4.7 Article

Energy-Efficient Model Predictive Train Traction Control With Incorporated Traction System Efficiency

Journal

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TITS.2020.3046416

Keywords

Force; Resistance; Rails; Rail transportation; Optimization; Adhesives; Predictive models; Energy-efficient train traction control; piecewise affine train model; explicit model predictive control; mixed-integer quadratic programming; traction system energy efficiency

Funding

  1. Croatian Science Foundation (project 3CON-Controlbased Hierarchical Consolidation of Large Consumers for Integration in Smart Grids) [6731]
  2. Danube Transnational Programme through the project Smart Building-Smart Grid-Smart City (3Smart) [DTP1-502-3.2-3Smart]
  3. European Regional Development Fund [KK.01.1.1.01.0009]

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The paper presents a control system for energy-efficient train operation that includes a detailed train motion model and train traction system energy efficiency. By constructing a piecewise affine train model and solving a quadratic optimization problem through dynamic programming, the system can achieve significant energy consumption reductions. The developed control system is evaluated on a real case study scenario and shows promising results in energy-efficient train control.
The control system for energy-efficient train operation with the inclusion of a detailed train motion model and train traction system energy efficiency is presented in the paper. A piecewise affine train model is constructed with the parameters obtained for the electromotive train of an industrial manufacturer. The model encompasses intrinsic features of the train system such as linearized resistance force, a set of traction and braking force physical limitations and passengers comfort constraints. The resulting quadratic optimization problem is solved parametrically through dynamic programming giving the off-line precomputed optimal control law that is a function of train speed and traversed path. The on-line computed traction force profile is then tuned with respect to the traction system energy efficiency. The developed control system is evaluated on a detailed real case study scenario put together with a railway operator and the train manufacturer. The presented results show the possibility of significant energy consumption reductions achieved by energy-efficient train control.

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