Microdroplet size prediction in microfluidic systems via artificial neural network modeling for water-in-oil emulsion formulation

Journal of Dispersion Science and Technology

Volumn 38, Issue 10, 2017, Pages 1501-1508

  Mahdi, Yassine ^a   Daoud, Kamel ^a  

^a UNIVERSITY OF SCIENCES AND TECHNOLOGY HOUARI BOUMEDIENE   (Algeria)

Author keywords

Artificial neural networks; microdroplet; microfluidic; prediction; water in oil emulsion

Indexed keywords

EMULSIFICATION; EMULSIONS; FLUIDIC DEVICES; FORECASTING; MEAN SQUARE ERROR; MICROFLUIDICS; NETWORK ARCHITECTURE;

ARTIFICIAL NEURAL NETWORK MODELING; DIMENSIONLESS NUMBER; HIDDEN LAYERS; MICRO DROPLETS; MICRO FLUIDIC SYSTEM; SIZE PREDICTIONS; WATER IN OIL EMULSIONS;

NEURAL NETWORKS;

EID: 85015332197     PISSN: 01932691     EISSN: 15322351     Source Type: Journal    
DOI: 10.1080/01932691.2016.1257391     Document Type: Article

References (36)

1. Fidalgo, Joana, Dias, Ângela, Mendes, Adélio M., and Magalhães, Fernão D., (2013) Chem. Eng. J., 233:323–330. doi:10.1016/j.cej.2013.08.003.
2. Choi, Chang-Hyung, Jung, Jae-Hoon, Hwang, Taek-Sung, and Lee, Chang-Soo., (2009) Macromol. Res., 17:163–167. doi:10.1007/BF03218673.
3. Muijlwijk, Kelly, Berton-Carabin, Claire, and Schroën, Karin., (2016) Trends Food Sci. Technol., 49:51–63. doi:10.1016/j.tifs.2016.01.004.
4. Park, Jonghee, Byun, Aram, Kim, Do-Hoon, Shin, Song Seok, Kim, Jong-Ho, and Kim, Jin Woong., (2014) J. Colloid Interface Sci., 426:162–169. doi:10.1016/j.jcis.2014.03.058.
5. Liu, Li, Wu, Fang, Ju, Xiao-Jie, Xie, Rui, Wang, Niu, Catherine, Hui, and Chu, Liang-Yin., (2013) J. Colloid Interface Sci., 404:85–90. doi:10.1016/j.jcis.2013.04.044.
6. Priest, Craig, Reid, Mathew D., and Whitby, Catherine P., (2011) J. Colloid Interface Sci., 363:301–306. doi:10.1016/j.jcis.2011.07.060.
7. Puri, Munish, Solanki, Aum, Padawer, Timothy, Tipparaju, Srinivas M., Moreno, Wilfrido Alejandro, and Pathak, Yashwant., (2016) Chapter1:Introduction to Artificial Neural Network (ANN) as a Predictive Tool for Drug Design, Discovery, Delivery, and Disposition:Basic Concepts and Modeling. Artificial Neural Network for Drug Design, Delivery and Disposition. ISBN:978–0-12–801559-9. P 3–13. doi:10.1016/B978-0-12-801559-9.00001-6.
8. Mandlik, Vineetha, Bejugam, Pruthvi Raj, and Singh, Shailza., (2016) Chapter 2:Application of Artificial Neural Networks in Modern Drug Discovery. Artificial Neural Network for Drug Design, Delivery and Disposition. ISBN:978–0-12–801559-9. P 123–139. doi:10.1016/B978-0-12-801559-9.00006-5.
9. Korteby, Yasmine, Mahdi, Yassine, Azizou, Amel, Daoud, Kamel, and Regdon, Géza, Jr. (2016) Eur. J. Pharm. Sci., 88:219–232. doi:10.1016/j.ejps.2016.03.010.
10. Yassine, Mahdi, Lilia, Mouhi, Nadjet, Guemras, and Kamel, Daoud., (2016) J. Fundam. Appl. Sci., 8(3):655670. doi:10.4314/jfas.v8i3.1.
11. Ali, Hany S.M., Blagden, Nicholas, York, Peter, Amani, Amir, and Brook, Toni., (2009) Eur. J. Pharm. Sci., 37:514–522. doi:10.1016/j.ejps.2009.04.007.
12. Mendyk, Aleksander, Kleinebudde, Peter, Thommes, Markus, Yoo, Angelina, Szlek, Jakub, and Jachowicz, Renata., (2010) Eur. J. Pharm. Sci., 41:421–429. doi:10.1016/j.ejps.2010.07.010.
13. Leonardi, Dario, Salomón, Claudio J., Lamas, María C., and Olivieri, Alejandro C., (2009) Int. J. Pharmaceutics, 367:140–147. doi:10.1016/j.ijpharm.2008.09.036.
14. Sovány, Tamás, Tislér, Zsófia, Kristó, Katalin, Kelemen, András, and Regdon, Géza, Jr. (2016) Eur. J. Pharmaceutics Biopharm., 106:79–87. doi:10.1016/j.ejpb.2016.05.009.
15. Azizi, Sadra, Awad, Mohamed M., and Ahmadloo, Ebrahim., (2016) Int. J. Multiphase Flow, 80:181–187. doi:10.1016/j.ijmultiphaseflow.2015.12.010.
16. Cramer, C., Fischer, P., and Windhab, E.J., (2004) Drop formation in a co–flowing ambient fluid. Chem. Eng. Sci., 59:3045–3058. doi:10.1016/j.ces.2004.04.006.
17. Nie, Z., Seo, M., Xu, S., Lewis, P., Mok, M., Kumacheva, E., Whitesides, G., Garstecki, P., and Stone, H., (2008) Microfluid. Nanofluid., 5:585–594. doi:10.1007/s10404-008-0271-y.
18. Kobayashi, Isao, Mukataka, Sukekuni, and Nakajima, Mitsutoshi., (2005) Langmuir, 21:5722–5730. doi:10.1021/la050039n.
19. Xu, J.H., Li, S.W., Wang, Y.J., and Luo, G.S., (2006) J. Appl. Phys., 88:133506. doi:10.1063/1.2189570.
20. Nisisako, T., Torii, T., and Higuchi, T., (2002) Nano/picoliter-sized droplet generation at a junction of microfabricated channels. Proceedings World Congress on Emulsion, Lyon.
21. Bouquey, M., Serra, C., Berton, N., Prat, L., and Hadziioannou, G., (2008) Chem. Eng. J., 135S:S93–S98. doi:10.1016/j.cej.2007.07.043.
22. Sugiura, S., Nakajima, M., and Seki, M., (2002) Langmuir, 18:5708–5712. doi:10.1021/la025813a.
23. Anna, S., Bontoux, N., and Stone, H., (2003) Appl. Phys. Lett., 82:364–366. doi:10.1063/1.1537519.
24. Xu, Q., and Nakajima, M., (2004) Appl. Phys. Lett., 85:3726–3728. doi:10.1063/1.1812380.
25. Garstecki, P., Fuerstman, M.J., Stonec, H.A., and Whitesides, G.M., (2006) Lab Chip, 6:437–446. doi:10.1039/b510841a.
26. van der Graaf, S., Nisisako, T., Schroen, C.G.P.H., van der Sman, R.G.M., and Boom, R.M., (2006) Langmuir, 22:4144–4152. doi:10.1021/la052682f.
27. Yobas, L., Martens, S., Ong, W.-L., and Ranganathan, N., (2006) Lab Chip, 6:1073–1079. doi:10.1039/b602240e.
28. Tice, J.D., Song, H., Lyon, A.D., and Ismagilov, R.F., (2003) Langmuir, 19:9127–9133. doi:10.1021/la030090w.
29. Xu, J.H., Li, S.W., Tan, J., Wang, Y.J., and Luo, G.S., (2008) Microfluidi. Nanofluid., 5:711–717. doi:10.1007/s10404-008-0306-4.
30. Fu, T., Ma, Y., Funfschilling, D., Zhu, C., and Li, H.Z., (2010) Chem. Eng. Sci., 65:3739–3748. doi:10.1016/j.ces.2010.03.012.
31. Thorsen, T., Roberts, R., Arnold, F.H., and Quake, S.R., (2001) Phys. Rev. Lett., 86:4163–4166. doi:10.1103/PhysRevLett.86.4163.
32. Okushima, Shingo, Nisisako, Takasi, Torii, Toru, and Higuchi, Toshiro., (2004) Langmuir, 20:9905–9908. doi:10.1021/la0480336.
33. Jiang, Kunqiang, Lu, Annie Xi, Dimitrakopoulos, Panagiotis, DeVoe, Don L., and Raghavan, Srinivasa R., (2015) J. Colloid Interface Sci., 448:275–279. doi:10.1016/j.jcis.2015.02.023.
34. Perez, Aurora, Hernández, Rebeca, Velasco, Diego, Voicu, Dan, and Mijangos, Carmen., (2015) J. Colloid Interface Sci., 441:90–97. doi:10.1016/j.jcis.2014.10.049.
35. Garson, G.D., (1991) AI Expert, 6:47–51.
36. Goh, A.T.C., (1995) Artif. Intell. Eng., 9:143–151. doi:10.1016/0954-1810(94)00011-S.