이미지 인식 기술을 활용한 RoPax 선종의 로딩 컴퓨터 개선
Improvement of Loading Computer for RoPax Using Image Recognition Technique
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초록
One of the most prevalent maritime accidents that continues to occur is the loss of stability. This issue is particularly common in RoRo or RoPax ships, which have a high center of gravity. Due to the nature of these ships, which transport vehicles, it is difficult to accurately estimate stability because the cargo weight and loading positions are not standardized. Therefore, this study proposes a method to improve the loading computer using image recognition technology. First, the axle load of cargo vehicles waiting to board the ship is measured. Second, the vehicle's license plate and type are recognized. The position of the vehicles is then tracked using the recognized license plate information and cameras mounted on each deck and ramp. Finally, once the vehicle stops, this information is transmitted to the loading computer. We applied the proposed method to RoPax vessels to evaluate their effectiveness. We modeled a total of two decks and loaded 60 vehicles to verify whether the positions of these vehicles were accurately received by the loading computer through interface. loading plan was then utilized to assess the ship's stability. This confirmed that the proposed method can be used to improve the accuracy of stability assessments by eliminating human error. As a result, more precise and reliable evaluations of a ship's stability can be achieved using proposed approach.
Abstract
One of the most prevalent maritime accidents that continues to occur is the loss of stability. This issue is particularly common in RoRo or RoPax ships, which have a high center of gravity. Due to the nature of these ships, which transport vehicles, it is difficult to accurately estimate stability because the cargo weight and loading positions are not standardized. Therefore, this study proposes a method to improve the loading computer using image recognition technology. First, the axle load of cargo vehicles waiting to board the ship is measured. Second, the vehicle's license plate and type are recognized. The position of the vehicles is then tracked using the recognized license plate information and cameras mounted on each deck and ramp. Finally, once the vehicle stops, this information is transmitted to the loading computer. We applied the proposed method to RoPax vessels to evaluate their effectiveness. We modeled a total of two decks and loaded 60 vehicles to verify whether the positions of these vehicles were accurately received by the loading computer through interface. loading plan was then utilized to assess the ship's stability. This confirmed that the proposed method can be used to improve the accuracy of stability assessments by eliminating human error. As a result, more precise and reliable evaluations of a ship's stability can be achieved using proposed approach.
참고문헌 (13)
- Dankowski, H., "On the safety level of the SOLAS 2009 damage stability rules for RoPax vessels", Marine Systems & Ocean Techonology, 6(2), pp.87~96 (2011)
- Annual overview of marine casulties and incidents 2023, "EMSA", ~ (2023)
- Hasanudin, H., "Stability assessments of RoPax open car deck on longitudinal wave", The 3rd Maritime Safety International Conference 2022 (2022)
- Hussain, M., "YOLO-v1 to YOLO-v8, the rise of YOLO and its complementary nature toward digital manufacturing and industrial defect detection", Machines, 11(7), pp.677~ (2023)
- IMO, "Interim guidelines for a simplified evacuation analysis on RO-RO passenger ships, MSC", Circ.909, 1999
- IMO, "Revised guidance to the master for avoiding dangerous situations in adverse weather and sea conditions, MSC.1", Circ.1228, 2007
- Study on the specific damage stability parameters of Ro-Ro passenger vessels according to SOLAS 2009 including water on deck calculation, "Jasionowski, A.", European Maritime Safety Agency, ~ (2009)
- "Comprehensive automobile information API service" (2024)[URL]
- "Video for car model/year/license plate recognition" (2022)[URL]
- Petacco, N., "Intact Stability Assessment of Ro-Ro Pax vessel in the framework of second generation intact stability criteria with a specific focus on the operational profile", Progress in Marine Science and Technology, 6 (2022), Technology and Science for the Ships of the Future
