• Title/Summary/Keyword: Test Scenario

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Reinforcement Learning based Autonomous Emergency Steering Control in Virtual Environments (가상 환경에서의 강화학습 기반 긴급 회피 조향 제어)

  • Lee, Hunki;Kim, Taeyun;Kim, Hyobin;Hwang, Sung-Ho
    • Journal of Drive and Control
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    • v.19 no.4
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    • pp.110-116
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    • 2022
  • Recently, various studies have been conducted to apply deep learning and AI to various fields of autonomous driving, such as recognition, sensor processing, decision-making, and control. This paper proposes a controller applicable to path following, static obstacle avoidance, and pedestrian avoidance situations by utilizing reinforcement learning in autonomous vehicles. For repetitive driving simulation, a reinforcement learning environment was constructed using virtual environments. After learning path following scenarios, we compared control performance with Pure-Pursuit controllers and Stanley controllers, which are widely used due to their good performance and simplicity. Based on the test case of the KNCAP test and assessment protocol, autonomous emergency steering scenarios and autonomous emergency braking scenarios were created and used for learning. Experimental results from zero collisions demonstrated that the reinforcement learning controller was successful in the stationary obstacle avoidance scenario and pedestrian collision scenario under a given condition.

A Study on the Fire Safety of a Hybrid Composite Train Carbody (하이브리드 복합재 철도차량 차체의 화재 안전성 평가연구)

  • Kim, Jung-Seok;Lee, Duk-Hee; Jung, Woo-Sun;Cho, Sea-Hyun
    • Composites Research
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    • v.21 no.4
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    • pp.1-6
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    • 2008
  • This paper explains fire safety tests of a hybrid composite train carbody with carbon/epoxy sandwich bodyshell and stainless steel underframe. In this study, a large scale mock-up was used to evaluate the fire safety of the composite train carbody. The test was conducted to the bare composite carbody mock-up without interior facilities and the fully equipped one. Tile fire propagation and temperature distribution of the carbon/epoxy bodyshell and the glass phenol interior panels was evaluated under the real fire accident scenario. The test scenario was based on the DaeGu subway fire accident. From the tests, both the surface temperature of the interiors and the composite bodyshell wore lower than tile ignition temperature. In addition, the fire spread along the surface of the interiors and bodyshell was not occurred.

A Parametric Study of Crash Scenario of Autonomous Vehicle and Database Construction (자율주행차 충돌시나리오 파라미터 분석과 차대차 충돌해석 DB 구성)

  • Young Myoung So;Ho Kim;Junsuk Bae
    • Journal of Auto-vehicle Safety Association
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    • v.15 no.4
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    • pp.39-47
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    • 2023
  • Research on the safety of autonomous vehicle is being conducted in various countries, including the European Union, and computer simulation techniques so called 'Virtual Tool Chain' are mainly used. As part of the crash safety study of autonomous vehicle, 25 car to car collision scenarios were provided as a result of a real accident-based accident reproduction analysis study conducted by a domestic research institution, and a vehicle crash analysis was performed using the FE car to car model of the Honda Accord. In order to analyze the results of the car to car simulation and to construct a database, major crash parameters were selected as impact speed, angle, location, and overlap, and a method of defining them in an indexed form was presented. In order to compare the crash severity of each scenario, a value obtained by integrating the resultant acceleration measured by the ACU of the vehicle was applied. The equivalent collision test mode was derived by comparing the crash severity of the regulation test mode, 30 deg rigid barrier mode, in the same way.

Design of Scenario Creation Model for AI-CGF based on Naval Operations, Resources Analysis Model(I): Evolutionary Learning (해군분석모델용 AI-CGF를 위한 시나리오 생성 모델 설계(I): 진화학습)

  • Hyun-geun, Kim;Jung-seok, Gang;Kang-moon, Park;Jae-U, Kim;Jang-hyun, Kim;Bum-joon, Park;Sung-do, Chi
    • Journal of the Korea Institute of Military Science and Technology
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    • v.25 no.6
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    • pp.617-627
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    • 2022
  • Military training is an essential item for the fundamental problem of war. However, there has always been a problem that many resources are consumed, causing spatial and environmental pollution. The concepts of defense modeling and simulation and CGF(Computer Generated Force) using computer technology began to appear to improve this problem. The Naval Operations, Resources Analysis Model(NORAM) developed by the Republic of Korea Navy is also a DEVS(Discrete Event Simulation)-based naval virtual force analysis model. The current NORAM is a battle experiment conducted by an operator, and parameter values such as maneuver and armament operation for individual objects for each situation are evaluated. In spite of our research conducted evolutionary, supervised, reinforcement learning, in this paper, we introduce our design of a scenario creation model based on evolutionary learning using genetic algorithms. For verification, the NORAM is loaded with our model to analyze wartime engagements. Human-level tactical scenario creation capability is secured by automatically generating enemy tactical scenarios for human-designed Blue Army tactical scenarios.

Development of Qualification Analysis Preliminary Frame for Railway Personal Injury Accident (철도 사상사고 위험도 평가를 위한 정량화 분석 기초모델 개발)

  • Park, Chan-Woo;Wnag, Jong-Bae;Park, Joo-Nam;Kwak, Sang-Log
    • Proceedings of the KSR Conference
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    • 2007.05a
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    • pp.1227-1232
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    • 2007
  • The objective of this study is to develop qualification analysis preliminary frame for railway personal injury accident. In this research, we develop accident scenarios to analyze systematically and evaluate quantitatively fatality accident scenarios for railway personal. The accident scenario analysis first identifies the hazardous events and explains the hazardous conditions that surround the accident and cause railway accidents. This method includes a feasibility test, a clustering process and a pattering process for a clearer understanding of the accident situation. Since this method enables an accident scenario analysis to be performed systematically as well as objectively, this method is useful in building better accident prevention strategies. Therefore, this study could serve to reduce railway accidents and could be an effective tool for a hazard analysis.

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Maximum Power Analysis Simulator Development & Lighting Installation Control Simulation (최대전력 분석시뮬레이터 개발 및 조명설비 제어 시뮬레이션)

  • Chang, Hong-Soon;Han, Young-Sub;Soe, Sang-Hyun
    • Journal of the Korean Institute of Illuminating and Electrical Installation Engineers
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    • v.27 no.3
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    • pp.95-99
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    • 2013
  • The maximum power analysis simulator took advantage of the facilities and power consumption reduction simulator test scenario development and testing of improvement in the scenario. As a maximum demand power controller, Maximum power analysis simulator performs control and disperasion of maximum demand power by calculating base power, load forecast, and present power which are based on signal of watt-hour meter to keep the electricity under the target. In addition, various algorithms to select appropriate control methode on each of the light installations through the peak demand power is configured to management. The simulation shows the success of control power for the specified target controlled by five sequential lighting installations.

The Shaking Table Test of Isolated Model EDG System (면진된 모형디젤발전기의 지진응답실험)

  • Kim, Min-Kyu;Choun, Young-Sun
    • Proceedings of the Earthquake Engineering Society of Korea Conference
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    • 2006.03a
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    • pp.479-486
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    • 2006
  • This paper presents tile results of experimental studies of the isolated Model EDG Systems. For the experimental work, the scaled model of EDG system and the isolation systems were developed. The target EDG model is 16PC2-5V400 which was manufactured by the SEMT Pielstick corporation. The Coil Spring and Viscous Damper Systems were selected for the isolation system. The Coil Spring and Viscous Damper systems can reduce not only seismic forces but also the operating vibration. For the input seismic motions, the scenario earthquake and the artificial earthquakes which were developed as NRC design spectrum and Uniform hazard Spectrum(UHS) were selected. As a result, at least 20% of seismic forces were decreased as the isolation system.

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A Study on The Extraction of Driving Behavior Parameters for the Construction of Driving Safety Assessment Scenario (주행안전성 평가 시나리오 구축을 위한 주행행태 매개변수 추출에 관한 연구)

  • Min-Ji Koh;Ji-Yoen Lee;Seung-Neo Son
    • IEMEK Journal of Embedded Systems and Applications
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    • v.19 no.2
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    • pp.101-106
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    • 2024
  • For the commercialization of automated vehicles, it is necessary to create various scenarios that can evaluate driving safety and establish a data system that can verify them. Depending on the vehicle's ODD (Operational Design Domain), there are numerous scenarios with various parameters indicating vehicle driving conditions, but no systematic methodology has been proposed to create and combine scenarios to test them. Therefore, projects are actively underway abroad to establish a scenario library for real-world testing or simulation of autonomous vehicles. However, since it is difficult to obtain data, research is being conducted based on simulations that simulate real road. Therefore, in this study, parameters calculated through individual vehicle trajectory data extracted based on roadside CCTV image-based driving environment DB was proposed through the extracted data. This study can be used as basic data for safety standards for scenarios representing various driving behaviors.

Design and Implementation of SIP Testing Simulator for Security Management (보안관리를 위한 SIP 시험 시뮬레이터 설계 및 구현)

  • Jang, Sung-Man;Kill, Min Wook;Lee, Geuk;Kim, Kuinam J.
    • Convergence Security Journal
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    • v.3 no.3
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    • pp.99-107
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    • 2003
  • One of the most important part in next generation VoIP is security management. When we develop a protocol stack based on SIP (Session Initiation Protocol), it is necessary to develop test scenario, test environment, adaptation test technology for security test of the system. In this paper, we design and implement security test environment and test program for SIP. This system also can be used as a fundamental system when someone develop a communication system based on SIP.

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Test Scheme for Multiple Train Operation of K-AGT System (한국형 경량전철 다중편성시험방안)

  • Cho, Bong-Kwan;Hwang, Hyeon-Chyeol;Ryu, Sang-Hwan;Cho, Hong-Sik
    • Proceedings of the KSR Conference
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    • 2008.06a
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    • pp.684-690
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    • 2008
  • LRT System Application Project is performed for the purpose of technical advancement and stabilization of K-AGT system from the viewpoint of practical use and commercialization. For those purpose, the performance test and evaluation procedure for signaling system have been developed, including the scheme of verifying the performance and function of signaling system under driverless multiple train operation environment. In this paper, multiple train operation scheme in K-AGT test line is presented. Test schemes for maintaining the safety distance between trains, operation scenario considering shunting and turning of train, and dia operation schemes in test line are reviewed while researching test vehicle features, route condition and running pattern. Additional equipments for testing each scheme are also reviewed.

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