• Title/Summary/Keyword: train model

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The Manpower Assignment Design of the Train Paint Process with the Simulation and DEA Methods (시뮬레이션과 DEA를 이용한 열차도장시설의 인력배치방안 연구)

  • Jo, Hyun-Sub;Kim, Youn-Jin;Lee, Hong-Chul
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.10 no.6
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    • pp.1389-1398
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    • 2009
  • This research suggests the calculation and analytic method of determining the proper numbers of manual workers with simulation and DEA methods. For this, first of all we designed and analysed the simulation model of real facility being built in Dea-Jun. Secondly, we find the solution with DEA among various alternatives built based on the results of the simulation analysis. In the simulation process, the waiting time, the number of painted trains, and utilization of main equipment are considered as main response variables. After simulation, we built DMUs(Decision Making Unit) consisting of combined results with the manpower assignment policies, the numbers of workers, and the rate of skilled operators, and calculated the efficiency of DMUs with the DEA method. Among 27 DMUs, 4 DMUs turned out efficient technically and on scale. In conclusion, through the suggested procedure, this research shows the way that decision makers can solve the problems with various factors they should concern, along the scientific process, when building a new facility.

Analysis of Aerodynamic Characteristics for determination of tunnel cross section in Honam high speed railway (호남고속철도 터널 단면선정을 위한 공기역학적 특성 분석)

  • Kim, Seon-Hong;Moon, Yeon-Oh;Seok, Jin-Ho;Jo, Hyeong-Jae;Yoo, Ho-Sik;Choi, Jeong-Hwan;Rim, Hyoung-Gyu
    • Proceedings of the KSR Conference
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    • 2007.11a
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    • pp.313-336
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    • 2007
  • Unlike a conventional railway system, a high-speed rail system experiences various aerodynamic problems in tunnel sections. Trains running at a high speed in a small tunnel, when compared with the open field, face significant air pressure, resulting in reduced operating stability and fast change in pressure inside the tunnel. These phenomena further cause some unexpected problems such as the passengers onboard feeling an aural discomfort and an impulsive noise at the tunnel exit. To solve these problems, this paper introduces analysis of aerodynamic characteristics for determination of tunnel cross section. The optimum cross-section that satisfies the criteria of aural discomfort was reviewed through lots of numerical simulation analysis. Also, the pressure inside the passenger car of a train operating on Kyungbu HSR line was measured, and the pressure inside the tunnel and the micro-pressure waves at tunnel exit were measured at Hwashin 5 Tunnel. At the same time, a test of train operation model was performed and then the measurement results and test results were compared to verify that various parameters used as input conditions for the numerical simulations were appropriate.

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A Study on Predictive Models based on the Machine Learning for Evaluating the Extent of Hazardous Zone of Explosive Gases (기계학습 기반의 가스폭발위험범위 예측모델에 관한 연구)

  • Jung, Yong Jae;Lee, Chang Jun
    • Korean Chemical Engineering Research
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    • v.58 no.2
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    • pp.248-256
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    • 2020
  • In this study, predictive models based on machine learning for evaluating the extent of hazardous zone of explosive gases are developed. They are able to provide important guidelines for installing the explosion proof apparatus. 1,200 research data sets including 12 combustible gases and their extents of hazardous zone are generated to train predictive models. The extent of hazardous zone is set to an output variable and 12 variables affecting an output are set as input variables. Multiple linear regression, principal component regression, and artificial neural network are employed to train predictive models. Mean absolute percentage errors of multiple linear regression, principal component regression, and artificial neural network are 44.2%, 49.3%, and 5.7% and root mean square errors are 1.389m, 1.602m, and 0.203 m respectively. Therefore, it can be concluded that the artificial neural network shows the best performance. This model can be easily used to evaluate the extent of hazardous zone for explosive gases.

Analysis on Factors Relating to External Medical Service Use of Health Insurance Patients Using Spatial Regression Analysis (공간효과분석을 이용한 건강보험 환자 관외 의료이용도와 관련된 요소분석)

  • Roh, Yun Ho
    • Health Policy and Management
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    • v.23 no.4
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    • pp.387-396
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    • 2013
  • Background: The purpose of this study was to analyze the association between areas of Korea Train Express (KTX) region and external medical service use in Korean society using spatial statistical model. Methods: The data which was used in this study was extracted from 2011 regional health care utilization statistics and health insurance key statistics from National Health Insurance Corporation. A total spatial units of 229 districts (si-gun-gu) were included in this study and spatial area was all parts of the country excepted Jeju, Ulleungdo island. We conducted Kruskal-Wallis test, correlation, Moran's I and hot-spot analysis. And after, ordinary linear regression, spatial lag, spatial error analysis was performed in order to find factors which were associated with external medical service use. The data was processed by SAS ver. 9.1 and Geoda095i (windows). Results: Moran's I of health insurance patients' external medical service use was 0.644. Also, population density, Seoul region, doctor factors positively associated with health insurance patients' external medical service. In contrast, average age, health care organization per 100 thousand were negatively associated with health insurance patients' external medical service use. Conclusion: The finding of this study suggested that health insurance patient's external medical service use correlated for seoul region in korea. The study results imply the need for more attention medical needs in the region (si-gun-gu unit) for health insurance patients of seoul region. It is important to adapt strategy to activation of primary health care as well as enhancing public health institution for prevent leakage of patients to other areas.

Estimating Station Transfer Trips of Seoul Metropolitan Urban Railway Stations -Using Transportation Card Data - (수도권 도시철도 역사환승량 추정방안 -교통카드자료를 활용하여 -)

  • Lee, Mee-Young
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.38 no.5
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    • pp.693-701
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    • 2018
  • Transfer types at the Seoul Metropolitan Urban Railway Stations can be classified into transfer between lines and station transfer. Station transfer is defined as occurring when either 1) the operating line that operates the tag-in card-reader and that operating the first train boarded by the passenger are different; or 2) the line operating the final alighted train and that operating the tag-out card-reader are different. In existing research, transportation card data is used to estimate transfer volume between lines, but excludes station transfer volume which leads to underestimation of volume through transfer passages. This research applies transportation card data to a method for station transfer volume estimation. To achieve this, the passenger path choice model is made appropriate for station transfer estimation using a modified big-node based network construction and data structure method. Case study analysis is performed using about 8 million daily data inputs from the metropolitan urban railway.

Analysis of the load distribution and contact safety factor of PTO gears of a 71 kW class agricultural tractor

  • Baek, Seung-Min;Kim, Wan-Soo;Kim, Yeon-Soo;Lee, Nam-Gyu;Kim, Nam-Hyeok;Kim, Yong-Joo
    • Korean Journal of Agricultural Science
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    • v.47 no.2
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    • pp.327-335
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    • 2020
  • The purpose of this study was to analyze the load distribution and contact safety factor for the power take off (PTO) gear of a 71 kW class agricultural tractor. In this study, a simulation model of the PTO gear-train was developed using Romax DESGINER. The face load factor and contact safety factor were calculated using ISO 6336:2006. The simulation time was set at 2,736 hours considering the lifetime of the tractor, and the simulation was performed for each PTO gear stage at the engine rated power conditions. As a result of the simulation, the face load factors for the driving gear at the PTO 1st, 2nd and 3rd stages were 1.644, 1.632, and 1.341, respectively. The contact safety factors for the driving gear at the PTO 1st, 2nd and 3rd stages were 1.185, 1.216, and 1.458, respectively. As the PTO gear stage was increased, the face load factor decreased, and the contact safety factor increased. The load distributions for all the PTO gears were concentrated to the right of the tooth width. This causes stress concentrations and shortens the lifespan of the gears. Therefore, it is necessary to improve the face load factor and the contact safety factor with macro-geometry and micro-geometry.

Accelerated Life Evaluation of Drive Shaft Using Vehicle Load Spectrum Modeling (차량 부하 스펙트럼 모델링을 이용한 구동축의 가속 수명 평가)

  • Kim, Do Sik;Lee, Geun Ho;Kang, E-Sok
    • Transactions of the KSME C: Technology and Education
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    • v.5 no.2
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    • pp.115-126
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    • 2017
  • This paper proposes an accelerated life evaluation of drive shaft for the power train parts of special purpose vehicle. It is necessary the real load data of usage level driving load condition for life evaluation of power train parts, but we can't get the load spectrum data for evaluation in many case of special purpose vehicle. So, in this paper, the road load spectrum data for evaluation is created by modeling and simulation based on vehicle data and special road condition. The inverse power model is used for accelerated life test. The equivalent torque of load spectrum is achieved using the Miner's Rule. This paper also proposes the calibrated acceleration life test method for drive shaft. The fatigue test is performed through three stress levels. The lifetime at normal stress level is predicted by extrapolation, and is verified through comparison of experimental results and load spectrum data.

A Study on Crash Causations for Railroad-Highway Crossings (철도건널목 사고요인 분석에 관한 연구)

  • O, Ju-Taek;Sin, Seong-Hun;Seong, Nak-Mun;Park, Dong-Ju;Choe, Eun-Su
    • Journal of Korean Society of Transportation
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    • v.23 no.1
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    • pp.33-44
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    • 2005
  • Railroad crossing crashes are fewer than road crashes, but with regard to crash severity, they can be serious injury crashes. There should be, therefore, enormous efforts to increase the safety of railroad crossings. The objective of this paper is to identify and understand factors associated with railroad crossing crashes. Statistical models are used to examine the relationships between crossing accidents and geometric elements of crossings. The results show the Poisson model is the most appropriate method for the crossing accidents, because overdispersion was not observed. This study identifies seven significant factors associated with railroad crossing crashes through the main and variant models. With regard to explanatory factors on crossing safety, the total traffic volume, daily train volume, presence of commercial area around crossings, distance of train detector from crossings, time duration between the activation of warning signals and gates, crossing types, and speed hump were found to affect the safety of railroad crossings.

Development of Prefabricated Slab Panel for Asphalt Concrete Track (아스팔트 콘크리트 궤도용 사전제작형 슬래브 패널 개발)

  • Baek, In-Hyuk;Lee, Seong-Hyeok;Shin, Eung-Soo
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.23 no.3
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    • pp.75-82
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    • 2019
  • Slab panels are very important to develop asphalt concrete (AC) track for minimizing the roadbed stress due to the train load and reducing the plastic deformation of infrared-sensitive AC. In this study, the slab panel for AC track was developed through the shape design and the indoor performance test and its structural integrity has been investigated through the finite element analysis under the flexural tensile stress and the design moment according to various static load combination by KRL-2012 standard train load model and KR-C code. In order to verify the suitability of the slab panel for AC track, static bending strength test and dynamic bending strength test were performed according to EN 13230-2. Results show that the slab panel for AC track satisfies all the performance standards required by European standards such as crack loads and crack extension.

Job Competency Development Policy in the Era of the 4th Industrial Revolution (4차 산업혁명시대의 직업능력개발정책 - 이행노동시장 모형을 중심으로 -)

  • Yoo, Kil-sang
    • Journal of Practical Engineering Education
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    • v.9 no.2
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    • pp.167-174
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    • 2017
  • The purpose of this paper is to review the effects of the $4^{th}$ Industrial Revolution on job competency development by the Transitional Labor Market(TLM) model, and suggest job competency development policiy in the rea of the $4^{th}$ Industrial Revolution. The $4^{th}$ Industrial Revolution will create new jobs, destroy many current jobs, and will fundamentally change employment pattern, contents of jobs and ways of works. In these circumstances, we will confront more risks in each stage of labor market transition. To minimize the risks of TLM, we should reform education and develop life time career and job competency. We have to train high level talented persons to lead the $4^{th}$ Industrial Revolution. We have to retrain employed people to adjust new technology and to enhance employability and adaptability. We have to train vulnerable groups so that they may adjust new circumstance. Government should develop life time job competency development open platform.