• 제목/요약/키워드: Optimal driving

검색결과 522건 처리시간 0.021초

Parametric investigation of a hybrid vehicle's achievable fuel economy with optimization based energy management strategy

  • Amini, Ali;Baslamisli, S. Caglar;Ince, Bayramcan;Koprubasi, Kerem;Solmaz, Selim
    • Advances in Automotive Engineering
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    • 제1권1호
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    • pp.105-121
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    • 2018
  • The hybrid electric powertrain is a robust solution that allows for major improvements in both fuel economy and emission reduction. In the present study, a through-the-road hybrid vehicle model with an electric motor driving the rear axle and an Internal Combustion Engine (ICE) driving the front axle has been constructed. We then present a systematic method for the determination of a real time applicable optimal Energy Management Strategy (EMS) for a hybrid road vehicle. More precisely, we compare the performance of rule-based EMS strategies to an optimization-based strategy, namely ECMS (Equivalent Consumption Minimization Strategy). The comparison is conducted in parallel with a parameterization of the size of the internal combustion engine and the implementation of a Continuously Variable Transmission (CVT) that allows following the line of best fuel economy. For the FTP-75 driving cycle, the constrained engine On-off control algorithm is shown to offer a 28% improvement potential of fuel consumption compared to the conventional internal combustion engine while the ECMS strategy achieves an improved potential of nearly 33%.

도심지형 최적주행을 위한 휠.무한궤도 하이브리드형 모바일 로봇 플랫폼 및 메커니즘 (Wheel &Track Hybrid Mobile Robot Platform and Mechanism for Optimal Navigation in Urban Terrain)

  • 김윤구;김진욱;곽정환;홍대한;이기동;안진웅
    • 로봇학회논문지
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    • 제5권3호
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    • pp.270-277
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    • 2010
  • Various robot platforms have been designed and developed to perform given tasks in a hazardous environment for the purpose of surveillance, reconnaissance, search and rescue, and etc. We have considered a terrain adaptive hybrid robot platform which is equipped with rapid navigation on flat floors and good performance on overcoming stairs or obstacles. Since our special consideration is posed to its flexibility for real application, we devised a design of a transformable robot structure which consists of an ordinary wheeled structure to navigate fast on flat floor and a variable tracked structure to climb stairs effectively. Especially, track arms installed in front side, rear side, and mid side are used for navigation mode transition between flatland navigation and stairs climbing. The mode transition is determined and implemented by adaptive driving mode control of mobile robot. The wheel and track hybrid mobile platform apparatus applied off-road driving mechanism for various professional service robots is verified through experiments for navigation performance in real and test-bed environment.

초음파 센서를 이용한 모션 인식 차량 통합 제어 장치의 제작 및 실험 (Fabrication and Experiment of Ultrasonic Sensor Integrated Motion Recognition Device for Vehicle Manipulation)

  • 나영민;박종규;이현석;강태훈
    • 센서학회지
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    • 제24권3호
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    • pp.175-180
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    • 2015
  • Worldwide, studies on intelligent vehicles for the convenience of drivers have been actively conducted as the number of cars has increased. However, vehicle convenience enabled by buttons lowers the concentration on driving and hence poses as a huge threat to the safety of the driver. The use of one of the convenient features, impaired driving auxiliary equipment, is limited because of its complex usage, and this device also hinders the front view of the driver. This paper proposes a vehicle-control device for controlling the convenient features as well as changes in speed and direction using gestures and motions of the driver. This device consists of an ultrasonic sensor for recognizing movement, an arduino for accepting signal control functions and servo and DC motors apply to various vehicle parts. Firstly, the vehicle-control device was designed using a 3D CAD program known as Solid-works based on the size of the steering wheel. Then, through simulations, a suitable length for minimizing the absorbent between ultrasonic sensors was confirmed using a program known as COMSOL Multiphysics. Finally, simulation results were verified through experiments, and the optimal size of the device was identified through the number of errors.

평면형 대기압 유전장벽방전장치의 제작 및 동작특성분석 (Fabrication of Atmospheric Coplanar Dielectric Barrier Discharge and Analysis of its Driving Characteristics)

  • 이기융;김동현;이호준
    • 전기학회논문지
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    • 제63권1호
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    • pp.80-84
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    • 2014
  • The discharge characteristics of Surface Dielectric Barrier Discharge (SDBD) reactor are investigated to find optimal driving condition with adjusting various parameter. When the high voltage with sine wave form is applied to SDBD source, successive pulsed current waveforms are observed owing to multiple ignitions through the long discharge channel and wall charge accumulation on the dielectric surface. The discharge voltage, total charge between dielectrics, mean energy and power are calculated from measured current and voltage according to electrode gap and dielectric thickness. Discharge mode transition from filamentary to diffusive glow is observed for narrow gap and high applied voltage case. However, when the diffusive discharge is occurred with high applied voltage, the actual firing voltage is always lower than that with low driving voltage. The $Si_3N_4$, $MgF_2$, $Al_2O_3$ and $TiO_2$ are considered for dielectric protection and high secondary electron emission coefficient. SDBD with $MgF_2$ shows the lowest breakdown voltage. $MgF_2$ thin film is proposed as a protection layer for low voltage atmospheric dielectric barrier discharge devices.

4륜구동 직렬형 하이브리드 전기추진시스템의 구성품 용량 최적화 연구 (A Study on Optimization of Components Sizing for 4×4 Series Hybrid Electric Propulsion Systems)

  • 장명언;정순규;한규홍;여승태
    • 한국군사과학기술학회지
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    • 제17권2호
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    • pp.159-166
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    • 2014
  • The study is conducted on the subject of optimization of components sizing for series hybrid electric propulsion systems. The components sizing of series type hybrid system is very important because each component of series type is larger than the corresponding component of the parallel type or series-parallel type. If the components sizing is greater or less than what is required to this system, the performance of the system is getting worse. The methodology for the sizing of a driving motor is introduced based on the foundation of determined system configuration and performance target. And the sizing of an engine/generator and a battery is achieved based on simulation results using Dynamic Programming. It is possible to find the optimal sizing of these components by comparing fuel efficiency of hybrid electric propulsion system for 8 driving cycles.

다양한 인체치수에 따른 산업차량의 핸들과 폐달 위치에 관한 연구 (A Study about Steering Wheel and Pedal Position of Industrial Vehicle by the Various Body Dimensions)

  • 최진봉;구락조;정명철;박범
    • 산업경영시스템학회지
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    • 제29권4호
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    • pp.1-7
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    • 2006
  • This study determined the optimal positions of the movable steering wheel and pedal systems of industrial vehicle by various body dimensions. The position of objects and starting driving posture were measured by Martin-type anthropometer and goniometer. The X, Y and Z axis of movable steering wheel and pedal systems were measured horizon distance from right side to left side, horizon distance from front side to rear side and vertical distance from floor to ceiling. During the experiment in order to exclude learning effectiveness with forklift driving, 27 subjects who had male not experiences in driving a forklift used in the experiment. The relationship between the position of steering wheel and driver's posture with body dimensions was analyzed by using correlation relation and paired comparison t-test based on the measured data. The pedal location in X and Z axises was not related with various body dimensions. Also, the steering wheel was different among the angles of the right elbow and shoulder depending on the various body dimensions.

동역학 시뮬레이션을 이용한 함재기 견인차량의 주행특성 분석 기법에 관한 연구 (A Study on Analytical Method of Driving Characteristics of Carrier Aircraft Towing Vehicles Using Dynamic Simulation)

  • 오재원;홍사영;홍섭
    • 대한조선학회논문집
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    • 제60권4호
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    • pp.288-295
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    • 2023
  • This paper deals with the dynamic simulation method for analysis of driving characteristics of aircraft and towing vehicles (TUG) on carrier vessel in wave motions. For prompt deployment in a short period of time, optimization of the movement of carrier aircraft becomes a major issue. In this regards, strategy studies using real-time simulation technology and optimal decision-making technologies are being conducted. In the present work, the dynamic characteristics of carrier aircraft and TUG connected by towbar or towbarless mechanism were investigated by means of multi-body dynamics model. Meanwhile, for real-time simulation, Dugoff's model of tire loads calculation was adopted. Through comparative analysis it was confirmed that the similarity of results between the multi-body contact model and the tire load calculation model can be achieved by coefficients tuning.

CNN-LSTM 기반의 자율주행 기술 (CNN-LSTM based Autonomous Driving Technology)

  • 박가은;황치운;임세령;장한승
    • 한국전자통신학회논문지
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    • 제18권6호
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    • pp.1259-1268
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    • 2023
  • 본 연구는 딥러닝의 합성곱과 순환신경망 네트워크를 기반으로 시각센서를 이용해 속도(Throttle)와 조향(Steering) 제어 기술을 제안한다. 학습 트랙을 시계, 반시계 방향으로 주행하며 카메라 영상 이미지와 조종 값 데이터를 수집하고 효율적인 학습을 위해 데이터 샘플링, 전처리 과정을 거쳐 Throttle과 Steering을 예측하는 모델을 생성한다. 이후 학습에 사용되지 않은 다른 환경의 테스트 트랙을 통해 검증을 진행하여 최적의 모델을 찾고 이를 CNN(Convolutional Neural Network)과 비교하였다. 그 결과 제안하는 딥러닝 모델의 성능이 뛰어남을 확인했다.

Clustering-Based Federated Learning for Enhancing Data Privacy in Internet of Vehicles

  • Zilong Jin;Jin Wang;Lejun Zhang
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제18권6호
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    • pp.1462-1477
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    • 2024
  • With the evolving complexity of connected vehicle features, the volume and diversity of data generated during driving continue to escalate. Enabling data sharing among interconnected vehicles holds promise for improving users' driving experiences and alleviating traffic congestion. Yet, the unintentional disclosure of users' private information through data sharing poses a risk, potentially compromising the interests of vehicle users and, in certain cases, endangering driving safety. Federated learning (FL) is a newly emerged distributed machine learning paradigm, which is expected to play a prominent role for privacy-preserving learning in autonomous vehicles. While FL holds significant potential to enhance the architecture of the Internet of Vehicles (IoV), the dynamic mobility of vehicles poses a considerable challenge to integrating FL with vehicular networks. In this paper, a novel clustered FL framework is proposed which is efficient for reducing communication and protecting data privacy. By assessing the similarity among feature vectors, vehicles are categorized into distinct clusters. An optimal vehicle is elected as the cluster head, which enhances the efficiency of personalized data processing and model training while reducing communication overhead. Simultaneously, the Local Differential Privacy (LDP) mechanism is incorporated during local training to safeguard vehicle privacy. The simulation results obtained from the 20newsgroups dataset and the MNIST dataset validate the effectiveness of the proposed scheme, indicating that the proposed scheme can ensure data privacy effectively while reducing communication overhead.

이동 로봇의 퍼지 재점착 제어기 설계 (Design of a Fuzzy Re-adhesion Controller for Wheeled Robot)

  • 권선구;허욱렬;김진환
    • 대한전기학회논문지:시스템및제어부문D
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    • 제54권1호
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    • pp.48-55
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    • 2005
  • Mobility of an indoor wheeled robot is affected by adhesion force that is related to various floor conditions. When the adhesion force between driving wheels and floor decreases suddenly, the robot begins slip. In order to overcome this slip problem, optimal slip velocity must be decided for stable movement of wheeled robot. First of all, this paper shows that conventional PI control can not be applied to a wheeled robot of the light weight. Secondly, proposed fuzzy logic is applied to the Takagi-Sugeno model for the configuration of fuzzy sets. For the design of Takagi-Sugeno model and fuzzy rule, proposed algorithm uses FCM(Fuzzy c-mean clustering method) algorithm. In additionally, this algorithm adjusts the driving torque for restraining re-slip. The proposed fuzzy logic controller(FLC) is pretty useful with prevention of the slip phenomena for the controller performance in the re-adhesion control strategy, These procedures are implemented using a Pioneer 2-DXE wheeled robot parameter.