• Title/Summary/Keyword: 위험 주행

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Development of an Electric Scooter Safety System Based on CNN and LSTM (CNN 및 LSTM 기반의 전동킥보드 안전시스템 개발)

  • Sang-Un Baek;Seok-Hyeon Baek;Hyen-Chang Woo;Ji-Sang You;Joo-Ron Lim
    • Annual Conference of KIPS
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    • 2024.10a
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    • pp.926-927
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    • 2024
  • 최근 개인형 이동장치(PM, Personal Mobility) 사용 증가에 따라 전동 킥보드 사고 발생 빈도가 높아지면서, 전동 킥보드 사용자의 인식과 안전성 확보가 대두되었다. 본 시스템은 해당 문제를 해결책으로 CNN(Convolutional Neural Network)과 CNN-LSTM(Long Short Term Memory) 기반의 인공 지능 모델로 다인승 탑승, 인도 및 차도 주행, 헬멧 착용 여부를 실시간으로 감지, 안전 기준을 충족하지 않는 경우 자동으로 출력 제한을 적용함으로써 사용자에게는 안전 인식을 각인시키며 큰 사고의 발생 위험을 줄이는 데 기여할 수 있다. 즉, 전동 킥보드의 안전성을 높이고, 인명 사고를 예방하는 데 기여할 것으로 기대된다.

A Study on Provision of Real-Time Safety Information Considering Real-Time Vehicular Data and Road Traffic Condition (실시간 차량정보 및 도로교통상황을 고려한 실시간 안전정보 제공에 관한 연구)

  • Ko, Han-Geom;Lee, Jin-Soo;Kim, Ji-Ho
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.32 no.4D
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    • pp.291-303
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    • 2012
  • In order to lead safe driving, it is better to provide dynamic and detailed information on how the driver using the relevant road should behave as concerning movements of individual car rather than providing monotone and static information of reducing of speed to unspecified drivers. Assuming road and communication of highway where real-time collection and transfer of information on vehicles and road traffic status is possible, the purpose of this study was to provide real-time safe distance by considering road traffic condition such as road condition and driving condition, travel speed and distance between preceding/following vehicles. We intended to provide basic information about dangerous situation by defining different values of condition based column ($C_{condition}$) in accordance with the road surface condition, based on which Real-time Safety Distance Index(RSDI) is to be calculated comprehensively reflecting speed of preceding and following vehicles, distance between vehicles, vertical alignment and road surface condition on the scope of expression column ($C_n$). We intended to enable the driver to secure safety by providing the calculated Real-time Safety Distance Index (RSDI) so that the driver can intuitively sense and sufficiently cope with a dangerous situation where collision of vehicles may occur. The calculated RSDI value is comprised of 30 unit columns and will be provided to the driver being divided into risk evaluation grades of 3 predetermined steps, 'warning', 'dangerous' and 'normal'.

DEVELOPMENT OF PASSENGER SAFETY BOARD FOR RAILWAY VEHICLE USE

  • Mun Hyung-Suk;Eum Ki-Young;Koo Dong-Hoe
    • Proceedings of the KSR Conference
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    • 2003.10c
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    • pp.287-294
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    • 2003
  • There are a lot of curved subway stations in Seoul metropolitan area. These must be straightly constructed as many as possible. But some of stations are roundly designed and built in order to avoid pre-existed underground obstacle such as basement of high rise building, underground gas or water pipe line and subway stations from another line. As shown fig 1, one of the biggest problem occurring curved subway station is considered large gap between platform and vehicle when vehicle completely stop at the station. The gap potentially is in existence to subway passenger as very dangerous factors in rush hours. If passenger accidentally drop their food or leg between this gap when they get on the train and train leaves station, the passenger will be seriously injured by vehicle. In this paper, various design and instruments are introduced and best solution for this matter will be presented. In order to eliminate any possibility of accident happened gap between platform and vehicle, KRRI(Korea Railroad Research Institute) have been developed new safety instrument. These technologies were applied for patent by KRRI. These mechanisms will provide confidence as well as safety to Korean subway passenger

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The Effects of Horizontal Curves on Vehicle Speeds and Accidents (평면곡선부의 속도 및 교통사고 영향분석연구)

  • 이점호;이동민;최재성
    • Journal of Korean Society of Transportation
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    • v.18 no.1
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    • pp.35-43
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    • 2000
  • The Purpose of this Paper was to study the relationship between the change of operating speeds and the accidents on horizontal curves. For this purpose, we divided a horizontal curve section into two parts, a tangent section and a curve section, to estimate the operating speed for each vehicle. For studying relationship between the change of speed and geometric effect, the free-flow speed was used. The location and speed for the lowest speed were studied. Also, we analyzed the relationship between the change of operating speeds and the accidents. The followings are resulted in this study. First, drivers tend to reduce speeds significantly before they reach a curve. And the lowest speed was recorded at the downstream of the Point of curve (PC) due to the limited sight-distance of drivers on curve. Second, the larger the change of operating speeds become, the greater frequency of accident was recorded. These results can be used for developing the safety index on highways to check the design consistency.

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Object Position Estimation and Optimal Moving Planning of Mobile Manipulator based on Active Camera (능동카메라기반 이동매니퓰레이터의 물체위치추정 및 최적동작계획)

  • Jin, Tae-Seok;Lee, Jang-Myung
    • Journal of the Institute of Electronics Engineers of Korea SC
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    • v.42 no.5 s.305
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    • pp.1-12
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    • 2005
  • A Mobile manipulator - a serial connection of a mobile robot and a task robot - is a very useful system to achieve various tasks in dangerous environment. because it has the higher performance than a fixed base manipulator in regard to the size of it's operational workspace. Unfortunately the use of a mobile robot introduces non-holonomic constraints, and the combination of a mobile robot and a manipulator generally introduces kinematic redundancy. In this paper, first a method for estimating the position of object at the cartesian coordinate system acquired by using the geometrical relationship between the image captured by 2-DOF active camera mounted on mobile robot and real object is proposed. Second, we propose a method to determine a optimal path between current the position of mobile manipulator whose mobile robot is non-holonomic and the position of object estimated by image information through the global displacement of the system in a symbolic way, using homogenous matrices. Then, we compute the corresponding joint parameters to make the desired displacement coincide with the computed symbolic displacement and object is captured through the control of a manipulator. The effectiveness of proposed method is demonstrated by the simulation and real experiment using the mobile manipulator.

Safety Evaluation of Traffic Merging Control Methods for Freeway Work Zone (고속도로 공사구간 차로 합류기법 안전성 평가 연구)

  • HWANG, Dong Hwan;OH, Cheol;PARK, Hyun Jin;JEONG, Bong Jo
    • Journal of Korean Society of Transportation
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    • v.34 no.3
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    • pp.263-277
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    • 2016
  • Traffic safety in freeway work zones is of keen interest since both crash frequency and severity are much higher than those in general freeway sections. The lane closure in work zones results in greater work load of drivers due to compulsory lane changes and speed reduction. Therefore, traffic merging control is an effective countermeasure for enhancing work zone safety. This study proposed an integrated framework based on driving and traffic simulations to evaluate traffic merging control methods in terms of traffic safety. In addition to the conventional merging method using the taper, joint merge and chicane-type merge were evaluated by the proposed methodology. Chicane-type merge outperformed other methods under level of service (LOS) A and B. On the other hand, it was identified that joint merge showed the best safety performance under LOS C traffic conditions.

Design and Implementation of Efficient Storage and Retrieval Technology of Traffic Big Data (교통 빅데이터의 효율적 저장 및 검색 기술의 설계와 구현)

  • Kim, Ki-su;Yi, Jae-Jin;Kim, Hong-Hoi;Jang, Yo-lim;Hahm, Yu-Kun
    • The Journal of Bigdata
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    • v.4 no.2
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    • pp.207-220
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    • 2019
  • Recent developments in information and communication technology has enabled the deployment of sensor based data to provide real-time services. In Korea, The Korea Transportation Safety Authority is collecting driving information of all commercial vehicles through a fitted digital tachograph (DTG). This information gathered using DTG can be utilized in various ways in the field of transportation. Notably in autonomous driving, the real-time analysis of this information can be used to prevent or respond to dangerous driving behavior. However, there is a limit to processing a large amount of data at a level suitable for real-time services using a traditional database system. In particular, due to a such technical problem, the processing of large quantity of traffic big data for real-time commercial vehicle operation information analysis has never been attempted in Korea. In order to solve this problem, this study optimized the new database server system and confirmed that a real-time service is possible. It is expected that the constructed database system will be used to secure base data needed to establish digital twin and autonomous driving environments.

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Advanced Protocols and Methods of Robot Collision Avoidance for Social Network Service (로봇의 소셜 네트워크 서비스를 위한 프로토콜 및 충돌회피 방법)

  • Shin, Seok-Hoon;Hwang, Tae-Hyun;Shin, Seung-A;No, In-Ho;Shim, Joo-Bo;Oh, Mi-Sun;Ko, Joo-Young;Shim, Jae-Chang
    • Journal of Korea Multimedia Society
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    • v.15 no.7
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    • pp.931-940
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    • 2012
  • Social networking services which spreading rapidly is a system using interrelationship of people by internet or mobile. SNS is a network system of the human-centered. In this paper, in order to make robot become a member of social networks we studied the necessary elements and formation. For robot with communication function and sensing, autonomous, collision avoidance method and communication protocol is needed to let Robot share the present conditions dangerous or special situation. We realized this after investigating necessary sensor for SNS, studying robot's collision-avoidance method, and defining protocol of robot for SNS. Also, we suggested and implemented the wired and wireless integrated communications method.

A Study on Improvement of Design Method for Freeway Diverging Areas (고속도로 분류부 설계기법 개선 연구)

  • Park, Jae-Beom;Lee, Seung-Jun;Gang, Jeong-Gyu;Kim, Il-Hwan
    • Journal of Korean Society of Transportation
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    • v.25 no.1 s.94
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    • pp.23-35
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    • 2007
  • Freeway diverging areas are very vulnerable to traffic accidents due to abrupt vehicle speed changes and geometric changes. Therefore, in designing diverging areas, much attention should be Paid to safety The Present design criteria about freeway diverging areas regulate transition sections for lane changes, deceleration lanes, transition corves for direction changes. and other similar items. However, the design criteria were often violated in implementation because of ambiguities in the criteria. This study aims at clarifying and improving the present design criteria for freeway diverging areas. For this, field survey data and traffic accident data for diverging areas were analyzed.

Analysis of the Effectiveness of Autonomous Unmanned Underwater Vehicle Mine Search Operation by Side Scan Sonar Characteristics (측면주사소나 특성에 따른 자율무인잠수정 기뢰탐색 효과도 분석)

  • Yoo, Tae-Suk;Park, Seok-Joon;Yoon, Seon-Il;Park, Ho-Gyu
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.24 no.8
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    • pp.1077-1085
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    • 2020
  • In order to Mine Countermeasure (MCM), the search is carried out for the expected mine zone. At this time, mine hunting uses Autonomous Unmanned Vehicle(AUV), taking into account the danger of mine and the stability of our forces. Sonar system for identifying buried mines are equipped with Side Scan Sonar(SSS) or Synthetic Aperture Sonar(SAS). This paper describes the analysis of mine hunting effects according to the commercial SSS characteristics. Based on the characteristics of each SSS, the insonified area and recognition probability were modeled, and the analysis was performed according to the search pattern of the AUV. AUV's search pattern defines three patterns depending on the presence or absence of SSS or shaded areas. The analysis results derived search time and detection probability for each search pattern, and finally, the improvement of search depending on the presence or absence of side injection or shaded area.