Title :
Towards railway-smartgrid: Energy management optimization for hybrid railway power substations
Author :
Pankovits, P. ; Pouget, J. ; Robyns, B. ; Delhaye, F. ; Brisset, S.
Author_Institution :
Innovation & Res. Dept., SNCF, Paris, France
Abstract :
In order to analyze the feasibility of implementing Smart Grid technologies at railway network scale, this paper presents an optimization study of hybrid railway power substations energy management. Fuzzy logic supervision strategy is developed to achieve renewable energy sources and storage units´ coordination in the railway power substation. Objectives such as limitation of the exceeding subscribed power by favoring local renewable energy consumption are considered through empirically defined supervision parameters. Declared as optimization variables, these are the inputs and outputs of the fuzzy logic membership functions. Then, adapted economic indicators chosen to quantify supervision´s performance are defined as the objective functions in the optimization model. To solve the problem, experimental design and genetic algorithm are iteratively implemented in an optimization interface. Eventually, to illustrate the influence of the optimization procedure on the system supervision, the simulation results of the optimal solution are analyzed.
Keywords :
energy consumption; energy management systems; fuzzy logic; genetic algorithms; railway electrification; renewable energy sources; smart power grids; substations; energy management optimization; fuzzy logic membership function; fuzzy logic supervision strategy; genetic algorithm; hybrid railway power substation; railway network scale; railway-smartgrid; renewable energy consumption; renewable energy source; storage unit coordination; Energy management; Fuzzy logic; Linear programming; Optimization; Rail transportation; Substations; System-on-chip; Energy management; Fuzzy logic; Genetic Algorithm; Optimization; Railway power substation;
Conference_Titel :
Innovative Smart Grid Technologies Conference Europe (ISGT-Europe), 2014 IEEE PES
Conference_Location :
Istanbul
DOI :
10.1109/ISGTEurope.2014.7028816