A robust controller design method for feedback substitution schemes using genetic algorithms
- 1. Cybernetics, School of Systems Engineering, University of Reading, RG6 6AY (United Kingdom)
Description
Controllers for feedback substitution schemes demonstrate a trade-off between noise power gain and normalized response time. Using as an example the design of a controller for a radiometric transduction process subjected to arbitrary noise power gain and robustness constraints, a Pareto-front of optimal controller solutions fulfilling a range of time-domain design objectives can be derived. In this work, we consider designs using a loop shaping design procedure (LSDP). The approach uses linear matrix inequalities to specify a range of objectives and a genetic algorithm (GA) to perform a multi-objective optimization for the controller weights (MOGA). A clonal selection algorithm is used to further provide a directed search of the GA towards the Pareto front. We demonstrate that with the proposed methodology, it is possible to design higher order controllers with superior performance in terms of response time, noise power gain and robustness.
Availability note (English)
Available from http://dx.doi.org/10.1088/1742-6596/307/1/012040Additional details
Identifiers
Publishing Information
- Journal Title
- Journal of Physics. Conference Series (Online)
- Journal Volume
- 307
- Journal Issue
- 1
- Journal Page Range
- [6 p.]
- ISSN
- 1742-6596
Conference
- Title
- 16. conference on sensors and their applications
- Dates
- 12-14 Sep 2011
- Place
- Cork (Ireland)
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 43071487
- Subject category
- S99: GENERAL AND MISCELLANEOUS;
- Resource subtype / Literary indicator
- Conference
- Descriptors DEI
- ALGORITHMS; DATA TRANSMISSION; DATA TRANSMISSION SYSTEMS; DESIGN; FEEDBACK; GAIN; MATHEMATICAL SOLUTIONS; MATRICES; NOISE; OPTIMIZATION; PERFORMANCE; TRANSDUCERS
- Descriptors DEC
- AMPLIFICATION; COMMUNICATIONS; MATHEMATICAL LOGIC