Optimization of Train Speed Curve for Energy Saving Using Efficient and Accurate Electric Traction Models on the Mass Rapid Transit System

Rail transport systems play a crucial role in public transport systems in that they are highly effective in mitigating traffic jams, maximizing transportation capacity, minimizing air pollution, and reducing energy consumption. This paper optimized the operation of a single rapid transit train between stations for energy conservation. Past studies investigating energy conservation in train operation only considered the consumption of mechanical energy or assumed a constant efficiency value for the direct conversion of mechanical energy to electrical energy consumption. However, a train using minimal mechanical energy does not necessarily imply that its input electrical energy is minimal. Therefore, only through direct minimization of electrical energy consumption the goal of energy conservation in train operation can be achieved. Simulation results from the conventional mechanical model, the exact model, and the proposed model indicated that the conventional mechanical model could not reflect the actual electrical energy consumption and consequently could not yield the optimal train-speed curve. Simulation results from the exact and the proposed models revealed small differences between their energy consumption calculation results. The model this paper proposed greatly reduced the simulation time. Moreover, when the coasting mode was added to the proposed model, the operational energy consumption was reduced by approximately 58%.

[1]  R. R. Pecharromán,et al.  Energy Savings in Metropolitan Railway Substations Through Regenerative Energy Recovery and Optimal Design of ATO Speed Profiles , 2012, IEEE Transactions on Automation Science and Engineering.

[2]  Baigen Cai,et al.  Multiobjective Optimization for Train Speed Trajectory in CTCS High-Speed Railway With Hybrid Evolutionary Algorithm , 2015, IEEE Transactions on Intelligent Transportation Systems.

[3]  James Kennedy,et al.  Particle swarm optimization , 2002, Proceedings of ICNN'95 - International Conference on Neural Networks.

[4]  Lei Chen,et al.  Energy evaluation of the power network of a DC railway system with regenerating trains , 2016 .

[5]  Xiang Li,et al.  A Subway Train Timetable Optimization Approach Based on Energy-Efficient Operation Strategy , 2012 .

[6]  Xiukun Wei,et al.  Energy-saving optimization of train speed curve based on PSO , 2016, 2016 35th Chinese Control Conference (CCC).

[7]  Chun-Liang Lin,et al.  Block-Layout Design Using MAX–MIN Ant System for Saving Energy on Mass Rapid Transit Systems , 2009, IEEE Transactions on Intelligent Transportation Systems.

[8]  P. Vas Vector control of AC machines , 1990 .

[9]  Paulo F. Ribeiro,et al.  Impact of Aggregate Linear Load Modeling on Harmonic Analysis: A Comparison of Common Practice and Analytical Models , 2003, IEEE Power Engineering Review.

[10]  Clive Roberts,et al.  Single-Train Trajectory Optimization , 2013, IEEE Transactions on Intelligent Transportation Systems.

[11]  Václav Smídl,et al.  Improved Stability of DC Catenary Fed Traction Drives Using Two-Stage Predictive Control , 2015, IEEE Transactions on Industrial Electronics.

[12]  Suiyang Khoo,et al.  Energy Efficiency Methods in Electrified Railways Based on Recovery of Regenerated Power , 2011 .

[13]  Xiangtao Zhuan,et al.  Optimal Operation of Heavy-Haul Trains Equipped With Electronically Controlled Pneumatic Brake Systems Using Model Predictive Control Methodology , 2014, IEEE Transactions on Control Systems Technology.

[14]  D. Turner,et al.  Cutting traction power costs with wayside energy storage systems in rail transit systems , 2005, Proceedings of the 2005 ASME/IEEE Joint Rail Conference, 2005..

[15]  Albert E. Ruehli,et al.  The modified nodal approach to network analysis , 1975 .

[16]  Enrique Acha,et al.  A novel VSC-HVDC link model for dynamic power system simulations , 2015 .

[17]  A.M. Gole,et al.  Frequency response characteristics of the unified power flow controller , 2003, 2003 IEEE Power Engineering Society General Meeting (IEEE Cat. No.03CH37491).

[18]  Chung-Fu Chang,et al.  Optimising train movements through coast control using genetic algorithms , 1997 .

[19]  Rémy Chevrier,et al.  An evolutionary multi-objective approach for speed tuning optimization with energy saving in railway management , 2010, 13th International IEEE Conference on Intelligent Transportation Systems.

[20]  Chun-Liang Lin,et al.  Optimization of train-speed trajectory and control for mass rapid transit systems , 2011 .

[21]  Bo Wahlberg,et al.  Stabilization of Induction Motor Drives With Poorly Damped Input Filters , 2007, IEEE Transactions on Industrial Electronics.

[22]  K. L. Lian,et al.  Model of traction system and speed control for single train of Taipei mass rapid transit system , 2016, 2016 IEEE International Conference on Advanced Intelligent Mechatronics (AIM).

[23]  Manuel Reyes,et al.  Optimal Sizing of Energy Storage for Regenerative Braking in Electric Railway Systems , 2015, IEEE Transactions on Power Systems.

[24]  Clive Roberts,et al.  Optimal driving strategy for traction energy saving on DC suburban railways , 2007 .

[25]  P. Lehn,et al.  Frequency Coupling Matrix of a Voltage-Source Converter Derived From Piecewise Linear Differential Equations , 2007, IEEE Transactions on Power Delivery.

[26]  Chun-Liang Lin,et al.  Optimisation of train energy-efficient operation for mass rapid transit systems , 2012 .

[27]  Tao Tang,et al.  Energy-Efficient Train Tracking Operation Based on Multiple Optimization Models , 2016, IEEE Transactions on Intelligent Transportation Systems.

[28]  Pablo Arboleya,et al.  Energy Is On Board: Energy Storage and Other Alternatives in Modern Light Railways , 2016, IEEE Electrification Magazine.

[29]  Paul Batty,et al.  A systems approach to reduce urban rail energy consumption , 2014 .

[30]  Eugene Khmelnitsky,et al.  On an optimal control problem of train operation , 2000, IEEE Trans. Autom. Control..

[31]  Jian Sun,et al.  Constant-Power Load System Stabilization by Passive Damping , 2011, IEEE Transactions on Power Electronics.

[32]  I. Pendharkar,et al.  A generalized Input Admittance Criterion for resonance stability in electrical railway networks , 2014, 2014 European Control Conference (ECC).