Kinetic Modeling and Parameters Identification Based on Metaheuristic Optimization Techniques for Extraction Process of Marrubium vulgare L. Essential Oil

Authors
S. Rezazi 1
S. Hanini 1
C. Si-Moussa 1
S. Abdelmalek 2
1 Laboratory of Biomaterials and Transport Phenomena (LBMTP), Faculty of Science and Technology, University of Medea, Street Ain D'heb, Medea, Algeria
2 Hassiba Benbouali University of Chlef, Faculty of Technologies, Department of Electronics, Ouled Fares-Chlef, Algeria.
Abstract
Recently, increasing attention has been directed to the isolation of natural active components from various medicinal plants. In the present research, the extraction of essential oil from horehound (M. vulgare L.) is presented. Effects of mass ratio and particle size on the process performance were studied and kinetics were determined. The chemical composition of the volatiles present in M. vulgare L. was evaluated for the sample extracted in the optimum conditions (mass ratio, 3 kg/m3 and particle size,0.1

Keywords

1. Abadi, A. and Hassani, A. 2013. Chemical Composition and Antibacterial activity of Essential Oil of Marrubium vulgare from Eastern Algeria. Inter. Letters. Chem. Phys. Astro., 15: 61-69.
2. Adams, R. P. 2001. Identification of Essential Oils Components by Gas Chromatography/Quadrupole Mass Spectroscopy. Allured Publishing Corporation, Carol. Stream, IL, USA.
3. Belhattab, R., Larous, L., Figueiri, A. and Pedro, A. 2006. Essential oil composition and glandular trachoma of Marrubium vulgare L. growing wild in Algeria. J. Essent. Oil Res., 18: 369-373.
4. Boozarjomehry, R. and Mansoori, M. 2007. Which Method is Better for the Kinetic Modelling: Decimal Encoded or Binary Genetic Algorithm? Chem. Eng. J., 130: 29-37.
5. Cassel, E., Vargas, R. M. F., Martinez, N., Lorenzo, D. and Dellacassa, E. 2009. Steam Distillation Modeling for Essential Oil extraction Process. Ind. Crops Prod., 29: 171-176.
6. Duke, J. A. 2002. Handbook of Medicinal Herbs. 2nd edition, CRC Press LLC, USA. 493 PP.
7. Elsayed, S.M., Ruhul, A., Daryl, S. and Essam, L. 2014. A New Genetic Algorithm for Solving Optimization Problems, School of Engineering and Information Technology, Eng. Appl. Art. Intel., 27: 57-69.
8. European Pharmacopoeia. 1983. Vol. 1. Maissoneuve, SA, Sainte Ruffine.
9. Franco, D., Sineiro, J., Pinelo, M. and Nunez, M. J. 2007. Ethanolic Extraction of Rosa rubiginosa Soluble Substances: Oil Solubility Equilibria and Kinetics Studies. J. Food. Eng., 79: 150–157.
10. Gibbs, M. N. 2000. Variational Gaussian Process Classifiers. IEEE Trans. Neural Network., 11: 1458-1464.
11. Goudarzi, Gh. R., Saharkhiz, M. J., Sattari, M. and Zomorodian, K. 2011. Antibacterial Activity and Chemical Composition of Ajowan (Carum copticum Benth. and Hook) Essential Oil. J. Agr. Sci. Tech., 13: 203-208.
12. Grosso, C., Coelho, J. P., Pessoa, F. L. P., Fareleira, J. M. N. A., Barroso, J. G., Urieta, J. S., Palavra, A. F. and Sovova, H. 2010. Mathematical of Supercritical CO2 Extraction of Volatile Oils from Aromatic Plants. Chem. Eng. Sci., 65: 3579-3590.
13. Hanci, S.S., Sahin, S. and Yilmaz, L. 2003. Isolation of Volatile Oil from Thyme (Thymbra spicata) by Steam Distillation. Nahrung/Food., 47: 252-255.
14. Hassan, R., Cohanim, B. and de Weck, O. 2004. A Comparison of Particle Swarm Optimization and the Genetic Algorithm. American Institute of Aeronautics and Astronautics, Reston, VA.
15. Hazwan, M. H., Hasfalina, C. M., Hishamuddin, J. and Zurina, Z. A. 2012. Optimization and Kinetics of Essential Oil Extraction from Citronella Grass by Ohmic Heated Hydro Distillation. Inter. J. Chem. Eng. App., 3:173-177.
16. Holland, J. H. 1975. Adaptation in Natural and Artificial Systems. University of Michigan Press, Ann Arbor, MI.
17. Jiang, Y., Hu, T., Huang, C. and Wu, X. 2007. An Improved Particle Swarm Optimization Algorithm. Appl. Math. Comput., 193: 231-239.
18. Kadri, A., Zarai, Z., Békir, A., Gharsallah, N., Damak, M. and Gdoura, R. 2011. Chemical Composition and Antioxidant Activity of Marrubium vulgare L. Essential Oil from Tunisia. Afric. J. Biotech., 10: 3908-3914.
19. Kapás, Á., András, C. D., Dobre, T. Gh., Vass, E., Székely, G., Stroescu, M., Lányi, S. and Ábrahám, B. 2011. The Kinetic of Essential Oil Separation from Fennel by Microwave Assisted Hydrodistillation (MWHD). Sci. Bull. Ser. B., 73: 113-120.
20. Keyvanloo, K., Sedighi, M. and Towfighi, J. 2012. Genetic Algorithm Model Development for Prediction of Main Products in Thermal Cracking of Naphtha: Comparison with Kinetic Modeling. Chem. Eng. J., 209:255–262.
21. Khanavi, M., Ghasemian, L., Hosseiny Motlagh, E., Hadjiakhoondi A. and Shafiee, A. 2005. Chemical Composition of The Essential Oils of Marrubium parviflorum Fisch. & C.A. Mey and Marrubium vulgare L. from Iran. Flav. Fragr. J., 20: 324–326.
22. Koul, V. K., Gandotra, B. M., Koul, S., Ghosh, S., Tikoo, C. L. and Gupta, A. K. 2004. Steam Distillation of Lemon Grass (Cymbopogon spp.). Ind. J. Chem. Technol., 11: 135-139.
23. Letchamo, W. and Mukhopadhyay, S. 1997. Variability in Chromosomes, Herb yield, Essential Oil Content and Potentials of Horehound for North American Commercial Production. J. Hortic. Sci., 72: 741-748.
24. Masoodi, M. H., Ahmed, I., Zargar, S. A., Shamshir, K. K. and Singh, P. 2008. Antibacterial Activity of Whole Plant Extract of Marrubium vulgare. Afric. J. Biotech., 7: 86-87.
25. Maurice, C. 1999. The Swarm and the Queen: Towards a Deterministic and Adaptive Particle Swarm Optimization, Proceedings of the ICEC, Washington, DC, pp. 1951-1957.
26. Milić, P. S., Rajković, K. M., Stamenković, O. S. and Veljkovic, V. B. 2012. Kinetic Modelling and Optimization of Maceration and Ultrasound-extraction of Resinoid from the Aerial Parts of White Lady’s Bedstraw (Galium mollugo L.). Ultrason. Sonochem., 20: 525-534.
27. Milojević, S. Ž., Radosavljević, D. B., Pavićević, V. P., Pejanović, S. and Veljković, V. B. 2013. Modelling the Kinetics of Essential Oil Hydrodistillation from Plant Materials. Hem. Ind., 67: 843-859.
28. Milojević, S. Ž., Stojanović, T. D., Palić, R., Lazić, M. L. and Veljković, V. B. 2008. Kinetics of Distillation of Essential Oil from Comminuted Ripe Juniper (Juniperus communis L.) Berries, Biochem. Eng. J., 39: 547-553.
29. Mohammadhosseini, M., Deeb, O., Alavi-Gharabagh, A. and Nekoei, M. 2012. Exploring Novel QSRRs for Simulation of Gas Chromatographic Retention Indices of Diverse Sets of Terpenoids in Pistacia lentiscus L. Essential Oil Using Stepwise and Genetic Algorithm Multiple Linear Regressions. Analytical Chem. Lett., 2(2): 80-102.
30. Morteza-Semnani, K., Saeedi, M. and Babanezhad, E. 2008. The Essential Oil Composition of Marrubium vulgare L. from Iran. J. Essent. Oil Res., 20(6): 488-490.
31. Naef, R. 2011.The Volatile and Semi-volatile Constituents of Agarwood, the Infected Heartwood of Aquilaria Species: A Review. Flavour. Frag. J., 26: 73-87.
32. Nagy, M. and Svajdlenka, E. 1998. Comparison of Essential Oils from Marrubium vulgare L and M. peregrinum L. J. Essent. Oil Res., 10: 585-587.
33. Najjarzadeh, M. and Ayatollahi, A. 2008. A Comparison between Genetic Algorithm and PSO for Linear Phase FIR Digital Filter Design. Proc. of the 9th Int. Conf. on Signal Processing, ICSP2008, IEEE, Service Center, Beijing, China, PP. 2134–2137.
34. Nekoei, M., Mohammadhosseini, M. and Pourbasheer, E. 2015. QSAR Study of VEGFR-2 Inhibitors by Using Genetic Algorithm-multiple Linear Regressions (GA-MLR) and Genetic Algorithm-support Vector Machine (GA-SVM): A Comparative Approach. Med. Chem. Res., 24(7): 3037-3046.
35. Nekoei, M., Salimi, M., Dolatabadi, M. and Mohammadhosseini, M. 2011. Prediction of Antileukemia Activity of Berbamine Derivatives by Genetic Algorithm-multiple Linear Regression. Monatshefte fur Chemie-Chemical Monthly, 142(9): 943-948.
36. Okoh, O. O., Sadimenko, A. P. and Folayan, A. 2010. Comparative Evaluation of the Antibacterial Activities of the Essential Oils of Rosmarinus officinalis L. Obtained by Hydrodistillation and Solvent free Microwave Extraction Methods. Inter. J. Food Chemistry., 120: 308-312.
37. Ortega, J. and Espiau, F. 2003. A New Correlation Method for Vapor-liquid Equilibria and Excess Enthalpies for Non-ideal Solutions Using a Genetic Algorithm. Application to Ethanol+an n-Alkane Mixtures. Ind. Eng. Chem. Res., 42: 4978-4992.
38. Ozkal, S. G., Yener, M. E. and Bayindirli, L. 2005. Mass Transfer Modeling of Apricot Kernel Oil Extraction with Supercritical Carbon Dioxide. J. Super. Fluids., 35: 119–127.
39. Salgina, U., Doker, O. and Calimli, A. 2006. Extraction of Sunflower Oil with Supercritical CO2: Experiments and Modeling. J. Super. Fluids., 38: 326–331.
40. Poli, R. 2007. “An Analysis of Publications on Particle Swarm Optimization Applications.” Technical Report CSM-469, Dept. of Computer Science, Univ. of Essex, UK.
41. Pornpunyapat, J., Chetpattananondh, P. and Tongurai, C. 2011. Mathematical modelling for Extraction of Essential Oil from Aquilaria crassna by Hydrodistillation and Auality of Agarwood Oil. Bangladesh J. Pharmacol., 6: 18-24.
42. Rasooli, I., Moosavi, M. L., Rezaee, M. B. and Jaimand, K. 2002. Susceptibility of Microorganisms to Myrtus Communis L. Essential Oil and Its Chemical Composition. J. Agr. Sci. Tech., 4: 127-133.
43. Rezazi, S., Hanini, S., Si-Moussa, Ch. and Abdelmalek. S. 2016. Modeling and Optimization of the Operating Conditions of Marrubium vulgare L. Essential Oil Extraction Process: Kinetic Parameters Estimation through Genetic Algorithms. TEOP, 19 (4): 843 – 853.
44. Russell, E. and James, K. 1995.A New Optimizer Using Particle Swarm Theory. The Sixth International Symposium on Micro Machine and Human Science, Nagoya, Japan, , PP. 39-43.
45. Sahpaz S., Garbacki N., Tits M. and Bailleul F. 2002. Isolation and Pharmacological Activity of Phenylpronaoid Esters from Marrubium vulgare. J. Ethnopharm., 79: 389-392.
46. Shogren, R. L., Fanta, G. F. and Felker, F. C. 2006. “X-ray Diffraction Study of Crystal Transformations in Spherulitic Amylose/Lipid Complexes from Jet-cooked Starch”. Carb. Poly., 64: 444-451.
47. Sovova, H. and Aleksovski, S.A. 2006. Mathematical Model for Hydrodistillation of Essential Oils. Flavour Fragr. J., 21: 881-889.
48. Sowbhagya, H. B., Sampathu, S. R. and Krishnamurthy, N. 2007. Evaluation of Size Reduction on the Yield and Quality of Celery Seed Oil. J. Food Eng., 80: 1255-1260.
49. Stanisavljević, I. T., Stojičević, S. S., Veličković, D. T., Ristić, M. S., Lazić, M. L. and Veljković, V. B. 2010. Kinetics of Hydrodistillation and Chemical Composition of Essential Oil from Cherry Laurel (Prunus laurocerasus var. serbica Pančić) Leaves. J. Essent. Oil Res., 22: 564-567.
50. Turker, N. and Erdogdu, F. 2006. Effects of pH and Temperature of Extraction Medium on Effective Diffusion Coefficient of Anthocyanin Pigments of Black Carrot (Daucus carota var. L.). J. Food. Eng., 76: 579–583.
51. Umarani, R. and Selvi, V. 2010. Particle Swarm Optimization–evolution, Overview and Applications. Int. J. Eng. Sci. Technol., 2(7): 2802–2806.
52. Vatani, A., Jabbari, E., Askarieh, M. and Torangi, M. A. 2014. Kinetic Modelling of Oxidative Coupling of Methane over Li/MgO Catalyst by Genetic Algorithm. J. Nat. G. Sci. Eng., 20: 347-356.
53. Victorino, I. R. S., Maia, J. P., Morais, E. R., Maciel, W. M. R. and Maciel, F. R. 2007. Optimization for Large Scale Process Based on Evolutionary Algorithms: Genetic Algorithms. Chem. Eng. J., 132: 1-8.
54. Weel, K. G. C., Venskutonis, P. R., Pukalskas, A., Gruzdiene D. and Linssen, J. P. H. 1999. Antioxidant Activity of Horehound (Marrubium vulgare L.) Grown in Lithuania. Fett/Lipid, 101: 395– 400.
55. Wei-Der, C., and Shun-Peng, S. 2010. PID Controller Design of Nonlinear Systems Using an Improved Particle Swarm Optimization Approach. Commun. Nonlinear SciNumer. Simulat., 15: 3632-3639.
56. Zawiślak, G. 2012. The Chemical Composition of the Essential Oil of Marrubium Vulgare L. from Poland. Farmacia, 60: 287-292.
Journal of Agricultural Science and Technology
Volume 19, Issue 2
March and April 2017
Pages 307-322