Engine Torque Estimation Based on BP Neural Network

Kai Sheng Huang; Dong Liang Wang; Zhi Hua Lin; Xiang Rui Zeng

doi:10.4028/www.scientific.net/AMR.403-408.2848

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HomeAdvanced Materials ResearchAdvanced Materials Research Vols. 403-408Engine Torque Estimation Based on BP Neural...

Engine Torque Estimation Based on BP Neural Network

Abstract:

Engine torque estimation function is the base of engine torque control. This paper establishes the model for engine torque estimation respectively under steady condition and unsteady condition based on BP Neural network, and develops a new engine torque real-time estimation method. The experiment results under steady condition and unsteady condition show that the engine torque estimation model can estimate the engine output torque and the precision is remarkable.

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Periodical:

Advanced Materials Research (Volumes 403-408)

Pages:

2848-2851

DOI:

https://doi.org/10.4028/www.scientific.net/AMR.403-408.2848

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Online since:

November 2011

Authors:

Kai Sheng Huang, Dong Liang Wang, Zhi Hua Lin, Xiang Rui Zeng

Keywords:

BP Neural Network (BPNN), Engine Torque Estimation, Unsteady Condition

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References

[1] Ginoux S., Champoussin J.C. (1997). Engine Torque Determination by Crankangle Measurements: State of the Art, Future Prospects , SAE Paper 970532.

DOI: 10.4271/970532

Google Scholar

[2] Rizzoni G. (1989) Estimate of Indicated Torque from Crankshaft Speed Fluctuations: A Model for the Dynamics of the IC Engine, IEEE Transactions on Vehicular Technology, vol. 38, no. 3, pp.168-179.

DOI: 10.1109/25.45470

Google Scholar

[3] Rizzoni G., Guezennec Y., Soliman A. (2003). Engine Control Using Torque Estimation US Patent Application Publication 2003/0167118 A1.

Google Scholar

[4] Du Changqing, Yan Fuwu, Yan Yunbing et al. Methods of Engine Torque Estimation for Control Algorithms[J]. Transactions of CSICE, 2008, 26(5), pp.446-451.

Google Scholar

[5] Huang Kaisheng. Transient Control of Parallel Hybrid Electric Vehicle and Gasoline Engine Calibration, PhD thesis (in Chinese), Tsinghua University, Beijing, China, June (2007).

Google Scholar

[6] Huang Kaisheng, Wang Shuaiyu et al. Feedforward Method of Engine Torque Estimation[C]. IEEE International Conference on Vehicular Electronics and Safety, (2006).

DOI: 10.1109/icves.2006.371592

Google Scholar