Selection of Optimum Level of Data Compression for Voltam metric Electronic Tongue Signal Using DWT
Pages 237 - 245
Abstract
A voltammetric electronic tongue has been developed for black tea assessment. While attempting to standardize the voltammetric electronic tongue a basic taste recognition test has been conducted. This electronic tongue works on cyclic voltammetric principle and has a three electrode configuration (working, reference, and counter electrode). The voltage is applied across the working and reference electrode and the response current is obtained from the counter and reference electrode. Now the huge amount of data, obtained from these response current pulses, was compressed by discrete wavelet transform (DWT). In this paper, in order to determine the optimum level of compression mean square error, separation index and principal component analysis have been employed.
References
[1]
Parra, V., Arrieta, A. A., Fernandez-Escudero, J. A., Garcia, H., Apetrei, C., Rodriguez-Mendez, M. L. and de Saja, J. A. 2006. E-tongue based on a hybrid array of voltammetric sensors based on phthalocyanines, perylene derivatives and conducting polymers: Discrimination capability towards red wines elaborated with different varieties of grapes. Sens. Actuators B, Chem., vol. 115, no. 1 (May 2006) 54--61.
[2]
Lawton, B. A. and Pethig, R. 1993. Determining the fat content of milk and cream using AC conductivity measurements. Meas. Sci. Technol., vol. 4, no. 1 (Jan. 1993) 38--41.
[3]
Legin, A., Rudnitskaya, A., Vlasov, Y., Natale, C. Di, Davide, F., and D'Amico, A. 1997. Tasting of beverages using an electronic tongue. Sens. Actuators B, Chem., vol. 44, no. 1--3 (Oct. 1997) 291--296.
[4]
Chen, Q., Zhao, J., and Vittayapadung, S. 2008. Identification of the green tea grade level using electronic tongue and pattern recognition. Food Res. Int., vol. 41, no. 5 (2008) 500--504.
[5]
Ciosek, P., Brzózka, Z., and Wróblewski, W. 2006. Electronic tongue for flow through analysis of beverages. Sens. Actuators B, Chem., vol. 118, no. ½ (Oct. 2006) 454--460.
[6]
Beullens, K., Kirsanov, D., Irudayaraj, J., Rudnitskaya, A., Legin, A., Nicolai, B. M., and Lammertyn, J. 2006. The electronic tongue and ATR-FTIR for rapid detection of sugars and acids in tomatoes. Sens. Actuators B, Chem., vol. 116, no. ½ (Jul. 2006) 107--115.
[7]
Lvova, L., Legin, A., Vlasov, Y., Cha, G. S., and Nam, H. 2003. Multicomponent analysis of Korean green tea by means of disposable all-solid-state potentiometric electronic tongue microsystem. Sens. Actuators B, Chem., vol. 95, no. 1--3 (Oct. 2003) 391--399.
[8]
Palit, M., Tudu, B., Dutta, P.K., Dutta, A., Jana, A., Roy, J.K., Bhattacharyya, N., Bandyopadhyay, R. and Chatterjee, A. 2010. Classification of Black Tea Taste and Correlation With Tea Taster's Mark Using Voltammetric Electronic Tongue IEEE Trans. Instrum. Meas., Vol 5, No.8(August 2010).
[9]
Palit, M., Tudu, B., Bhattacharyya, N., Dutta, A., Dutta, P. K., Jana, A., Bandyopadhyay, R. and Chatterjee, A. 2010. Comparison of multivariate preprocessing techniques as applied to electronic tongue based pattern classification for black tea, Analytica Chimica Acta 675 (2010) 8--15
[10]
Pan, S. Y., Hsieh, B. Z., Lu, M. T. and Lin, Z. S. 2008. Identification of stratigraphic formation interfaces using wavelet and Fourier transforms, Comput. Geosci., vol. 34, no. 1 (Jan. 2008) 77--92.
[11]
Dy, J. G. and Brodley, C. E. 2004. Feature selection for unsupervised learning, J. Mach. Learn. Res., vol. 5 (Aug. 2004) 845--889.
[12]
Wall, M. E., Rechtsteiner, A. and Rocha, L. M. 2003. Singular value decomposition and principal component analysis. In A Practical Approach to Microarray Data Analysis. In D. P. Berrar, W. Dubitzky, and M. Granzow, Eds. Norwell, MA: Kluwer, ch. 5 (2003) 91--109.
Index Terms
- Selection of Optimum Level of Data Compression for Voltam metric Electronic Tongue Signal Using DWT
Recommendations
Multi-frequency Large Amplitude Pulse Voltammetric Electronic Tongue to Assess Key Compounds Imparting the Taste of Briskness to Finished Black Tea Liquor
PerMIn '15: Proceedings of the 2nd International Conference on Perception and Machine IntelligenceIn a constant endeavour to improve the quality evaluation methodology of black tea in a rapid and objective manner, electronic tongue has been a promising technology. In this direction, a multi-frequency pulse voltammetric electronic tongue is proposed ...
Romanian honey authentication using voltammetric electronic tongue. Correlation of voltammetric data with physico-chemical parameters and phenolic compounds
Highlights- The voltammetric tongues are useful for the authentication of honey according to its botanical origin.
AbstractThe usefulness of voltammetric electronic tongue (Ag/AgCl reference electrode, glassy counter electrode and Au, Ag, Pt or glassy working electrode) honey botanical authentication (acacia, sunflower, tilia, honeydew, and polyfloral) was ...
Electronic tongue based on nanostructured hybrid films of gold nanoparticles and phthalocyanines for milk analysis
The use of gold nanoparticles combined with other organic and inorganic materials for designing nanostructured films has demonstrated their versatility for various applications, including optoelectronic devices and chemical sensors. In this study, we ...
Comments
Please enable JavaScript to view thecomments powered by Disqus.Information & Contributors
Information
Published In
February 2015
269 pages
ISBN:9781450320023
DOI:10.1145/2708463
- General Chair:
- Sankar K. Pal,
- Program Chairs:
- Malay K. Kundu,
- Santanu Chaudhury,
- Soma Mitra,
- Debasis Mazumdar
Copyright © 2015 ACM.
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]
In-Cooperation
- Dept. of Science and Techn., Government of India: Department of Science and Technology, Government of India
Publisher
Association for Computing Machinery
New York, NY, United States
Publication History
Published: 26 February 2015
Check for updates
Author Tags
Qualifiers
- Research-article
- Research
- Refereed limited
Conference
PerMIn '15
PerMIn '15: 2nd International Conference on Perception and Machine Intelligence
February 26 - 27, 2015
West Bengal, Kolkata, India
Contributors
Other Metrics
Bibliometrics & Citations
Bibliometrics
Article Metrics
- 0Total Citations
- 55Total Downloads
- Downloads (Last 12 months)1
- Downloads (Last 6 weeks)0
Reflects downloads up to 27 Nov 2024
Other Metrics
Citations
View Options
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign in