Multivariate analysis of electrical impedance spectra for relaxed and contracted skeletal muscle
Creators
- 1. University of Ljubljana, Faculty of Electrical Engineering, Trzaska cesta 25, SI-1000 Ljubljana (Slovenia)
Description
Four-electrode impedance spectra of relaxed and contracted muscle biceps brachii were analyzed in an adult human subject over the frequency range from 300 Hz to 75 kHz. A feasibility of the principal component analysis of bioimpedance measurement for the evaluation of skeletal muscle contractile state was examined. The principal components score plots show a data grouping of the impedance spectra from the two muscle groups. The classification was performed using a soft independent modeling of class analogy (SIMCA) method. The data set comprised 32 samples (16 samples of contracted muscle and 16 samples of relaxed muscle). The leave-one-out test of the classification yields about 80% of correctly classified samples (11 samples for contracted and 15 samples for relaxed muscle)
Availability note (English)
Available from http://dx.doi.org/10.1088/0967-3334/29/6/S30Additional details
Identifiers
- DOI
- 10.1088/0967-3334/29/6/S30;
- PII
- S0967-3334(08)66801-X;
Publishing Information
- Journal Title
- Physiological Measurement (Print)
- Journal Volume
- 29
- Journal Issue
- 6
- Journal Page Range
- p. S365-S372
- ISSN
- 0967-3334
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 44127392
- Subject category
- S46: INSTRUMENTATION RELATED TO NUCLEAR SCIENCE AND TECHNOLOGY;
- Descriptors DEI
- ADULTS; CLASSIFICATION; CONTRACTS; ELECTRODES; EVALUATION; HUMAN POPULATIONS; IMPEDANCE; KHZ RANGE 01-100; MULTIVARIATE ANALYSIS; MUSCLES; SIMULATION; SPECTRA
- Descriptors DEC
- AGE GROUPS; FREQUENCY RANGE; KHZ RANGE; MATHEMATICS; POPULATIONS; STATISTICS