Artificial neural network approach for modeling of ultrasound-assisted transesterification process of crude Jatropha oil catalyzed by heteropolyacid based catalyst

Chemical Engineering and Processing: Process Intensification

Volumn 75, Issue , 2014, Pages 31-37

  Badday, Ali Sabri ^a   Abdullah, Ahmad Zuhairi ^a   Lee, Keat Teong ^a  

^a SCHOOL OF PHYSICS   (Malaysia)

Author keywords

Artificial neural network; Heteropolyacids; Jatropha oil; Network training method; Ultrasound assisted transesterification

Indexed keywords

ARTIFICIAL NEURAL NETWORK APPROACH; ARTIFICIAL NEURAL NETWORK MODELS; CENTRAL COMPOSITE DESIGNS; FATTY ACID METHYL ESTER; HETEROPOLY ACIDS; JATROPHA OIL; NETWORK TRAINING; TRANSESTERIFICATION PROCESS;

ACTIVATED CARBON; ALUMINA; CATALYSTS; ELECTRIC NETWORK TOPOLOGY; NEURAL NETWORKS; REGRESSION ANALYSIS; ULTRASONICS;

TRANSESTERIFICATION;

EID: 84893400441     PISSN: 02552701     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cep.2013.10.008     Document Type: Article

References (25)

1. Leung D.Y.C., Wu X., Leung M.K.H. A review on biodiesel production using catalyzed transesterification. Applied Energy 2010, 87:1083-1095.
2. Yin X., Ma H., You Q., Wang Z., Chang J. Comparison of four different enhancing methods for preparing biodiesel through transesterification of sunflower oil. Applied Energy 2012, 91:320-325.
3. Towata A., Sivakumar M., Yasui K., Tuziuti T., Kozuka T., Iida Y. Ultrasound induced formation of paraffin emulsion droplets as template for the preparation of porous zirconia. Ultrasonics Sonochemistry 2007, 14:705-710.
4. Atia H., Armbruster U., Martin A. Dehydration of glycerol in gas phase using heteropolyacid catalysts as active compounds. Journal of Catalysis 2008, 258:71-82.
5. Santos J.S., Dias J.A., Dias S.C.L., Garcia F.A.C., Macedo J.L., Sousa F.S.G., Almeida L.S. Mixed salts of cesium and ammonium derivatives of 12-tungstophosphoric acid: synthesis and structural characterization. Applied Catalysis A: General 2011, 394:138-148.
6. Badday A.S., Abdullah A.Z., Lee K.-T. Ultrasound-assisted transesterification of crude Jatropha oil using alumina-supported heteropolyacid catalyst. Applied Energy 2013, 105:380-388.
7. Badday A.S., Abdullah A.Z., Lee K.-T. Optimization of biodiesel production process from Jatropha oil using supported heteropolyacid catalyst and assisted by ultrasonic energy. Renewable Energy 2013, 50:427-432.
8. Chai F., Cao F., Zhai F., Chen Y., Wang X., Su Z. Transesterification of vegetable oil to biodiesel using a heteropolyacid solid catalyst. Advancement in Synthesis and Catalysis 2007, 349:1057-1065.
9. 5. Applied Catalysis A: General 2009, 363:164-168.
10. Sunita G., Devassy B.M., Vinu A., Sawant D.P., Balasubramanian V.V., Halligudi S.B. Synthesis of biodiesel over zirconia-supported isopoly and heteropoly tungstate catalysts. Catalysis Communications 2008, 9:696-702.
11. Galvanin F., Barolo M., Bezzo F. Towards on-line model-based design of experiments. Computer Aided Chemical Engineering 2008, 349-354. Elsevier. B. Bertrand, J. Xavier (Eds.).
12. Jorjani E., Chehreh Chelgani S., Mesroghli S. Application of artificial neural networks to predict chemical desulfurization of Tabas coal. Fuel 2008, 87:2727-2734.
13. Haykin S. Neural Networks: A Comprehensive Foundation 1994, Prentice Hall, New Jersey.
14. Rajković K.M., Avramović J.M., Milić P.S., Stamenković O.S., Veljković V.B. Optimization of ultrasound-assisted base-catalyzed methanolysis of sunflower oil using response surface and artifical neural network methodologies. Chemical Engineering Journal 2013, 215-216:82-89.
15. Alemdaroglu T. Determination methods for the acidity of solid surfaces. Communications Faculty of Sciences University of Ankara Series B: Chemistry and Chemical Engineering 2001, 47:27-35.
16. Kisi Ö., Uncuoglu E. Comparison of three back-propagation training algorithms for two case studies. Indian Journal of Engineering and Materials Sciences 2005, 12:434-442.
17. Adeli H., Hung S.L. Machine Learning: Neural Networks, Genetic Algorithms and Fuzzy Systems 1994, John Wiley and Sons, Inc., New Jersey.
18. Shin H.-Y., An S.-H., Sheikh R., Park Y.H., Bae S.-Y. Transesterification of used vegetable oils with a Cs-doped heteropolyacid catalyst in supercritical methanol. Fuel 2012, 96:572-578.
19. Obali Z., Doǧu T. Activated carbon-tungstophosphoric acid catalysts for the synthesis of tert-amyl ethyl ether (TAEE). Chemical Engineering Journal 2008, 138:548-555.
20. Shringarpure P.A., Patel A. Supported undecatungstophosphate: an efficient recyclable bi-functional catalyst for esterification of alcohols as well as selective oxidation of styrene. Chemical Engineering Journal 2011, 173:612-619.
21. 40 supported on niobia. Microporous and Mesoporous Materials 2010, 132:103-111.
22. Holclajtner-Antunović I., Mioč U.B., Todorović M., Jovanović Z., Davidović M., Bajuk-Bogdanović D., Laušević Z. Characterization of potassium salts of 12-tungstophosphoric acid. Materials Research Bulletins 2010, 45:1679-1684.
23. Mohan Reddy K., Seshu Babu N., Sai Prasad P.S., Lingaiah N. Aluminium-exchanged tungstophosphoric acid: an efficient catalyst for intermolecular hydroarylation of vinyl arenes. Catalysis Communications 2008, 9:2525-2531.
24. 40 supported on alumina. Catalysis Today 2005, 107-108:816-825.
25. Moradi G.R., Dehghani S., Khosravian F., Arjmandzadeh A. The optimized operational conditions for biodiesel production from soybean oil and application of artificial neural networks for estimation of the biodiesel yield. Renewable Energy 2013, 50:915-920.