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A Tool to Enable FPGA-Accelerated Dynamic Programming for Energy Management of Hybrid Electric Vehicles
- Source :
- IFAC-PapersOnLine. 53:15104-15109
- Publication Year :
- 2020
- Publisher :
- Elsevier BV, 2020.
-
Abstract
- When optimising the vehicle trajectory and powertrain energy management of hybrid electric vehicles, it is important to include look-ahead information such as road conditions and other traffic. One method for doing so is dynamic programming, but the execution time of such an algorithm on a general purpose CPU is too slow for it to be useable in real time. Significant improvements in execution time can be achieved by utilising parallel computations, for example, using a Field-Programmable Gate Array (FPGA). A tool for automatically converting a vehicle model written in C++ into code that can executed on an FPGA which can be used for dynamic programming-based control is presented in this paper. A vehicle model with a mild-hybrid powertrain is used as a case study to evaluate the developed tool and the output quality and execution time of the resulting hardware.
- Subjects :
- 0209 industrial biotechnology
Powertrain
Energy management
business.industry
Computer science
Computation
020208 electrical & electronic engineering
02 engineering and technology
Dynamic programming
020901 industrial engineering & automation
Control and Systems Engineering
Gate array
Embedded system
0202 electrical engineering, electronic engineering, information engineering
Trajectory
Code (cryptography)
business
Field-programmable gate array
Subjects
Details
- ISSN :
- 24058963
- Volume :
- 53
- Database :
- OpenAIRE
- Journal :
- IFAC-PapersOnLine
- Accession number :
- edsair.doi...........81dba16c2821feb104904e8488720868