Published November 1, 2015 | Version v1
Journal article

Multi-objective component sizing based on optimal energy management strategy of fuel cell electric vehicles

  • 1. Collaborative Innovation Center of Electric Vehicles in Beijing (China)
  • 2. State Key Lab of Automotive Safety and Energy, Department of Automotive Engineering, Tsinghua University, Beijing 100084 (China)
  • 3. Institute of Aeronautics and Astronautics, RWTH, Aachen 52062 (Germany)

Description

Highlights: • A non-linear model regarding fuel economy and system durability of FCEV. • A two-step algorithm for a quasi-optimal solution to a multi-objective problem. • Optimal parameters for DP algorithm considering accuracy and calculating time. • Influences of FC power and battery capacity on system performance. - Abstract: A typical topology of a proton electrolyte membrane (PEM) fuel cell electric vehicle contains at least two power sources, a fuel cell system (FCS) and a lithium battery package. The FCS provides stationary power, and the battery delivers dynamic power. In this paper, we report on the multi-objective optimization problem of powertrain parameters for a pre-defined driving cycle regarding fuel economy and system durability. We introduce the dynamic model for the FCEV. We take into consideration equations not only for fuel economy but also for system durability. In addition, we define a multi-objective optimization problem, and find a quasi-optimal solution using a two-loop framework. In the inside loop, for each group of powertrain parameters, a global optimal energy management strategy based on dynamic programming (DP) is exploited. We optimize coefficients for the DP algorithm to reduce calculating time as well as to maintain accuracy. For the outside loop, we compare the results of all the groups with each other, and choose the Pareto optimal solution based on a compromise of fuel economy and system durability. Simulation results show that for a "China city bus typical cycle," a battery capacity of 150 Ah and an FCS maximal net output power of 40 kW are optimal for the fuel economy and system durability of a fuel cell city bus.

Availability note (English)

Available from http://dx.doi.org/10.1016/j.apenergy.2015.02.017

Additional details

Identifiers

DOI
10.1016/j.apenergy.2015.02.017;
PII
S0306-2619(15)00193-2;

Publishing Information

Journal Title
Applied Energy
Journal Volume
157
Journal Page Range
p. 664-674
ISSN
0306-2619
CODEN
APENDX

Optional Information

Copyright
Copyright (c) 2015 Elsevier Science B.V., Amsterdam, The Netherlands, All rights reserved.