• 제목/요약/키워드: Safety of passenger

검색결과 711건 처리시간 0.024초

SHOMY: Detection of Small Hazardous Objects using the You Only Look Once Algorithm

  • Kim, Eunchan;Lee, Jinyoung;Jo, Hyunjik;Na, Kwangtek;Moon, Eunsook;Gweon, Gahgene;Yoo, Byungjoon;Kyung, Yeunwoong
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • 제16권8호
    • /
    • pp.2688-2703
    • /
    • 2022
  • Research on the advanced detection of harmful objects in airport cargo for passenger safety against terrorism has increased recently. However, because associated studies are primarily focused on the detection of relatively large objects, research on the detection of small objects is lacking, and the detection performance for small objects has remained considerably low. Here, we verified the limitations of existing research on object detection and developed a new model called the Small Hazardous Object detection enhanced and reconstructed Model based on the You Only Look Once version 5 (YOLOv5) algorithm to overcome these limitations. We also examined the performance of the proposed model through different experiments based on YOLOv5, a recently launched object detection model. The detection performance of our model was found to be enhanced by 0.3 in terms of the mean average precision (mAP) index and 1.1 in terms of mAP (.5:.95) with respect to the YOLOv5 model. The proposed model is especially useful for the detection of small objects of different types in overlapping environments where objects of different sizes are densely packed. The contributions of the study are reconstructed layers for the Small Hazardous Object detection enhanced and reconstructed Model based on YOLOv5 and the non-requirement of data preprocessing for immediate industrial application without any performance degradation.

긴장력이 도입된 곡면벽체의 충돌저항성능 수치해석평가 (Assessment of Impact Resistance Performance of Post-tensioned Curved Wall using Numerical Impact Analysis)

  • 정철헌;이정휘;정래영;유태용
    • 한국전산구조공학회논문집
    • /
    • 제29권2호
    • /
    • pp.161-167
    • /
    • 2016
  • 이 논문에서는 벽체의 형상(평면벽체, 곡면벽체) 및 벽체에 도입된 긴장력이 충돌저항성능에 미치는 영향을 수치해석적 기법을 사용하여 평가하고자 하였다. 벽체의 곡률 및 긴장력 도입률을 변수로 총 12 케이스의 충돌해석을 수행하였으며, 충돌체로는 상용 민항기엔진의 3차원 상세모델을 사용하였다. 충돌저항성능을 평가하기 위해 관입깊이와 벽체 중앙부 후면의 최대 변위를 비교하였다. 긴장력의 도입에 의해 관입깊이는 약 60~80% 수준으로 감소하는 것으로 나타났으나, 후면 변위는 큰 차이가 나타나지 않았으며, 벽체 형상에 따른 차이는 상대적으로 크지 않은 것으로 나타났다.

어선과 레저선박의 효율적 관리를 위한 관리대상 어항 선정에 대한 연구 - 제주특별자치도 어항을 중심으로 - (A study on the selection of management target fishing port for efficient management of fishing boats and pleasure boats - Jeju special self-governing province focuses on the fishing port -)

  • 김근형;허남희;김석종
    • 수산해양기술연구
    • /
    • 제56권4호
    • /
    • pp.361-373
    • /
    • 2020
  • In Jeju, in order to efficiently manage and coexist fishing boats and passenger ships in narrow ports, it is necessary to establish reasonable policies. The survey was conducted on 99 fishing ports, from December 1 to 31, 2018. A site survey was conducted on 30 parties (15 in Jeju City and 15 in Seogwipo City) concerning with the use of fishing ports in Jeju to review the appropriate conditions for selecting fishing ports as control subjects. The survey determined size of pleasure craft mooring within fishing port (20%), size of fishing boat mooring (20%), and accessibility of fishing port (20%) under on-site survey factors as well as willingness to form a consultative group between fishing boat and pleasure craft users (20%). Upon the request of the survey, positive and negative opinions were collected on the establishment of a safety control center in the fish port. Based on the survey results, the factors mentioned above were applied to each and every fishing port within Jeju. The bottom five fishing ports in Jeju with the lowest total factor scores were identified and selected as control subjects for review and study. Of the five fishing ports selected as control subjects amidst the 99 fishing ports in Jeju, Dodu Fishing Port had the lowest score of 22% among the national fishing harbors. Among the local fishing ports, Hwabuk Fishing Port had the lowest score of 18%, followed by Sagae Fishing Port with a score of 22%. Hamdeok Fishing Port had the lowest score of 24% among the fishing port villages, whereas Ojo Fishing Port had the lowest score of 24% among the small fishing ports.

택시서비스 품질 저하의 선행요인들에 관한 실증적 연구 : 서울지역 택시의 교통사고율을 중심으로 (Empirical Study on the Determinants of Service Quality Deterioration of Taxi Industry : Based on Traffic Accidents by Taxi in Seoul)

  • 이상준;이윤숙;신호정
    • 한국경영과학회지
    • /
    • 제40권4호
    • /
    • pp.83-105
    • /
    • 2015
  • Taxi, one of the passenger services, is an essential transportation system in our society. In spite of the importance of taxi service, deterioration of the service quality is continuously reported. In particular, taxi service failures due to traffic accidents have emerged as the most serious social problem which may incur a considerable amount of social costs. In this study, we focus on analyzing the causes of service quality deterioration-traffic accidents of both corporately owned and privately owned taxies in Seoul. The research objective is to find out the determinants of service quality deterioration of Taxi industry and to suggest policies for improving the taxi service in Seoul. We collected the archival data from KTSA (Korea Transportation Safety Authority) and ODP (Open Data Portal), which span from 2005 to 2014. Hierarchical regression analyses and a set of mediation tests are conducted. The root factors inducing traffic accidents of taxies are divided into competitive, and profitability factors. The statistical results indicate that the accident ratio per taxi is not only affected by competitive/profitability factors such as number of active taxi drivers, number of bus passengers, and taxi fare, but also mediated by the traffic violation ratio. To alleviate the current problems with taxi service in Seoul, we conclude that the number of taxies be reduced and the taxi fare be increased. Finally, we suggest several policies to improve the endemic taxi industry problems, over-supply and the low profitability by enhancing the linkage between service quality and profitability.

후미추돌사고의 속도변화와 승차자 상해에 관한 실증적 분석 (An empirical study on the relationship of speed change and injuries subjected by rear-end collisions)

  • 강성모;김주환
    • Journal of the Korean Data and Information Science Society
    • /
    • 제20권5호
    • /
    • pp.797-807
    • /
    • 2009
  • 후미추돌사고가 발생하면 사고의 규모인 차량손상정도와 승차자 상해는 속도변화에 영향을 받는다. 본 연구는 서울, 인천 지역에서 발생한 실제 사고사례자료로부터 사진판독에 의해 손상깊이를 측정하고 사고개황 및 속도에 관한 진술 자료로부터 속도변화를 산출하였으며, 진단기간, 입원일 등 상해발생관련 자료를 수집하였다. 손상깊이와 승차자의 상해.무상해의 유무 및 증상기간의 예측평가를 위한 손상깊이와 입원치료기간에 대한 관계영역도표를 구하여 실증적인 자료와 비교하였다. 또한, 수집한 실제 사고자료의 진단기간 및 입원일 등 상해정도는 통계분석결과 객관적 충격정도인 피추돌차의 손상깊이 및 속도변화와 전혀 상관관계가 없는 것으로 나타났는데, 이는 선행연구와 본 연구의 통계분석결과를 종합하여 설정한 상해역치에 미달하는 대인사고 사례가 약 78.1%로 거짓 또는 과장된 상해주장이 많은 것으로 나타났다. 향후 상해주장에 대한 인정은 사고 규모에 대한 객관적 정보의 제공 및 본 연구에서 제시한 상해역치 수준의 적용은 유용할 것으로 사료된다.

  • PDF

적응형 파라미터 알고리즘을 이용한 개별 소음원의 음향파워 예측 연구 (Parameter-setting-free algorithm to determine the individual sound power levels of noise sources)

  • 문성호
    • 한국도로학회논문집
    • /
    • 제20권3호
    • /
    • pp.59-64
    • /
    • 2018
  • PURPOSES : We propose a parameter-setting-free harmony-search (PSF-HS) algorithm to determine the individual sound power levels of noise sources in the cases of industrial or road noise environment. METHODS :In terms of using methods, we use PSF-HS algorithm because the optimization parameters cannot be fixed through finding the global minimum. RESULTS:We found that the main advantage of the PSF-HS heuristic algorithm is its ability to find the best global solution of individual sound power levels through a nonlinear complex function, even though the parameters of the original harmony-search (HS) algorithm are not fixed. In an industrial and road environment, high noise exposure is harmful, and can cause nonauditory effects that endanger worker and passenger safety. This study proposes the PSF-HS algorithm for determining the PWL of an individual machine (or vehicle), which is a useful technique for industrial (or road) engineers to identify the dominant noise source in the workplace (or road field testing case). CONCLUSIONS : This study focuses on providing an efficient method to determine sound power levels (PWLs) and the dominant noise source while multiple machines (or vehicles) are operating, for comparison with the results of previous research. This paper can extend the state-of-the-art in a heuristic search algorithm to determine the individual PWLs of machines as well as loud machines (or vehicles), based on the parameter-setting-free harmony-search (PSF-HS) algorithm. This algorithm can be applied into determining the dominant noise sources of several vehicles in the cases of road cross sections and congested housing complex.

SEA-Pro를 이용한 어선실습선 한미르호의 피난 분석 (Analysis of evacuation for fishery training ship HANMIR using SEA-Pro)

  • 김원욱;김석재
    • 수산해양기술연구
    • /
    • 제57권3호
    • /
    • pp.228-235
    • /
    • 2021
  • Marine accidents caused by ships are very diverse, such as collision, sinking, stranding, grounding and fire. In particular, persons on passenger ship are unspecified and not trained, so it makes evacuation harder. For this reason, an evacuation plan that considers diverse situation in ship is needed. Effective evacuation planning requires training in consideration of various evacuation situations. In this paper, we investigated the time elapsed on evacuation in various situations from "HANMIR," the fishery training ship of the Korean Institute of Maritime and Fisheries Technology, using a Ship Evacuation Analysis Program (SEA-Pro) which is introduced to the society. We assumed a situation that has not only inconveniences for real training but also the possibilities of happening. Not all trainees are resting in their cabin, so we assumed positions such as they are in the bridge or engine room and applied fire and flooding situations. We assumed that the time for alerting the situation would be short, so we applied only elapsed time of movement. Those analyses could be helpful in three ways. The first is predicting the consequence of possible accidents. There are some conditions that can be appliable to this model, such as the decreased area of sight in those situations. The second is concluding the optimal limit of carriage and placement of safety instruments on building a new ship. The third is to be a base data for ships to make a new effective evacuation plan based on these analyses.

하이패스 단말기를 이용한 교통정보수집 시스템에 관한 연구 (Studies on the Traffic Information Collection System using Electronic Toll Collection Service)

  • 이승우;신승중;유희경
    • 한국인터넷방송통신학회논문지
    • /
    • 제8권6호
    • /
    • pp.165-172
    • /
    • 2008
  • 하이패스 단말기를 이용한 교통정보수집 및 전달 시스템에 관하여 기술하였다. 최근 하이패스 이용자들이 급격히 증가하면서 차량단말기(OBU)의 보급도 증가하여 현재는 100만대에 육박하고 있다. 이미 보급되어 사용 중인 하이패스 시스템을 가지고 효율적인 교통정보를 수집하기 위해서는 하이패스 시스템의 프로토콜과 송수신되는 명령 및 데이터들을 심도 있게 연구해 볼 필요가 있기 때문이다. 현재까지 하이패스 단말기를 이용한 교통정보수집 시스템을 구축하기 위해서는 통신의 중장거리 확보 기술과 주파수 문제, 프라이버시에 관한 법적인 문제 등 해결되어야 할 사항이 남아 있지만 조속한 시일 내에 해결할 것으로 전망된다. 본 연구에서는 하이패스 시스템과 연동하여 교통정보를 수집할 수 있는 방안과 운전자에게 도로상황을 전달할 수 있는 알고리즘을 제시하였다.

  • PDF

PC-Crash 프로그램을 이용한 교통사고 충돌해석에 관한 신뢰성 연구 (Reliable Study on the Collision Analysis of Traffic Accidents Using PC-Crash Program)

  • 김종덕;윤준규
    • 한국인터넷방송통신학회논문지
    • /
    • 제12권5호
    • /
    • pp.115-122
    • /
    • 2012
  • 자동차 충돌해석은 다양한 형태로 구성되어 충돌중 차량에 대한 속도변화는 차량간의 충돌정도 또는 승객의 안전도를 평가하는 데 중요한 요소로 활용된다. 이로 인해 충돌해석 프로그램을 활용한 속도변화에 따른 결과치를 해석하는 방법이 필요하다. 본 연구에서는 PC-Crash 프로그램을 이용하여 노면의 마찰계수에 따라 차량속도에 따른 제동거리를 실제값과 해석값을 비교하여 마찰계수가 작을 때 오차가 큼을 알 수 있었고, 서로 다른 주 차량(MATIZ, SONATA 및 버스 적용)이 교차로에서 충돌하는 속도의 오차범위는 차량무게의 차이에 따라 최대오차는 1.2%, 1.8%, 3.1%으로 나타났다. 또한 인천대교 버스추락 사고를 재현하기 위하여 시뮬레이션을 한 결과로 다소 오차는 있었으나 사고 재구성을 검증할 수 있었다.

가속도 값을 이용한 궤도 불규칙도 검측 (Estimation of Rail Irregularities by using Acceleration values)

  • 김영모;박찬경;최성훈;김상수;박춘수
    • 한국철도학회:학술대회논문집
    • /
    • 한국철도학회 2008년도 춘계학술대회 논문집
    • /
    • pp.2173-2178
    • /
    • 2008
  • Railroad is the major factor of vibration source in railway vehicles, and it must carefully maintained the original condition to secure the safety and good ride comfort of passenger. Measuring the condition of rail irregularities such as surface, alignment, gauge, twist and cant etc is required to maintain the good performance of railroad. Currently, the various rail irregularity measurement systems(EM120, ROGER1000K and the Total Rail Irregularity Measurement system of Korea High Speed Train) are operated in Korea to estimate the rail irregularity. It is hard to verify the correlation of one rail irregularity data of a measurement system with the other, because they have been adopted different rail irregularity estimation methods. The best method securing the reliability of the irregularity data is the direct confirmation on the ground where the measurement system had detected as a fault section, but it is impossible to apply all sections simultaneously due to limitation of time, labor, cost and equipments. There is a method to secure the reliability of the data by using acceleration values. Rail irregularities, the major factor of vibration in railway vehicle, are transmitted to the vehicle acceleration through masses, springs, dampers and joints as the system dynamic formation. In this study, Transition Function has been adopted by using the rail irregularity and the acceleration value regarding as input & output parameters respectively. It has been verified by comparing the analyzed results with real measured irregularity data from the Total Rail Irregularity Measurement system of Korea High Speed Train. Also various methods has been accomplished to verify the correlation between rail irregularities and acceleration values.

  • PDF