Processing/formulation parameters determining dispersity of chitosan particles: An ANNs study

Journal of Microencapsulation

Volumn 31, Issue 1, 2014, Pages 77-85

  Esmaeilzadeh Gharehdaghi, Elina ^a   Faramarzi, Mohammad Ali ^b   Amini, Mohammad Ali ^c   Moazeni, Esmaeil ^a   Amani, Amir ^a,d  

^a TEHRAN UNIVERSITY OF MEDICAL SCIENCES   (Iran)

^b TEHRAN UNIVERSITY OF MEDICAL SCIENCES   (Iran)

^c ISLAMIC AZAD UNIVERSITY   (Iran)

^d TEHRAN UNIVERSITY OF MEDICAL SCIENCES   (Iran)

Author keywords

Artificial neural networks; Chitosan nanoparticles; Polydispersity; Ultrasonication

Indexed keywords

CHITOSAN; NANOPARTICLE;

ARTICLE; ARTIFICIAL NEURAL NETWORK; ECHOGRAPHY; INDEPENDENT VARIABLE; PARTICLE SIZE; PH;

CHITOSAN; MODELS, CHEMICAL; NEURAL NETWORKS (COMPUTER); PARTICLE SIZE;

EID: 84893067537     PISSN: 02652048     EISSN: 14645246     Source Type: Journal    
DOI: 10.3109/02652048.2013.805842     Document Type: Article

References (29)

1. Amani A, Mohammadyani D. 2011. Artificial neural networks: Applications in nanotechnology. In: Hui C-L, ed. Artificial neural networks-Application. Rijeka: INTECH. Available at: Http:// www.intechopen.com/books/artificial- neural-networks-Application/ artificial-neural-networks-Applications-in- nanotechnology. Accessed 05 June 2013
2. Amani A, York P, Chrystyn H, Clark BJ. Factors affecting the stability of nanoemulsions-use of artificial neural networks. Pharm Res, 2010;27: 37-45
3. Amani A, York P, Chrystyn H, Clark BJ, Do DQ. Determination of factors controlling the particle size in nanoemulsions using artificial neural networks. Eur J Pharm Sci, 2008;35:42-51
4. Anthonsen MW, Varum KM, Hermansson AM, Smidsrod O, Brant DA. Aggregates in acidic solutions of chitosans detected by static laser light scattering. Carbohydr Polym, 1994;25:13-23
5. Barber BP, Putterman SJ. Observation of synchronous picosecond sonoluminescence. Nature, 1991;352:318-20
6. Belbella AA, Vauthier C, Fessi H, Devissaguet J-P, Puisieux F. In vitro degradation of nanospheres from poly(D,L-lactides) of different molecular weights and polydispersities. Int J Pharm, 1996;129:95-102
7. Bourquin J, Schmidli H, van Hoogevest P, Leuenberger H. Application of artificial neural networks (ANN) in the development of solid dosage forms. Pharm Dev Technol, 1997;2:111-21
8. Chen RH, Chang JR, Shyur JS. Effects of ultrasonic conditions and storage in acidic solutions on changes in molecular weight and polydispersity of treated chitosan. Carbohydr Res, 1997;299:287-94
9. Czitrom V. One-factor-At-A-Time versus designed experiments. Am Stat, 1999;53(2):126-31
10. Dodane V, Vilivalam VD. Pharmaceutical applications of chitosan. Pharm Sci Technolo Today, 1998;1:246-53
11. Esmaeilzadeh-Gharehdaghi E, Faramarzi MA, Amini MA, Rouholamini Najafabadi A, Rezayat SM, Amani A. Effects of processing parameters on particle size of chitosan nanoparticles prepared using sonication methodology: An artificial neural networks study. Pharm Dev Technol, 2012;17(5):638-47
12. Felt O, Buri P, Gurny R. Chitosan: A unique polysaccharide for drug delivery. Drug Dev Ind Pharm, 1998;24:979-93
13. Gregg KA. 2007. Synthesis, characterization and morphological control of transition metal pnictide nanoparticles: Influence of size and shape on magnetic properties, PhD Thesis, Wayne State University
14. Grieser F, Ashokkumar M, Sostaric JZ, Crum LA, Mason TJ, Reisse JL, Suslick KS. 1999. Sonochemistry and sonoluminescence in colloidal systems. Washington: Kluwer Academic Publishers Dordrecht
15. Hiller R, Putterman SJ, Barber BP. Spectrum of synchronous picosecond sonoluminescence. Phys Rev Lett, 1992;69:1182-4
16. Hussain AS, Shivanand P, Johnson RD. Application of neural computing in pharmaceutical product development: Computer aided formulation design. Drug Dev Ind Pharm, 1994;20:1739-52
17. Intelligensys. 2009. INForm v4 manual. Available at: Http://www.intelli gensys.co.uk/Products/Downloads/downeval.htm. Accessed 05 June 2013
18. Kumar CSSR. 2009. Mixed Metal Nanomaterials. Weinheim: Wiley-VCH
19. Li J, Cai J, Fan L. Effect of sonolysis on kinetics and physicochemical properties of treated chitosan. J Appl Polym Sci, 2008;109:2417-25
20. Lieberman HA. 1998. Pharmaceutical dosage forms: Disperse systems. London, England: Informa HealthCare
21. Naghibzadeh M, Amani A, Amini M, Esmaeilzadeh E, Mottaghi-Dastjerdi N, Faramarzi MA. An insight into the interactions between a-Tocopherol and chitosan in ultrasound-prepared nanoparticles. J Nanomater, 2010;2010: Article ID 818717, 7 pp., doi:10.1155/ 2010/818717
22. Packhaeuser C, Lahnstein K, Sitterberg J, Schmehl T, Gessler T, Bakowsky U, Seeger W, Kissel T. Stabilization of aerosolizable nano-carriers by freeze-drying. Pharm Res, 2009;26:129-38
23. Popa-Nita S, Lucas JM, Ladavie C, David L, Domard A. Mechanisms involved during the ultrasonically induced depolymerization of chitosan: Characterization and control. Biomacromolecules, 2009;10: 1203-11
24. Sattler KD. 2010. Nanoparticles and quantum dots. Boca Raton, FL: CRC Press
25. Schärtl W. 2007. Light scattering from polymer solutions and nanoparticle dispersions. New York: Springer Verlag
26. Shao Q, Rowe RC, York P. Comparison of neurofuzzy logic and neural networks in modelling experimental data of an immediate release tablet formulation. Eur J Pharm Sci, 2006;28:394-404
27. Sinko PJ. 2006. Martin's physical pharmacy and pharmaceutical sciences. Philadelphia, PA: Lippincott Williams & Wilkins
28. Tsai ML, Bai SW, Chen RH. Cavitation effects versus stretch effects resulted in different size and polydispersity of ionotropic gelation chitosan-sodium tripolyphosphate nanoparticle. Carbohydr Polym, 2008;71:448-57
29. Wu T, Zivanovic S, Hayes DG, Weiss J. Efficient reduction of chitosan molecular weight by high-intensity ultrasound: Underlying mechanism and effect of process parameters. J Agric Food Chem, 2008;56: 5112-19