• 한국컴퓨터정보학회논문지
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• 제24권1호
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• pp.257-263
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• 2019

This paper is a study on mathematical aspects that can be basic for understanding and applying the contents of machine learning. If you are familiar with mathematics in the field of computer science, you can create algorithms that can diversify researches and implement them faster, so you can implement many real-life ideas. There is no curriculum standard for mathematics in the field of machine learning, and there are many absolutely lacking mathematical contents that are taught in the curriculum presented at existing universities. Machine learning now includes speech recognition systems, search engines, automatic driving systems, process automation, object recognition, and more. Many applications that you want to implement combine a large amount of data with many variables into the components that the programmer generates. In this course, the mathematical areas required for computer engineer (CS) practitioners and computer engineering educators have become diverse and complex. It is important to analyze the mathematical content required by engineers and educators and the mathematics required in the field. This paper attempts to present an effective range design for the essential processes from the basic education content to the deepening education content for the development of many researches.

• 대한안전경영과학회지
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• 제20권2호
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• pp.1-8
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• 2018

This study aims to provide a real-time information to the driver by effectively operating the advanced safety device attached to the freight vehicle, thereby minimizing insecure behavior of the driver such as speeding, rapid acceleration, sudden braking, And improve driving habits to prevent accidents and save energy. Advanced safety equipment is a device that warns the driver that the vehicle leaves the driving lane regardless of the intention of the driver and reduces the risk of traffic accidents by mitigating or avoiding collision by detecting a frontal collision during driving.The main contents of this report are as follows: In case of installing a warning device on a lane departing vehicle (excluding a light vehicle) and a lorry or special vehicle with a total weight exceeding 3.5 tonnes, the driver must continue to operate unless the driver releases the function.In addition, when the automatic emergency braking system is installed, the structure should be such that the braking device is operated automatically after warning the driver when the risk of collision with the running or stopped vehicle in the same direction is detected in front of the driving lane.

• 한국분무공학회지
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• 제21권1호
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• pp.1-6
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• 2016

A gasoline injector rig which can measure cumulative injected fuel mass under a vehicle driving condition was developed. The measurement system consists of an engine control unit (ECU), data acquisition (DAQ) and injected fuel collection system using loadcells. By supplying reconstructed sensor signals which simulate the real vehicle's sensor signals to the ECU, the ECU drives injectors as if they were driven in the vehicle. The vehicle's performance was computer simulated by using $GT-Suite^{(R)}$ software based on both engine part load performance and automatic transmission shift map. Throttle valve position, engine and vehicle speed, air mass flow rate et al. were computer simulated. The used vehicle driving pattern for the simulation was FTP-75 mode. For reconstructing the real vehicle sensor signals which are correspondent to the $GT-Suite^{(R)}$ simulated vehicle's performance, the DAQ systems were used. The injected fuel was collected with mess cylinders. The collected fuel mass in the mess cylinder with elapsed time after starting FTP-75 driving mode was measured using loadcells. The developed method shows highly improved performance in fast timing and accuracy of the cumulative injected fuel mass measurement under the vehicle driven condition.

• 한국자동차공학회논문집
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• 제13권1호
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• pp.174-183
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• 2005

A train driving requires to n the fixed distance within given time, and it is desirable to consume low energy if necessary. Reducing energy consumption depends on the train operation modes by either manual or automatic operation. In this article, an operation to reduce energy consumption by changing modes of train operation by a driver without changing the train operation requirement is investigated. The powering model, braking model and consumed energy calculation model are developed, then simulated by using a Matlab software. The accuracy of the train dynamic model established by the simulations is verified by comparing with the real experimental data. Several simulations by various operations in the real track are executed, then the desirable pattern of train driving is found.

• 로봇학회논문지
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• 제6권3호
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• pp.237-246
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• 2011

Robots have been used in many fields due to its performance improvement and variety of its functionality, to the extent which robots can replace human tasks. Individual feature and better performance of robots are expected and required to be created. As their performances and functions have increased, systems have gotten more complicated. Multi mobile robots can perform complex tasks with simple robot system and algorithm. But multi mobile robots face much more complex driving problem than singular driving. To solve the problem, in this study, driving algorithm based on the energy method is applied to the individual robot in a group. This makes a cluster be in a formation automatically and suggests a cluster the automatic driving method so that they stably arrive at the target. The energy method mentioned above is applying attractive force and repulsive force to a special target, other robots or obstacles. This creates the potential energy, and the robot is controlled to drive in the direction of decreasing energy, which basically satisfies lyapunov function. Through this method, a cluster robot is able to create a formation and stably arrives at its target.

• 대한교통학회지
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• 제24권1호
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• pp.53-58
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• 2006

본 연구에서는 오토차량 운전자의 피로를 덜어주기 위해 개발된 보조 발판(heel rest)에 대한 안전성 테스트를 실시하였다 기존에 개발된 자동차 모의 운전장치를 이용하여 30대, 40대, 50대 운전자 남녀 각 10명씩 60명의 실험참가자를 대상으로 보조 발판을 장착했을 때와 그렇지 않을 때 주행 상황 하에서의 주행 중 급제동 능력(반응시간)을 측정하였다. 30초간의 자율적인 초기 적응 과정과 실험 환경에 적응하기 위한 훈련을 진행하고, 반응 시간 측정을 실시하였다. 반응 시간 측정 실험에서는 실험참가자로 하여금 가상 주행 운전 상황에서 임의의 시간에 주어진 갑작스런 신호(붉은색 신호등 표시)에 대하여 반응을 하도록 하였다. 실험 결과, 보조발판은 사용하지 않았을 때와 비교하여 급제동시 반응 시간에 영향을 미치지 않는 것으로 나타났다. 이러한 결과는 운전자의 하지 관절과 근육피로를 감소시키기 위한 보조 발판이 급제동과 같은 위급한 상항에도 일반 페달과 유사한 반응시간을 보인다는 것을 확인해 주었다.

• 한국정밀공학회:학술대회논문집
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• 한국정밀공학회 2004년도 추계학술대회 논문집
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• pp.475-478
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• 2004

In this paper, a magnet-type automatic pipe cutting machine that binds itself to the surface of the pipe using magnetic force and executes unmanned cutting process is proposed. During pipe cutting process when the machine moves around the pipe laid vertical to the gravitational field, the gravity acting on the pipe cutting machine widely varies as the position of the machine varies. That is, with same driving force from the driving motor the cutting machine moves faster when it climbs down the surface of the pipe and moves slower when it climbs up to the top of the pipe. To maintain a constant velocity of the pipe cutting machine and improve the cutting quality, the authors adopted a conventional PID controller with a feedforward effort designed based on the encoder measurement of the driving motor. It is, however, impossible for the encoder at the motor to measure the absolute position and consequently the absolute velocity of the cutting machine in the case where the slip between the surface of the pipe and wheel of the cutting machine is not negligible. As an attempt to obtain a better estimation of the absolution angular position/velocity of the machine the authors proposes the use of the MEMS-type accelerometer which can measure static acceleration as well as dynamic acceleration. The estimated angular velocity of the cutting machine using the MEMS-type accelerometer measurement is experimentally obtained and it indicates the significant slipping of the machine during the cutting process.

• 대한기계학회논문집A
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• 제37권3호
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• pp.303-311
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• 2013

본 논문은 복잡한 제어장치 없이 비교적 간단한 마찰식 메카니즘을 이용하여 약물 주입량을 정확하게 제어할 수 있는 공압식 약물주입기 구동장치의 해석과 설계를 다룬다. 다물체 해석 기법을 적용하여 약물주입기의 모델을 구성하였고, 이에 대한 동역학 해석을 통해서 구동 메카니즘의 형상, 스프링강성, 마찰특성 등과 관련된 여러 가지 설계인자들이 약물주입성능에 미치는 영향을 분석하여 이를 시제품 설계에 반영하였다. 약물주입기가 100만회 사용에 대한 내구성을 평가하기 위한 내구시험을 실시하였고, 100만회 구동 후 약물주입기의 변위와 초기상태의 변위를 비교하여 제안한 메카니즘이 충분한 내구성을 가지고 있음을 확인하였다.

• IEIE Transactions on Smart Processing and Computing
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• 제2권5호
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• pp.310-316
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• 2013

This paper reports a sinusoidal $180^{\circ}$ drive for a permanent magnet (PM) brushless motor employing automatic angle compensator to suppress the driving loss during the wide-range load operation. The proposed drive of the sinusoidal $180^{\circ}$ PM Brushless motor reduced the amplitude of the 3-phase current by compensating for the lead-angle of the fundamental waves of the 3-phase PWM signal. The conventional lead-angle method was implemented using the fixed angle or memorized table, whereas the proposed method was automatically compensated by calculating the angle of the current and voltage signal. The algorithm of the proposed method was verified in a 30 W PM brushless motor system using a PSIM simulator. The efficiency of the conventional method was decreased 90 % to 60 %, whereas that of proposed method maintained approximately 85 % when the load shift was 0 to $0.02N{\cdot}m$. Using an FPGA prototype, the proposed method was evaluated experimentally in a 30 W PM brushless motor system. The proposed method maintained the minimum phase RMS current and 79 % of the motor efficiency under 0 to $0.09N{\cdot}m$ load conditions. The proposed PM brushless motor driving method is suitable for a variety of applications with a wide range of load conditions.

• 한국ITS학회 논문지
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• 제18권6호
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• pp.241-250
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• 2019

도로표지는 도로 이용자를 위한 시설물로서 관리 및 유지보수의 편의성 증진을 위해 국토교통부에서는 관리시스템을 구축하여 운영 중에 있다. 향후 자율주행 시대에 도로표지의 역할은 감소하겠지만 그 필요성은 지속되고 있다. 이에 도로표지에 표기된 안내지명의 정확한 기계적 판독을 위해 도로표지 자동인식 장비를 개발하여 영상 기반의 문자 인식 기술을 적용하고 있지만 불규칙적인 규격과 수작업 제조, 조도, 빛반사, 강우 등 외부환경에 의해 오인식되는 경우가 다수 발생하고 있다. 본 연구에서는 영상 분석 등으로 극복할 수 없는 오인식 결과를 개선하기 위해 위치기반의 안내지명 후보를 도출하여 기준으로 하고, 오인식된 지명의 음소 분리를 통한 레벤슈타인 문자 유사도 검증 방법을 이용해 도로표지 안내지명 자동인식율을 개선하고자 하였다.