2019
DOI: 10.1109/access.2019.2912994
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A Novel Dual-Motor Two-Speed Direct Drive Battery Electric Vehicle Drivetrain

Abstract: Although the demand of battery electric vehicle (BEV) growths fast as the requirement of reducing greenhouse gas emission and the usage of fossil fuels, the limited driving range and unfriendly retail price present barriers to BEV to provide comparable performance as a traditional vehicle. This paper proposes a dual-motor two-speed direct drive BEV powertrain to boost average motor operational efficiency in daily driving without increasing any complexity of manufacturing or control, ultimately, saving limited … Show more

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Cited by 60 publications
(20 citation statements)
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“…Step (1): For a typical driving cycle, the velocity variation is regarded as a time series corresponding to the Markov process. Round the fractional values v to finite discretized stages v k which are divided by p intervals ranging from minimum to the maximum velocity as shown in (1).…”
Section: Velocity Prediction Based On Improved Markov Chain Methomentioning
confidence: 99%
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“…Step (1): For a typical driving cycle, the velocity variation is regarded as a time series corresponding to the Markov process. Round the fractional values v to finite discretized stages v k which are divided by p intervals ranging from minimum to the maximum velocity as shown in (1).…”
Section: Velocity Prediction Based On Improved Markov Chain Methomentioning
confidence: 99%
“…Here 70% of the driving cycle data is utilized for training, and 15% of the data is used to validate and test the network performance during and after the training process, respectively. Mathematically, the output value at k + 1 state can be represented as: ( 1) [ ( ), ( 1),... ( );…”
Section: ) Acceleration Sign Prediction Modelmentioning
confidence: 99%
See 1 more Smart Citation
“…Usually, the highest load motor will selected as the master motor, and the other one motor will be set as slave motor. For this topology, the operating conditions are restricted to same values such as same speed, same parameters and the same direction [1][2][3][4][5][6][7][8][9][10]. The only advantage of this technique is, only one set of sensor is required for the master motor and the slave motor will be not controlled.…”
Section: Introductionmentioning
confidence: 99%
“…In some cases, the electric motor of an EV does not operate at optimal conditions, thereby increasing energy consumption. In addition, both speed and acceleration are difficult to improve, limiting the EV dynamic performance [6]- [8]. Moreover, if a motor without transmission is designed, to meet the efficiency and dynamic performance requirements, its volume may be large and its structure may be complex, thereby increasing costs.…”
mentioning
confidence: 99%