• Title/Summary/Keyword: Marine Buoy

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Image-based ship detection using deep learning

  • Lee, Sung-Jun;Roh, Myung-Il;Oh, Min-Jae
    • Ocean Systems Engineering
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    • v.10 no.4
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    • pp.415-434
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    • 2020
  • Detecting objects is important for the safe operation of ships, and enables collision avoidance, risk detection, and autonomous sailing. This study proposes a ship detection method from images and videos taken at sea using one of the state-of-the-art deep neural network-based object detection algorithms. A deep learning model is trained using a public maritime dataset, and results show it can detect all types of floating objects and classify them into ten specific classes that include a ship, speedboat, and buoy. The proposed deep learning model is compared to a universal trained model that detects and classifies objects into general classes, such as a person, dog, car, and boat, and results show that the proposed model outperforms the other in the detection of maritime objects. Different deep neural network structures are then compared to obtain the best detection performance. The proposed model also shows a real-time detection speed of approximately 30 frames per second. Hence, it is expected that the proposed model can be used to detect maritime objects and reduce risks while at sea.

A study on the receiving rate of the data of the hybrid communication system using data transfer methods for controller system of navigational aids (데이터 전송방식에 따른 항로표지 관리용 하이브리드 통신 시스템의 수신율 분석에 관한 연구)

  • Jeon, Joong Sung
    • Journal of Advanced Marine Engineering and Technology
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    • v.38 no.1
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    • pp.78-85
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    • 2014
  • The Mu-communication board supported by hybrid communication is designed with Cortex M3, which is a low power energy consumption 32-bit microcontroller. The Cortex M3 microcontroller has UART(Universal asynchronous receiver/transmitter) ports which can set appropriately using the command line interpreter (CLI) program with each port. URAT ports are used for hybrid communication modems, GPS modules, etc. When the socket type was compared with the short message service type, the socket type was proven to be better. By improving the receiving performance in the control and management system of the AtoN, data loss was minimized. During the testing of the socket and SMS, data was collected from each buoy for 12 hours every 1 minute and the receiving rate of the data was found to be more than 98.58 % and 99.42 % respectively.

A Study on the Tele-controller System of Navigational Aids Using Hybrid Communication (하이브리드 통신을 이용한 항로표지의 원격관리 제어시스템에 관한 연구)

  • Jeon, Joong-Sung;Oh, Jin-Seok
    • Journal of Advanced Marine Engineering and Technology
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    • v.35 no.6
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    • pp.842-848
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    • 2011
  • A fabricated hybrid control board using multi-communication is designed with a low power 8-bit microcontroller, ATxmega128A1. The microcontroller consists of 8 UART (Universal asynchronous receiver/transmitter) ports, 2 kbytes EEPROM, 128 kbytes flash memory, 8 kbytes SRAM. The 8 URAT ports are used for a multi-communication modem, a GPS module, etc. The EEPROM is used for saving a configuration for running programs, and the flash memory of 128 kbytes is used for storing a F/W (Firm Ware), and the 8 kbytes SRAM is used for stack and for storing memory of global variables while running programs. If we use the multi-communication of CDMA, TRS and RF to remotely control Aid to Navigation, it is able to remove the communication shadow area. Even though there is a shadow area for an individual communication method, we can select an optimal communication method. The compatibility of data has been enhanced as using of same data frame per communication device. For the test, 8640 of data have been collected from each buoy during 30 days in every 5 minutes and the receiving rate of the data has shown more than 85 %.

Interaction Analysis on Deployment of Multiple Wave Energy Converters in a Floating Hybrid Power Generation Platform (부유식 복합발전 플랫폼내의 다수 파력발전기 배치를 위한 상호작용 해석)

  • Lee, Hyebin;Cho, Il Hyoung;Kim, Kyong-Hwan;Hong, Keyyong
    • Journal of the Korean Society for Marine Environment & Energy
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    • v.19 no.3
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    • pp.185-193
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    • 2016
  • In this study, the present deployment of the multiple wave energy converters (WECs) in a floating wind-wave hybrid power generation platform was estimated considering the interaction effect among WEC buoys. The interaction processes of multiple buoys were very complex, since scattered and radiated waves from each buoy affected the others in the array. The interaction analysis of the diffraction and radiation problem by the array of WECs was applied by matched eigenfunction expansion method (MEEM). The analytical solutions were compared with the results of numerical calculation based on WAMIT. The overall performance of 24 WECs installed in the hybrid power generation platform was evaluated by the q-factor representing the interaction effect among buoys.

THE POTENTIAL OF SATELLITE REMOTE SENSING ON REDUCTION OF TSUNAMI DISASTER

  • Siripong, Absornsuda
    • Proceedings of the KSRS Conference
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    • v.1
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    • pp.52-55
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    • 2006
  • It's used to be said that tsunami is a rare event. The recurrence time of tsunami in Sumatra area is approximately 230 years as CalTech Research Group‘s study from paleocoral. However, the tsunami occurred in Indian Ocean on 26 December 2004, 28 March 2005 and 17 July 2006, because the earthquakes still release the energy. To cope with the tsunami disaster, we have to put the much effort on better disaster preparedness. The Tsunami Reduction Of Impacts through three Key Actions (TROIKA) was suggested by Eddie N. Bernard, the director of NOAA/PMEL (Pacific Marine Environmental Laboratory). They are Hazard Assessment, Mitigation and Warning Guidance. The satellite remote sensing has potential on these actions. The medium and high resolution satellite data were used to assess the degree of damage at the six-damaged provinces on the Andaman seacoast of Thailand. Fast and reliable interpretation of the damage by remote sensing method can be used for inundation mapping, rehabilitation and housing plans for the victims. For tsunami mitigation, the satellite data can be used with GIS to construct the evacuation map (evacuation route and refuge site) and coastal zone management. It is also helpful for educational program for local residents and school systems. Tsunami is a kind of ocean wave, therefore any satellite sensors such as SAR, Altimeter, MODIS, Landsat, SPOT, IKONOS can detect the tsunami wave in 2004. The satellite images have shown the characteristics of tsunami wave approaching the coast. For warning, satellite data has potential for early warning to detect the tsunami wave in deep ocean, if there are enough satellite constellation to monitor and detect the first tsunami wave like the pressure gauge, seismograph and tide gauge with the DART buoy can do. Moreover, the new methods should be developed to analyse the satellite data more faster for early warning procedure.

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Legal Considerations and Improvement Suggestions on Recreational Underwater Activity (수중레저활동에 대한 법적 고찰과 개선방안 연구)

  • Jeong, Kyong-Hwa
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.26 no.1
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    • pp.47-56
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    • 2020
  • This study analyzed the recreational scuba diving regulations in Korea and other foreign countries and it proposes five changes to improve the Act On The Safety, Promotion, Etc. Of Underwater Leisure Activities in Korea. First, "recreational underwater activity participant" should be modified to refer to 'an individual or group of individuals entering into a contract with a recreational underwater activity businessperson for their own use'. Second, the person setting up the recreational underwater activity zone should be expanded to 'recreational underwater activity businessperson and/or recreational underwater activity participant'. Third, since recreational technical diving uses nitrox or mixed gas, a clause should be added that a sticker or band clearly indicating the type of gas should be attached. Fourth, a Surface Marker Buoy (SMB) should be added to the diving equipment, and the daily management and maintenance of cylinders should be specified in detail. Fifth, it is necessary to specify in the Act that recreational underwater activity participants are encouraged to purchase diving insurance for their own use. In addition, for the safety of underwater activity participants, the Act must specifically state the emergency procedures and diving guidelines of a recreational underwater activity businessperson.

Improvements in the simulation of sea surface wind over the complex coastal area- I : Assessment of current operational model (복잡 해안지역 해상풍 모의의 정확도 개선- I : 현업모델의 평가)

  • Bae Joo-Hyun;Kim Yoo-Keun;Oh In-Bo;Jeong Ju-Hee;Kweon Ji-Hye;Seo Jang-Won
    • Journal of Environmental Science International
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    • v.14 no.7
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    • pp.657-667
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    • 2005
  • In this study, we focused on the improvements in the simulation of sea surface wind over the complex coastal area. MM5 model being currently used to predict sea surface wind at Korea Meteorological Administration, was used to verify the accuracy to estimate the local wind field. A case study was performed on clear days with weak wind speed(4 m/s), chosen by the analysis of observations. The model simulations were conducted in the southeastern area of Korea during the selected periods, and observational data such as AWS, buoy and QuikSCAT were used to compare with the calculated wind components to investigate if simulated wind field could follow the tendency of the real atmospheric wind field. Results showed that current operational model, MM5, does not estimate accurately sea surface wind and the wind over the coastal area. The calculated wind speed was overestimated along the complex coastal regions but it was underestimated in islands and over the sea. The calculated diurnal changes of wind direction could not follow well the tendency of the observed wind, especially at nighttime. In order to exceed the limitations, data assimilation with high resolution data and more specificated geographical information is expected as a next best policy to estimate accurately the environment of local marine wind field.

PCB Pattern Antenna of 920 MHz Band for Marine IoT Services (해양 IoT 서비스를 위한 920 MHz 대역의 PCB 패턴 안테나)

  • Lee, Seong-Real
    • Journal of Advanced Navigation Technology
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    • v.23 no.5
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    • pp.430-436
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    • 2019
  • It is needed to develop an antenna with features of subminiature, light weight and multi-band operation for the variaty services in maritime and industrial fields. The PCB pattern antenna is one of the appropreiate antennas solving these requirements. In this research, the design and fabrication of the PCB pattern antenna operating on the single band of 920 MHz are investigated. The final goal is that the development of the dual band PCB pattern antenna operating on 260 MHz and 920 MHz, which is based on the proposed antenna. It is evident that the performance in the frequencies of 902 MHz, 915 MHz and 928 MHz among of 920 MHz ISM band is better than that in other frequencies. It is also confirmed that the differences of the voltage standing wave ratio, return loss, gain and efficiency between three frequencies are less than 5%. It is expected that the development of communication link of 5-10 km is possible when the induced results are applied into the low power wide area (LPWA) network desinged by the rule of -30 dB sensitivity.

Implementation of Automatic Identification Monitoring System for Fishing Gears based on Wireless Communication Network and Establishment of Test Environment (무선통신망 기반 어구자동식별 모니터링 시스템 구현 및 시험환경 구축)

  • Joung, JooMyeong;Park, HyeJung;Kim, MinSeok;Kwak, Myoung-Shin;Seon, Hwi-Joon
    • Journal of IKEEE
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    • v.25 no.1
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    • pp.193-200
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    • 2021
  • In order to prevent illegal fishing and reduce lost fishing gear, it is necessary to develop a constant and continuous fishing gear monitoring system in the marine environment. In this paper, we design a long-term operational, reliable system model with communication coverage of more than 25Km considering the reality of gradually expanding fishing activity due to the depletion of fishery resources and marine environments. The design results are implemented to verify the operability of the system by separating the communication success rate of SKT and private LoRa networks and verifying the control function of each control system through the collected location information, respectively.

Development of Real-time Oceanographic Information System using Platforms of Aquaculture Farms (양식장 플랫폼을 활용한 실시간 해양환경 정보제공시스템 개발연구)

  • Yang, Joon-Yong;Suh, Young-Sang;Choi, Yong-Kyu;Jung, Kyu-Kui;Jeong, Hee-Dong;Park, Jong-Soo
    • Journal of the Korean Association of Geographic Information Studies
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    • v.10 no.2
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    • pp.47-57
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    • 2007
  • Real-time oceanographic information system was developed using platforms of aquaculture farms to examine causes of mass mortality of hatchery fishes, and to reduce the damage of mass mortality which has been occurred frequently off coast by abnormal change of ocean conditions. The system had the advantages of direct data distribution to fishermen at the farm and instant maintenance of equipments due to easy access to the farms and residents at the farms in comparison with offshore mooring buoy system. To avoid discontinued measurement of the system, repairs caused by malfunction of equipments, bimonthly preventive maintenances and daily monitoring of measured data were systematized. Confidence intervals calculated by a statistical method using accumulated data were applied to data management. Such activities could minimize discontinuance of measurement and keep information more trustful. In addition, the system has various ways of data distribution. Through homepage and e-mail in the internet, information was provided to public. Display units which were connected to equipments at the farm gave the measured data directly to fishermen, which guided them to run their farm scientifically. Finally large display unit was installed at a fish market and showed the measured data at the nearest station with tide and weather information. Proper region for aquaculture and wintering region were studied using temperature data obtained by the system in 2006. The system will contribute to reduce economic damage of coastal fishery and to understand coastal marine environment.

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