Identification of conductive fiber parameters with transcutaneous electrical nerve stimulation signal using RLS algorithm

Research output: Journal contributionsConference article in journalResearchpeer-review

Authors

This paper presents a scaled system identification method for medical application in the fields of noninvasive nerve stimulation and neurological disease treatment. The Recursive Least Squares (RLS) method with an implemented forgetting factor was used to estimate parameters, including inductance, within the nano range of a linear model, using input-output scaling factors. To estimate the parameters in the nano range, the input signal must have a very high frequency, which subsequently requires a very high sampling rate, and therefore expensive hardware and precise programming. In contrast, this technique allows for a lower sampling rate and an input signal with low frequency to identify the parameters characterizing the linear model, without requiring additional hardware for the estimation process. This method was used to provide a scaled identification bandwidth together with a reduced sampling rate to use a Transcutaneous Electrical Nerve Stimulation signal (TENS) by themself for the identification process. In addition, the proposed method identified the inductance of the conductive textile system, the most critical parameter to be estimated. The measured results indicated that the proposed RLS method along with a forgetting factor was an effective and robust method for estimating the parameters.

Original languageEnglish
JournalIFAC-PapersOnLine
Volume48
Issue number20
Pages (from-to)389-394
Number of pages6
ISSN2405-8971
DOIs
Publication statusPublished - 01.09.2015

    Research areas

  • Engineering - Least-squares identification, Output-error (OE) model, Parameter estimation, Recursive algorithms, Recursive least-squares method, Transcutaneous electrical nerve stimulation signal

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