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Personal profile

Research interests

The majority of my PhD is on the development and implementation of adaptive optimal control for automotive systems via reinforcement learning. The research has been advancing over both theoretical and practical results. Part of work is in collaboration with the Institute for Advanced Automotive Propulsion Systems (IAAPS), the University of Bath. Other close partners includes the University of Manchester, General Engine Management Services (GEMS) Ltd and Advanced Innovative Engineering (UK) Ltd. 

External positions

Collaborative Researcher, Institute for Advanced Automotive Propulsion Systems (IAAPS), the University of Bath

30 Jun 201631 Mar 2021

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Research Output

  • 4 Conference Contribution (Conference Proceeding)
  • 2 Article (Academic Journal)

Adaptive Optimal Control via Continuous-Time Q-Learning for Unknown Nonlinear Affine Systems

Chen, A. S. & Herrmann, G., 12 Mar 2020, 2019 IEEE 58th Conference on Decision and Control (CDC). Institute of Electrical and Electronics Engineers (IEEE), 6 p. (IEEE Conference on Decision and Control).

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
  • 42 Downloads (Pure)

    Air-Fuel Ratio Control of Spark Ignition Engines with Unknown System Dynamics Estimator: Theory and Experiments

    Na, J., Chen, A. S., Huang, Y., Agarwal, A., Lewis, A., Herrmann, G., Burke, R. & Brace, C., 9 Dec 2019, In : IEEE Transactions on Control Systems Technology. 8 p.

    Research output: Contribution to journalArticle (Academic Journal)

    Open Access
    File
  • 20 Downloads (Pure)

    Adaptive air-fuel ratio control for spark ignition engines with time-varying parameter estimation

    Chen, A. S., Na, J., Herrmann, G., Burke, R. & Brace, C., May 2018, 2017 9th International Conference on Modelling, Identification and Control (ICMIC 2017): Proceedings of a meeting held 10-12 July 2017, Kunming, China. Institute of Electrical and Electronics Engineers (IEEE), p. 1074-1079 6 p.

    Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

    Open Access
    File
  • 5 Citations (Scopus)
    263 Downloads (Pure)