Improving the convergence of gene expression programming in impedance spectroscopy

Pedro Ramos, Fernando Janeiro
Abstract:
This paper describes the latest major improvement made to gene expression programming (GEP) for use in impedance spectroscopy. This change consists on systematically analysing the fittest element of each population of the GEP to identify circuit components that are useless in the sense that they do not significantly contribute to the impedance response at the analysed frequency range. These components are then removed from the circuit making it less complex. The performance of the proposed improvements is analyzed on both simulated and measured impedance frequency responses.
Keywords:
Impedance Spectroscopy, Gene Expression Programming, Genetic Algorithms
Download:
IMEKO-TC4-2013-039.pdf
DOI:
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Event details
IMEKO TC:
TC4
Event name:
TC4 Symposium 2013
Title:
19th IMEKO TC4 Symposium Measurements of Electrical Quantities (together with 17th TC4 IWADC Workshop on ADC and DAC Modelling and Testing)
Place:
Barcelona, SPAIN
Time:
18 July 2013 - 19 July 2013