics (NLTCR) for Multi-Carrier MANETs at Sea (다중캐리어 해상자율망을 위한 위치와 전송특성 정규값 기반 경로배정방식)

  • Son, Joo-Young
    • Journal of Advanced Marine Engineering and Technology
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    • v.36 no.2
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    • pp.302-308
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    • 2012
  • Self-configuration network model is to overcome the limits of data communications at sea. As a research for enhancing the connectivity and scalability of data networks at sea using the diversity and heterogeneity of the data networks on land, in this paper, a routing scheme (NLTCR) based on not conventional hop counts but distances to destination ships is introduced. The NLTCR seeks an optimal route by normalized distances to a destination, and transmission characteristics of applications and carriers. Performance is evaluated and compared with those of the max-win (MWR) and the normalized transmission characteristics (NTCR) based schemes.

Feasibility Study of Developing Ship Engineering Control System based on DDS Middle-ware (DDS 미들웨어 기반의 선박 통합기관감시제어체계 개발 가능성 연구)

  • Seongwon Oh
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.29 no.6
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    • pp.653-658
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    • 2023
  • In systems like the combat management system of a naval ship or smart city of civilians, where many sensors and actuators are connected, the middle-ware DDS (Data Distribution Service) is mainly used to transmit large amounts of data. It is scalable and can effectively respond to the increase in sensors or equipment connected to the system in the future. The engineering control system (ECS), which plays an important role similar to the combat management system of a naval ship, still uses Server-Client model with industrial protocols such as Modbus and CAN (Controller Area Network) bus, to transmit data, which is unfavorable in terms of scalability. However, as automation and unmanned systems advance, more sensors and actuators are expected to be added, necessitating substantial program modification. DDS can effectively address such situations. The purpose of this study is to confirm the development possibility of an integrated monitoring and control system of a ship by using OpenDDS, which follows the OMG (Object Management Group) standard among the middle-ware DDS used in the combat management system. To achieve this goal, field equipment simulators and an ECS server were configured to perform field equipment data input/output and simulation using DDS was performed. The ECS prototype successfully handled data transmission, confirming that DDS is capable of serving as the middle-ware for the ECS of a ship.