96
Views
5
CrossRef citations to date
0
Altmetric
Articles

Application of the self-organizing map in the classification of natural antioxidants in commercial biodiesel

, , , , ORCID Icon, & show all
Pages 673-678 | Received 10 May 2018, Accepted 21 Jul 2018, Published online: 25 Nov 2018

References

  • Kumar N. Oxidative stability of biodiesel: Causes, effects and prevention. Fuel. 2017;190:328–350. doi: 10.1016/j.fuel.2016.11.001.
  • Spacino KR, Silva ETd, Angilelli KG, et al. Relative protection factor optimisation of natural antioxidants in biodiesel B100. Industrial Crops and Products. 2016;80:109–114. doi: 10.1016/j.indcrop.2015.11.034.
  • Almeida VFd, García-Moreno PJ, Guadix A, et al. Biodiesel production from mixtures of waste fish oil, palm oil and waste frying oil: Optimization of fuel properties. Fuel Processing Technology. 2015;133:152–160. doi: 10.1016/j.fuproc.2015.01.041.
  • Chendynski LT, Romagnoli ÉS, da Silva PRrC, et al. Activation Energy’s Deviations of the Oxidation Reaction of Biodiesel in Mixtures with Ferric Ions and Natural Antioxidant. Energy & Fuels. 2017;31(9):9613–9618.
  • Damasceno SS, Santos NA, Santos IMG, et al. Caffeic and ferulic acids: An investigation of the effect of antioxidants on the stability of soybean biodiesel during storage. Fuel. 2013;107:641–646. doi: 10.1016/j.fuel.2012.11.045.
  • Borsato D, Cini JRdM, Silva HCd, et al. Oxidation kinetics of biodiesel from soybean mixed with synthetic antioxidants BHA, BHT and TBHQ: Determination of activation energy. Fuel Processing Technology. 2014;127:111–116. doi: 10.1016/j.fuproc.2014.05.033.
  • Sousa LSd, Moura CVRd, Oliveira JEd, et al. Use of natural antioxidants in soybean biodiesel. Fuel. 2014;134:420–428. doi: 10.1016/j.fuel.2014.06.007.
  • Martins GI, Secco D, Rosa HA, et al. Physical and chemical properties of fish oil biodiesel produced in Brazil. Renewable and Sustainable Energy Reviews. 2015;42:154–157. doi: 10.1016/j.rser.2014.10.024.
  • Romagnoli ÉS, Borsato D, Silva LRC, et al. Influence of the extracts of senna leaves, blackberries and hibiscus flowers in the oxidation reaction of commercial biodiesel. Biofuels. 2017:1–7. doi: 10.1080/17597269.2017.1418569.
  • Cordeiro AMTM, Medeiros ML, Silva MAAD, et al. Rancimat and PDSC accelerated techniques for evaluation of oxidative stability of soybean oil with plant extracts. Journal of Thermal Analysis and Calorimetry. 2013;114(2):827–832. doi: 10.1007/s10973-013-3036-0.
  • Coppo RL, Pereira JLs, Da HgCS, et al. Effect of natural antioxidants on oxidative stability of biodiesel from soybean oil. applying simplex-centroid design. Journal of Biobased Materials and Bioenergy. 2014;8(5):545–551. doi: 10.1166/jbmb.2014.1468.
  • Oroian M, Escriche I. Antioxidants: Characterization, natural sources, extraction and analysis. Food Research International. 2015;74:10–36. doi: 10.1016/j.foodres.2015.04.018.
  • Asolini FC, Tedesco AM, Carpes ST, et al. Atividade antioxidante e antibacteriana dos compostos fenólicos dos extratos de plantas usadas como chás. Brazilian Journal of food technology. 2006;9(3):209–215.
  • Del Ré V, Jorge N. Especiarias como antioxidantes naturais: Aplicações em alimentos e implicações na saúde. Revista Brasileira de Plantas Medicinais. 2012;14(2):389–399. doi: 10.1590/S1516-05722012000200021.
  • Teruel MRo, Garrido MD, Espinosa MC, et al. Effect of different format-solvent rosemary extracts (Rosmarinus officinalis) on frozen chicken nuggets quality. Food Chemistry. 2015;172(5957):40–46. doi: 10.1016/j.foodchem.2014.09.018.
  • Hair JF, Black WC, Babin BJ, et al. Multivariated Data Analysis. Vol.6. London:Prentice Hall. 2006.
  • Haykin S. Neural networks: principles and practice. Bookman. 2001;1:900.
  • Palomo EJ, North J, Elizondo D, et al. Application of growing hierarchical SOM for visualisation of network forensics traffic data. Neural Networks. 2012;32:275–284.
  • Huang D-W, Gentili RJ, Reggia JA. Self-organizing maps based on limit cycle attractors. Neural Networks. 2015;63:208–222.
  • Jiang X, Liu K, Yan J, et al. Application of improved SOM neural network in anomaly detection. Physics Procedia. 2012;33:1093–1099.
  • Kohonen T. Essentials of the self-organizing map. Neural Networks. 2013;37:52–65. doi: 10.1016/j.neunet.2012.09.018.
  • ASTM International. ASTM D4052 – 09 Standard Test Method for Density, Relative Density, and API Gravity of Liquids by Digital Density Meter, 2002.
  • ASTM International. ASTM D93 – 10a Standard Test Methods for Flash Point by Pensky-Martens Closed Cup Tester, 2001.
  • ASTM International. ASTM D445 - 06 Standard Test Method for Kinematic Viscosity of transparent and opaque liquids, 2000.
  • ASTM International. ASTM D6304 - 07 Standard Test Method for Determination of Water in Petroleum Products, Lubricating Oils, and Additives by Coulometric Karl Fischer Titration, 2004.
  • ASTM International. ASTM D664 – 11 Standard Test Method for Acid Number of Petroleum Products by Potentiometric Titration, 2001.
  • ASTM International. ASTM D2500 - 05 Standard Test Method for Cloud Point of petroleum products, 2005.
  • EN 14112 (2003): Determination of oxidation stability (accelerated oxidation test), Berlin. doi: https://www.saiglobal.com/pdftemp/previews/osh/is/en/2003/i.s.en14112-2003.pdf.
  • Kumazawa S, Hamasaka T, Nakayama T. Antioxidant activity of propolis of various geographic origins. Food Chemistry. 2004;84:329–339. doi: 10.1016/S0308-8146(03)00216-4.
  • Galvan D, Orives JR, Coppo RL, et al. Study of oxidation kinetics of b100 biodiesel from soybean and pig fat: activation energy determination. Química Nova. 2014;37(2):244–248.
  • Cremasco H, Borsato D, Angilelli KG, et al. Application of self-organising maps towards segmentation of soybean samples by determination of inorganic compounds content. Journal of the science of food and agriculture. 2016;96(1):306–310.
  • Boishebert V, Giraudel J-L, Montury M. Characterization of strawberry varieties by SPME–GC–MS and Kohonen self-organizing map. Chemometrics and Intelligent Laboratory Systems. 2006;80(1):13–23.
  • Kohonen T. Self Organizing Maps. Series in Information Sciences. Heidelberg: Springer-Verlag; 1997.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.