Benchmarking and optimisation of Simulink code using Real-Time Workshop and Embedded Coder for inverter and microgrid control applications
Roscoe, A. J. and Blair, S. M. and Burt, G.M.; (2009) Benchmarking and optimisation of Simulink code using Real-Time Workshop and Embedded Coder for inverter and microgrid control applications. In: Proceedings of the 44th International Universities Power Engineering Conference (UPEC), 2009. IEEE, Piscataway, NJ., pp. 532-536. ISBN 9781424468232
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Abstract
When creating software for a new power systems control or protection device, the use of auto-generated C code via MATLAB Simulink Real-Time Workshop and Embedded Coder toolboxes can be a sensible alternative to hand written C code. This approach offers the benefits of a simulation environment, platform independence and robust code. This paper briefly summarises recent experiences with this coding process including the pros and cons of such an approach. Extensive benchmarking activities are presented, together with descriptions of simple (but non-obvious) optimisations made as a result of the benchmarking. Examples include replacement of certain Simulink blocks with seemingly more complex blocks which execute faster. "S functions" are also designed for certain key algorithms. These must be fully "in-lined" to obtain the best speed performance. Together, these optimisations can lead to an increase in execution speed of more than 1.4x in a large piece of auto-generated C code. An example is presented, which carries out Fourier analysis of 3 signals at a common (variable) frequency. The overall speed improvement relative to the baseline is 2.3x, of which more than 1.4x is due to non-obvious improvements resulting from benchmarking activities. Such execution speed improvements allow higher frame rates or larger algorithms within inverters, drives, protection and control applications.
ORCID iDs
Roscoe, A. J. ORCID: https://orcid.org/0000-0003-1108-4265, Blair, S. M. ORCID: https://orcid.org/0000-0002-3261-4803 and Burt, G.M. ORCID: https://orcid.org/0000-0002-0315-5919;-
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Item type: Book Section ID code: 33367 Dates: DateEventSeptember 2009PublishedSubjects: Technology > Electrical engineering. Electronics Nuclear engineering Department: Faculty of Engineering > Electronic and Electrical Engineering Depositing user: Pure Administrator Date deposited: 16 Sep 2011 14:06 Last modified: 11 Nov 2024 14:44 Related URLs: URI: https://strathprints.strath.ac.uk/id/eprint/33367