Nolle, L., Goodyear, A., Hopgood, A. A., Picton, P. and Braithwaite, N. S. J. (2005) Improved simulated annealing with step width adaptation for Langmuir probe tuning. Engineering Optimization. 37(5), pp. 463-477. 1029-0273.
Item Type: | Article |
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Abstract: | In a previous investigation, a simulated annealing (SA) method was developed to optimize 14 Fourier terms in a radio-frequency waveform for active compensation of a Langmuir probe system. This approach was shown to find better solutions in less time than skilled human operators. However, variations in fitness indicated that the SA algorithm did not always find the precise global solution, although it came consistently close to it. This variability was caused by the limited number of fitness evaluations available due to time constraints. In this research, the chosen maximum step width has been shown to have a significant effect on the overall performance of the algorithm. A scaling function has been developed to adapt the maximum step width of the SA algorithm, on-line, as a function of the number of elapsed iterations. The modified algorithm has been shown to find fitter solutions with reduced variability in fitness |
Uncontrolled Keywords: | Langmuir probe; Simulated annealing; Step width adaptation |
Subjects: | T Technology > TA Engineering (General). Civil engineering (General) > TA2001 Plasma engineering. Applied plasma dynamics |
Creators: | Nolle, Lars, Goodyear, Alec, Hopgood, Adrian A, Picton, Philip and Braithwaite, Nicholas St John |
Publisher: | Taylor & Francis |
Faculties, Divisions and Institutes: |
University Faculties, Divisions and Research Centres - OLD > School of Applied Sciences (to 2009) > Engineering (to 2009) Faculties > Faculty of Arts, Science & Technology > Engineering |
Date: | 1 July 2005 |
Date Type: | Publication |
Page Range: | pp. 463-477 |
Journal or Publication Title: | Engineering Optimization |
Volume: | 37 |
Number: | 5 |
Language: | English |
DOI: | https://doi.org/10.1080/03052150500100403 |
ISSN: | 1029-0273 |
Status: | Published / Disseminated |
Refereed: | Yes |
Related URLs: | |
URI: | http://nectar.northampton.ac.uk/id/eprint/71 |
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