DocumentCode :
2139891
Title :
Diagnostics of biomedical agents by whispering gallery mode optical resonance based sensor
Author :
Saetchnikov, Vladimir A. ; Tcherniavskaia, Elina A. ; Saetchnikov, Anton V. ; Schweiger, Gustav ; Ostendorf, Andreas
Author_Institution :
Belarusian State Univ., Minsk, Belarus
fYear :
2013
fDate :
9-13 Sept. 2013
Firstpage :
412
Lastpage :
414
Abstract :
Experimental data on optical resonance spectra of whispering gallery modes of dielectric microspheres in antibiotic solutions under varied in wide range concentration are represented. Optical resonance was demonstrated could be detected at a laser power of less than 1 microwatt. Several antibiotics of different generations: Amoxicillin, Azithromycin, Cephazolin, Chloramphenicol, Levofloxacin, Lincomicin Benzylpenicillin, Riphampicon both in de-ionized water and physiological solution had been used for measurements. Both spectral shift and the structure of resonance spectra were of specific interest in this investigation. Drag identification has been performed by developed multilayer perceptron network. The network topology was designed included: a number of the hidden layers of multilayered perceptron, a number of neurons in each of layers, a method of training of a neural network, activation functions of layers, type and size of a deviation of the received values from required values. For a network training the method of the back propagation error in various modifications has been used. Input vectors correspond to 6 classes of biological substances under investigation. The result of classification was considered as positive when each of the region, representing a certain substance in a space: relative spectral shift of an optical resonance maxima - relative efficiency of excitation of WGM, was singly connected.
Keywords :
backpropagation; biomedical equipment; laser applications in medicine; medical diagnostic computing; multilayer perceptrons; optical sensors; organic compounds; pattern classification; whispering gallery modes; activation functions; amoxicillin; antibiotic solutions; azithromycin; back propagation error; biological substances; biomedical agents; cephazolin; chloramphenicol; de-ionized water; dielectric microspheres; laser power; levofloxacin; lincomicin benzylpenicillin; multilayer perceptron network; neural network; optical resonance spectra; patient diagnosis; physiological solution; riphampicon; spectral shift; whispering gallery mode optical resonance-based sensor; Biology; Biomedical optical imaging; Optical resonators; Optical sensors; Optical surface waves; Training; Whispering gallery modes;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced Optoelectronics and Lasers (CAOL), 2013 International Conference on
Conference_Location :
Sudak
ISSN :
2160-1518
Print_ISBN :
978-1-4799-0016-9
Type :
conf
DOI :
10.1109/CAOL.2013.6657657
Filename :
6657657
Link To Document :
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