• Title/Summary/Keyword: Local Driving

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An Empirical Study of Influence Relationship on Traffic Culture Index(TCI) utilizing PLS-SEM(Structural Equation Modeling) (PLS구조방정식 모형을 활용한 교통문화지수의 영향관계 실증연구)

  • Kim, Tae Ho;Shin, Yea Cheol;Lim, Sam Jin;Park, Jun Tae
    • Journal of the Korean Society of Safety
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    • v.28 no.2
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    • pp.78-83
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    • 2013
  • The traffic culture index is used as a major index in evaluating the traffic safety services of local governments and also serve as important data for the planning and implementation of traffic safety services. However, as the traffic culture index gradually became a standard for comparison among local governments, in part, certain cases arose which questioned the grounds for selecting variables for the index and the validity of the index in terms of its influential relationship between evaluation items. This study analyzed the index's influential relationship by utilizing a PLS structural equation model based on the evaluation results of the 2011 traffic culture index. A variable-linking model was created which recognized the relativity taking into account of the indirect effects between latent variables and this model was proven to be a model suitable in explaining the traffic culture index with a 97.8% explanation power. It was found that traffic safety(0.530), driving behavior(0.527), pedestrian behavior(0.187) and vulnerable road users(0.147), in such order, had an effect on the traffic culture index. It was also found that human casualties due to traffic accidents under "traffic safety" and traffic light compliance rate under "driving behavior" had an important effect. The study showed that motor vehicle share in illegal parking in school zones did not have a valid explanation power regarding "vulnerable road users".

MOLECULAR CLOUDS WITH PECULIAR VELOCITY IN THE OUTER LOCAL ARM

  • Kang, Mi-Ju;Lee, Young-Ung
    • Journal of The Korean Astronomical Society
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    • v.39 no.4
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    • pp.107-114
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    • 2006
  • We conducted an analysis of a selected region from the FCRAO $^{12}CO$ Outer Galaxy Survey. The selected region is located between galactic longitude $117^{\circ}$ and $124^{\circ}$ with the velocity of -23 km $s^{-1}. Molecular clouds in this region show a peculiar velocity field, protruding from the Local Arm population. The selected region is divided into 7 clouds by spatial location. Though we were not able to identify the direct driving source for peculiar velocity of our target region, we find that there are several internal YSOs or star forming activities; there are many associated sources like an outflows, a high-mass protostellar candidate and $H_2O$ maser sources. We attribute the driving energy source to older generation of episodic star formation. Masses of main clouds(cloud 1-4) estimated using a conversion factor from $^{12}CO$ luminosity are larger than $10^4M_{\odot}$. Other components have a small mass as about $10^3M_{\odot}$. Among main clouds, cloud 2 and 4 seem to be marginally gravitational bound systems as their ratio of $M_{CO}$ to $M_{VIR}$ is about $2{\sim}3$, and the internal velocity dispersion is larger than the centroid velocity dispersion. Total mass estimated using a conversion factor from $^{12}CO$ luminosity is $7.9{\times}10^4M_{\odot}$.

Current Trend of Smart City Service Application in Korea (국내 스마트시티 서비스 적용 경향 분석)

  • Kim, Minju;Jung, Seunghyun
    • The Journal of the Korea Contents Association
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    • v.19 no.2
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    • pp.194-203
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    • 2019
  • Recently, it is emphasized that the approach towards the development of smart cities as a driving force of sustainable economic growth of the city. Governments and municipalities are expected to expand the support for the smart city industry promotion, as the needs for smart city technology and service development, and investment for smart city industry increases. In order to promote the smart city policy as the driving force for the growth, it is necessary to understand the tendency of service development and its application. Governments and municipalities need a credible reference for their decision making on which smart city policy should be prioritized for the revitalization of the local economy by deploying certain smart city services according to the local industrial conditions. This study will analyze the trends of smart city services and suggest a reference data for decision making for the promotion of smart city industry.

A Study of Tram-Pedestrian Collision Prediction Method Using YOLOv5 and Motion Vector (YOLOv5와 모션벡터를 활용한 트램-보행자 충돌 예측 방법 연구)

  • Kim, Young-Min;An, Hyeon-Uk;Jeon, Hee-gyun;Kim, Jin-Pyeong;Jang, Gyu-Jin;Hwang, Hyeon-Chyeol
    • KIPS Transactions on Software and Data Engineering
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    • v.10 no.12
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    • pp.561-568
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    • 2021
  • In recent years, autonomous driving technologies have become a high-value-added technology that attracts attention in the fields of science and industry. For smooth Self-driving, it is necessary to accurately detect an object and estimate its movement speed in real time. CNN-based deep learning algorithms and conventional dense optical flows have a large consumption time, making it difficult to detect objects and estimate its movement speed in real time. In this paper, using a single camera image, fast object detection was performed using the YOLOv5 algorithm, a deep learning algorithm, and fast estimation of the speed of the object was performed by using a local dense optical flow modified from the existing dense optical flow based on the detected object. Based on this algorithm, we present a system that can predict the collision time and probability, and through this system, we intend to contribute to prevent tram accidents.

Environmental and Socioeconomic Determinants of Grain Virtual Water Trade: An Empirical Analysis using Decomposition and Decoupling Model

  • Golden Odey;Bashir Adelodun;Seulgi Lee;Kyung Sook Choi
    • Proceedings of the Korea Water Resources Association Conference
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    • 2023.05a
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    • pp.394-394
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    • 2023
  • The world's sustainable growth is being severely hampered by the inefficient use of water resources. Despite the widely acknowledged importance of trade in global and regional water and food security, societal reliance on local production as well as international trade remains inadequately assessed. Therefore, using South Korea as a case study, this study fills in this research gap by applying the virtual water concept, the logarithmic mean divisia index (LMDI) method, and the Tapio decoupling model. The virtual water concept was used to estimate South Korea's net virtual water trade for major grain crops from 1992 to 2017. Then, the LMDI method was utilized to assess the driving factors causing changes in net virtual water trade. Lastly, the Tapio decoupling model was used to investigate the decoupling relationships between economic growth and the driving factors of net virtual water trade. Results showed that South Korea remains a net importer of virtual water flows with respect to grain crops, with an average import of 16,559.24 million m3 over the study period. In addition, the change in net virtual water trade could be attributed to water intensity effect, product structure effect, economic effect, and population effect. However, water intensity and economic effects were the major decisive factors for decrease and increase in net virtual water trade respectively, while the population and product structure effects had minor positive influences on the net virtual water trade. Furthermore, water intensity and economic growth showed a strong decoupling in most periods, while the decoupling state between product structure and economic growth was observed as expansive negative decoupling. Likewise, population size and economic growth showed a weak decoupling in most periods. The results reveal South Korea's status as it concerns the virtual water trade of grain crops, thus providing valuable insights into the sustainability of trade activities for the management of local water resources.

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A study on the Evaluation of Real-Time Map Update Technology for Automated Driving (자율주행 지원을 위한 정밀도로지도 갱신기술 평가를 위한 기준 도출 연구)

  • PARK, Yu-Kyung;KANG, Won-Pyung;CHOI, Ji-Eun;KIM, Byung-Ju
    • Journal of the Korean Association of Geographic Information Studies
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    • v.22 no.3
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    • pp.146-154
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    • 2019
  • Recently, a system has been developed and applied to establish and utilize HD maps through R&D. The biggest problem, however, is the lack of a proper HD map update system, which requires the development and adoption of such a system as soon as possible. In addition, in the case of updating HD maps for automated driving, integrity and accuracy of maps are required for safe driving, so an test of these technologies and data quality is required. In April 2018, the Ministry of Land, Infrastructure and Transport implemented a project to 'Develop Technology to Demonstrate and Share the Instant Road Change Detection and Update Technology for automated driving. This paper analyzed the technology for updating map based on the investigation and analysis of relevant technology trends for the development of integrated demonstration and sharing technology of road change rapid detection and updating map technology, and put forward the criteria for road change rapid detection, integrated quality verification of update technology. It is expected that the results of this study will contribute to quality assurance of HD maps that support safety driving for automated vehicles.

Fundamental Study for Construction and Utilization of 3D GIS in Local Governments (3D GIS의 지방자치단체 활용을 위한 기초 연구)

  • Lim, Young-Taek;Choi, Bong-Moon
    • The Journal of the Korea Contents Association
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    • v.6 no.11
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    • pp.317-326
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    • 2006
  • By the rapid progress of U-IT(Ubiquitous Information Technology), a variety of national development policies have been devised on the basis of the utilization of the technology Above all things, a number of local governments are driving to construct a 3D GIS(Geographical Information System) that is as a infrastructure for the regional development which is including a u-City construction as a future city model, the competitiveness reinforcement of local governments, a reasonable means of urban management, etc. In this study we tried to find the fundamental direction of construction and utilization of 3D GIS in local governments. As the result of study, we suggested the advanced vision of 3D GIS has a role of treating the public affairs of local governments and of supporting the various private business scope.

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Local Path Generation Method for Unmanned Autonomous Vehicles Using Reinforcement Learning (강화학습을 이용한 무인 자율주행 차량의 지역경로 생성 기법)

  • Kim, Moon Jong;Choi, Ki Chang;Oh, Byong Hwa;Yang, Ji Hoon
    • KIPS Transactions on Software and Data Engineering
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    • v.3 no.9
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    • pp.369-374
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    • 2014
  • Path generation methods are required for safe and efficient driving in unmanned autonomous vehicles. There are two kinds of paths: global and local. A global path consists of all the way points including the source and the destination. A local path is the trajectory that a vehicle needs to follow from a way point to the next in the global path. In this paper, we propose a novel method for local path generation through machine learning, with an effective curve function used for initializing the trajectory. First, reinforcement learning is applied to a set of candidate paths to produce the best trajectory with maximal reward. Then the optimal steering angle with respect to the trajectory is determined by training an artificial neural network. Our method outperformed existing approaches and successfully found quality paths in various experimental settings, including the cases with obstacles.

The Effect of the Heel Rest on the Lower Leg Muscle Activity and Fatigue During Repetitive Pedaling (자동차 페달 반복 사용 시 보조 발판이 하지근육 활동과 피로에 미치는 영향)

  • Kim, Jung-Yong;Seo, Kyung-Bae
    • Journal of the Ergonomics Society of Korea
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    • v.24 no.4
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    • pp.55-62
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    • 2005
  • This study examined the effect of ergonomic heel rest that was designed for drivers who have physical handicap in the low leg muscles or have to drive prolonged hours with frequent foot pedaling. An experiment was designed to test the ergonomic heel rest with traditional foot pedal. Forty subjects participated in the experiment. Electromyography(EMG) was used to monitor the muscle activity and fatigue of right leg, and Electro-goniometer was used to measure the ranges of motions of the knee and ankle. A simulator of driver's seat was built for the experiment and the heel rest was installed on it. In order to examine the low muscle activity and range of motion, subjects used the foot pedal for 15 minutes repetitively for each experimental condition. Another 15 minutes test without the heel rest was also performed for comparison. The Root Mean Square(RMS) and Mean Power Frequency(MPF) Shift were used to quantify the level of muscle activity and local muscle fatigue. In results, statistically significant decreases of muscle activity and fatigue were found in all the low leg muscles. The range of motion of the knee and ankle joint also decreased when the heel rest was used. The mechanism of the heel rest effect was discussed in this study. This type of heel rest can be applied to real driving situation after ensuring the safety, or overcoming the psychological discomfort possibly due to unfamiliarity.

Width Estimation of Stationary Objects using Radar Image for Autonomous Driving of Unmanned Ground Vehicles (무인차량 자율주행을 위한 레이다 영상의 정지물체 너비추정 기법)

  • Kim, Seongjoon;Yang, Dongwon;Kim, Sujin;Jung, Younghun
    • Journal of the Korea Institute of Military Science and Technology
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    • v.18 no.6
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    • pp.711-720
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    • 2015
  • Recently many studies of Radar systems mounted on ground vehicles for autonomous driving, SLAM (Simultaneous localization and mapping) and collision avoidance have been reported. Since several pixels per an object may be generated in a close-range radar application, a width of an object can be estimated automatically by various signal processing techniques. In this paper, we tried to attempt to develop an algorithm to estimate obstacle width using Radar images. The proposed method consists of 5 steps - 1) background clutter reduction, 2) local peak pixel detection, 3) region growing, 4) contour extraction and 5)width calculation. For the performance validation of our method, we performed the test width estimation using a real data of two cars acquired by commercial radar system - I200 manufactured by Navtech. As a result, we verified that the proposed method can estimate the widths of targets.