• Title/Summary/Keyword: Automotive wheel

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A Study on the Mileage Prediction of Urban Railway Vehicle using Wheel Diameter/Flange change Data and Machine Learning Techniques (도시철도차량 주행차륜의 직경/플랜지 변화 데이터와 머신러닝 기법을 활용한 주행거리 예측 연구)

  • Hak Rak Noh;Won Sik Lim
    • Journal of the Korean Society of Safety
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    • v.38 no.4
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    • pp.1-7
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    • 2023
  • The steel wheels of urban railway vehicles gather a lot of data through regular measurements during maintenance. However, limited research has been carried out utilizing this data, resulting in difficulties predicting the maintenance period. This paper studied a machine learning model suitable for mileage prediction by studying the characteristics of mileage change according to diameter and flange thickness changes. The results of this study indicate that the larger the diameter, the longer the travel distance, and the longest flange thickness is at 30 mm, which gradually shortened at other times. As a result of research on the machine learning prediction model, it was confirmed that the random forest model is the optimal model with a high coefficient of determination and a low root mean square error.

OPTIMAL PREVIEW CONTROL OF TRACKED VEHICLE SUSPENSION SYSTEMS

  • Youn, I.;Lee, S.;Tomizuka, M.
    • International Journal of Automotive Technology
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    • v.7 no.4
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    • pp.469-475
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    • 2006
  • In this paper, an optimal suspension system with preview of the road input is synthesized for a half tracked vehicle. The main goal of this research is to improve the ride comfort characteristics of a fast moving tracked vehicle in order to maintain the driver's driving capability. Several different kinds of preview control algorithms are evaluated with active or semi-active suspension systems. The road information estimated from the motion of the 1st road-wheel is adequate to make the best use of the preview control algorithm for tracked vehicles. The ride-comfort characteristics of the tracked vehicle are more dependent on pitching angular acceleration than heaving acceleration. The pitching motion is reduced by the suspension system with hard outer suspensions and soft inner suspensions. Simulation results show that the performance of sky-hook algorithms for ride comfort nearly follow that of full state feedback algorithms.

Development of Predictive Smoothing Voter using Exponential Smoothing Method (지수 평활법을 이용한 Predictive Smoothing Voter 개발)

  • Kim, Man-Ho;Lim, Chang-Hwy;Lee, Suk;Lee, Kyung-Chang
    • Transactions of the Korean Society of Automotive Engineers
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    • v.14 no.6
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    • pp.34-42
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    • 2006
  • As many systems depend on electronics, concern for fault tolerance is growing rapidly. For example, a car with its steering controlled by electronics and no mechanical linkage from steering wheel to front tires(steer-by-wire) should be fault tolerant because a failure can come without any warning and its effect is devastating. In order to make system fault tolerant, there has been a body of research mainly from aerospace field. This paper presents the structure of predictive smoothing voter that can filter out most erroneous values and noise. In addition, several numerical simulation results are given where the predictive smoothing voter outperforms well-known average and median voters.

A study on the Machinability of SSW2 Steel(1st Report) (SSW2의 피삭성에 관한 연구 제1보)

  • 최만성;최대봉
    • Journal of the korean Society of Automotive Engineers
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    • v.14 no.6
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    • pp.105-112
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    • 1992
  • The turning tests with sintered carbide tools have been conducted on typical high strength SSW2 railway wheel steel and its machinability were examined in terms of the cutting resistance, the roughness of turning surface, the chip disposal and others. Some results obtained in this paper are as follows: (1) The cutting resistance is not affected by the cutting speed (in this paper these were 23-78 m/min). (2) The roughness of finished surface is found to be largely dependent on cutting conditions and tool geometry. (3) There exists the explicit relates between the tool geometry cutting conditions (cutting speed, feedrate, and depth of cut) and independent variables(cutting resistance, surface roughness) are derived.

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Experiments on the Influence of the Air Cavity Resonance on the Structural Vibration Modes in Radial Tire (승용차용 레이디얼 타이어에서 공기공동진동형이 구조진동형에 미치는 영향에 관한 실험)

  • Kim, Yong-Woo;Jeong, Kyoung-Shin
    • Transactions of the Korean Society of Automotive Engineers
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    • v.15 no.6
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    • pp.44-49
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    • 2007
  • It is well known that the acoustic cavity inside the tire-wheel assembly contributes to vehicle interior noise. In this paper, we have performed acoustic and structural modal testings to investigate the influences of the acoustic cavity resonance on structural vibration characteristics for the tire in free-suspension and for the loaded tire. The testings have given us some findings, which are reported in this paper.

A Study on the DYC 4WS Control Method for Improving the Dynamic Characteristics of Vehicle (자동차의 주행성능 향상을 위한 DYC 4WS 제어방법에 관한 연구)

  • 김형내;김석일;김동룡;김건상
    • Transactions of the Korean Society of Automotive Engineers
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    • v.6 no.2
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    • pp.1-11
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    • 1998
  • The 4WS system is usually developed to improve the maneuverability at low speed and the straight line stability at high speed, but it is found to have the severe understeer characteristics at high speed. Therefore a 4WS vehicle requires to turn the steering wheel much more than a 2WS vehicle at high speeds even a driver goes through the same curved road. In this study, to enhance the cornering performance of the 4WS vehicle at high speed, a DYC 4WS system is proposed based on the nonlinear 4WS system and direct yaw moment control system. Especially the proposed DYC 4WS system is able to realize a zero side slip angle for vehicles and a cornering performance similar to the 2WS vehicle at high speed.

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Optimum Design for Reducing Steering Error of Rack-and-Pinion Steering Linkage (랙-피니언 조향기구의 조향오차 최적설계)

  • 홍경진;최동훈
    • Transactions of the Korean Society of Automotive Engineers
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    • v.6 no.2
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    • pp.43-53
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    • 1998
  • This paper addresses an optimization for reducing a steering error of a rack-and-pinion steering linkage with a MacPherson strut independent front suspension system. The length, orientations and inner joint positions of a tie-rod are selected as design variables and Ackerman geonetry, understeer effect, minimum turn radius, wheel alignment and packaging are considered as design constraints. Nonlinear kinematic analysis of the steering system is performed for calculating the values of cost and constraints, and Augmented Lagrange Multiplier(ALM) method is used for solving the constrained optinization problem. The optimization results show that the steering error are considerably reduced while satisfying all the constraints.

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3-D Vibration Modes of the Tire in Ground Contact and Its Effects on Axle When Excited by a 3-D Impact at the Center of Contact Patch (접지면 중앙에서 3차원 방향의 충격 가진에 의한 타이어의 3차원 진동형이 축에 미치는 영향)

  • 김용우;남진영
    • Transactions of the Korean Society of Automotive Engineers
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    • v.11 no.6
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    • pp.171-182
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    • 2003
  • Tire vibration modes are known to play a key role in vehicle ride and comfort characteristics. Inputs to the tire such as impacts, rough road surface, tire nonuniformities, and tread patterns can potentially excite tire vibration. In this study, experimental modal analysis on the tire in ground contact are performed by a 3-D impact at the center of contact patch to investigate which modes of tire influence the vibration of wheel and axle. Through the experiment, the vibration transmission properties from tire to axle are examined. And we have compared the influential tire modes when the tire is excited by a vertical impact with those when excited by the 3-D impact. Additionally, the modes of ground contact tire are compared with those of the suspended tire.

A Study on the Improvement of Dynamic Characteristics of ABS Outlet Valve (ABS 출구 밸브의 동특성 향상에 관한 연구)

  • 김병우;송창섭;이용주
    • Transactions of the Korean Society of Automotive Engineers
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    • v.10 no.1
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    • pp.133-142
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    • 2002
  • To improve the hydraulic control performance of ABS, it is necessary to establish an efficient control algorithm. And also it is necessary to ova]Hate a hydraulic modulator with solenoid valve quantitatively. In this paper, FEM and permeance method are used to analyze dynamic characteristics of outlet valve. In return, mathmatical modeling of a hydraulic modulator and operating pressure is presented, and the model parameters of an outlet valve are moving plunger, spring constant and orifice diameter. This study shows the way to improve the dynamic characteristic of an ABS outlet valve heavily depending on operating pressure. It is recommended that operating pressure should be justified at the first step toward the design to get the optimal design of an outlet valve.

Implementation of Roll Control System for Passenger Car (승용차의 차량 롤 제어를 위한 시스템 구현)

  • 장주섭;이상호
    • Transactions of the Korean Society of Automotive Engineers
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    • v.5 no.5
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    • pp.20-26
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    • 1997
  • A System for reducing vehicle body roll by active control is developed. The stabilizer bar with hydraulic rotary actuator produces anti-roll moment which suppresses roll tendency. This reduction of roll improves the driving safety as well as the ride comfort. Vehicle test data shows considerable reduction of roll angle during steady-state turning. Also improvement of ride comfort is achieved by making the actuator freely rotatable, i.e. by connecting all chambers of actuator in normal driving conditions. A control algorithm using steering wheel angle and vehicle speed signal as input valve is applied. It is compared with signal of the G-sensor.

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