Upon the opportunity to apply ART2 Neural Network for clusterization of biodiesel fuels
By: T. Petkov, Z. Mustafa, S. Sotirov, R. Milina and M. Moskovkina
References
- [1]. Hagan, M.; Demuth, H.; Beale, M., Neural Network Design, Boston, MA: PWS Publishing, 1996.
- [2]. Rocabruno-Valdez, C.I.; Hernandez, J.A., Artificial neural network models to predict density, dynamic viscosity and cetane number of biodiesel, Fuel, 2015, 147, 9-17.
- [3]. Pandey, M.; Pandey, А. K., Application of chemometric analysis and Self Organizing Map-ANN source receptor modeling for metal speciation in river sediment, Environmental Pollution, 2015, 204, 64-73.
- [4]. Oonk, S.; Spifker, J., А supervised machine-learning approach towards geochemical predictive modelling in archaeology, Journal of archaeological science, 2015, 59, 80-88,.
- [5]. Haykin, S., Neural Networks: A Comprehensive Foundation, NY: Macmillan, 1994.
- [6]. Adam, A.; Ibrahim, Z., A two-step supervised learning ANN for imbalanced dataset problems, International Journal of Innovative Computing, 2012, 8.
- [7]. Rojas, R., Unsupervised learning and Clustering algorithms, Springer, 1996, 109-131.
- [8]. Ramos, M.J.; Fernandez, C.M.; Casas, A.; Rodriguez, L.; Perez, A., Influence of fatty acid composition of raw materials on biodiesel properties, Bioresource Technology, 2009, 100, 261-268.
- [9]. Moser, B.R.; Vaughn, S.F., Efficacy of fatty acid profile as a tool for screening feedstocks for biodiesel production, Biomass and bioenergy, 2012, 37,31-41.
- [10]. Brodnjak-Voncina, D.; Kodba, Z.C.; Novic, M., Multivariate data analysis in classification of vegetable oils characterized by the content of fatty acids, Chemom. Intell. Lab. Syst., 2005, 75, 31-43.
- [11]. Giakoumis, E.G., A statistical investigation of biodiesel physical and chemical properties, and their correlation with the degree of unsaturation, Renewable Energy, 2013, 50, 858-878.
- [12]. EN 14214:2008 + A1, Automotive fuels - FAME for diesel engines - Requirements and test methods.
- [13]. Mustafa, Z.; Surchev, S.; Milina, R.; Sotirov, S., A contribution to the recognition of biodiesel fuels according to their FAME profiles by the ANN, Petroleum & Coal, 2015, 57(1,) 40-47.
- [14]. Grossberg, G. A. Carpenter ART2: Self-organization of stable category recognition codes of analog input patterns, Boston University, Center for Adaptive systems, 1987, 23, 4919-30.
- [15]. Fausett, L., Fundamentals of Neural Networks; Architecture algorithms and applications, 1993.
DOI: https://doi.org/10.1515/asn-2016-0003 | Journal eISSN: 2603-347X (formerly 2367-5144) | Journal ISSN: 2367-5144
Language: English
Page range: 19 - 25
Submitted on: Oct 30, 2015
Accepted on: Mar 11, 2016
Published on: Mar 26, 2016
Published by: Konstantin Preslavski University of Shumen
In partnership with: Paradigm Publishing Services
Publication frequency: 3 issues per year
Keywords:
Related subjects:
© 2016 T. Petkov, Z. Mustafa, S. Sotirov, R. Milina, M. Moskovkina, published by Konstantin Preslavski University of Shumen
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.