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Volumn 4, Issue 4, 2012, Pages 531-550

Artificial neural networks in evaluation and optimization of modified release solid dosage forms

Author keywords

Artificial neural networks; Modified release; Pharmaceutical development

Indexed keywords

THEOPHYLLINE;

EID: 84871581498     PISSN: None     EISSN: 19994923     Source Type: Journal    
DOI: 10.3390/pharmaceutics4040531     Document Type: Review
Times cited : (66)

References (44)
  • 1
    • 77953413391 scopus 로고    scopus 로고
    • Quality by design-four years and three myths later
    • Snee, R.D. Quality by design-four years and three myths later. Pharm. Proc. 2009, 2, 14-16.
    • (2009) Pharm. Proc , vol.2 , pp. 14-16
    • Snee, R.D.1
  • 4
    • 0034213103 scopus 로고    scopus 로고
    • Basic concepts of artificial neural network (ANN) modeling and its application in pharmaceutical research
    • Agatonovic-Kustrin, S.; Beresford, R. Basic concepts of artificial neural network (ANN) modeling and its application in pharmaceutical research. J. Pharm. Biomed. Anal. 2000, 22, 717-727.
    • (2000) J. Pharm. Biomed. Anal , vol.22 , pp. 717-727
    • Agatonovic-Kustrin, S.1    Beresford, R.2
  • 5
    • 0042884376 scopus 로고    scopus 로고
    • Application of artificial neural networks in the design of controlled release drug delivery systems
    • Sun, Y.; Peng, Y.; Chen, Y.; Shukla, A. Application of artificial neural networks in the design of controlled release drug delivery systems. Adv. Drug Deliv. Rev. 2003, 55, 1201-1215.
    • (2003) Adv. Drug Deliv. Rev , vol.55 , pp. 1201-1215
    • Sun, Y.1    Peng, Y.2    Chen, Y.3    Shukla, A.4
  • 6
    • 0034564603 scopus 로고    scopus 로고
    • Artificial neural networks: Fundamentals, computing, design and application
    • Basheer, I.A.; Hajmeer, M. Artificial neural networks: Fundamentals, computing, design and application. J. Microbiol. Methods 2000, 43, 3-31.
    • (2000) J. Microbiol. Methods , vol.43 , pp. 3-31
    • Basheer, I.A.1    Hajmeer, M.2
  • 9
    • 77955323396 scopus 로고    scopus 로고
    • Time series prediction using recurrent neural network in multi-dimension embedding phase space
    • Zhang, J.; Man, K.F. Time series prediction using recurrent neural network in multi-dimension embedding phase space. IEEE Syst. Man Cybern. Soc. 1998, 2, 11-14.
    • (1998) IEEE Syst. Man Cybern. Soc , vol.2 , pp. 11-14
    • Zhang, J.1    Man, K.F.2
  • 10
    • 0026254768 scopus 로고
    • A general regression neural network
    • Specht, D.F. A general regression neural network. IEEE Trans. Neural Netw. 1991, 2, 568-576.
    • (1991) IEEE Trans. Neural Netw , vol.2 , pp. 568-576
    • Specht, D.F.1
  • 12
    • 0037151316 scopus 로고    scopus 로고
    • The application of generalized regression neural network in the modeling and optimization of aspirin extended release tablets with Eudragit RS PO as matrix substance
    • Ibrić, S.; Jovanović, M.; Djurić, Z.; Parojčić, J.; Solomun, L. The application of generalized regression neural network in the modeling and optimization of aspirin extended release tablets with Eudragit RS PO as matrix substance. J. Control. Release 2002, 82, 213-222.
    • (2002) J. Control. Release , vol.82 , pp. 213-222
    • Ibrić, S.1    Jovanović, M.2    Djurić, Z.3    Parojčić, J.4    Solomun, L.5
  • 13
    • 68849106502 scopus 로고    scopus 로고
    • Application of dynamic neural networks in the modeling of drug release from polyethylene oxide matrix tablets
    • Petrović, J.; Ibrić, S.; Betz, G.; Parojčić, J.; Durić, Z. Application of dynamic neural networks in the modeling of drug release from polyethylene oxide matrix tablets. Eur. J. Pharm. Sci. 2009, 38, 172-180.
    • (2009) Eur. J. Pharm. Sci , vol.38 , pp. 172-180
    • Petrović, J.1    Ibrić, S.2    Betz, G.3    Parojčić, J.4    Durić, Z.5
  • 16
    • 33646496168 scopus 로고    scopus 로고
    • Design and performance of an intelligent predictive controller for a six-degree-of-freedom robot using the Elman network
    • Köker, R. Design and performance of an intelligent predictive controller for a six-degree-of-freedom robot using the Elman network. Inf. Sci. 2006, 12, 1781-1799.
    • (2006) Inf. Sci , vol.12 , pp. 1781-1799
    • Köker, R.1
  • 17
    • 26444565569 scopus 로고
    • Finding structure in time
    • Elman, J.L. Finding structure in time. Cogn. Sci. 1990, 2, 179-211.
    • (1990) Cogn. Sci , vol.2 , pp. 179-211
    • Elman, J.L.1
  • 18
    • 23044533713 scopus 로고    scopus 로고
    • Application of a recurrent neural network to prediction of drug dissolution profiles
    • Goh, W.Y.; Lim, C.P.; Peh, K.K.; Subari, K. Application of a recurrent neural network to prediction of drug dissolution profiles. Neural Comput. Appl. 2002, 10, 311-317.
    • (2002) Neural Comput. Appl , vol.10 , pp. 311-317
    • Goh, W.Y.1    Lim, C.P.2    Peh, K.K.3    Subari, K.4
  • 19
    • 0025838017 scopus 로고
    • Application of neural computing in pharmaceutical product development
    • Hussain, A.S.; Yu, X.; Johnson, R.D. Application of neural computing in pharmaceutical product development. Pharm. Res. 1991, 8, 1248-1252.
    • (1991) Pharm. Res , vol.8 , pp. 1248-1252
    • Hussain, A.S.1    Yu, X.2    Johnson, R.D.3
  • 20
    • 0028365967 scopus 로고
    • Application of neural computing in pharmaceutical product development: Computer aided formulation design
    • Hussain, A.S.; Shivanand, P.; Johnson, R.D. Application of neural computing in pharmaceutical product development: Computer aided formulation design. Drug Dev. Ind. Pharm. 1994, 20, 1739-1752.
    • (1994) Drug Dev. Ind. Pharm , vol.20 , pp. 1739-1752
    • Hussain, A.S.1    Shivanand, P.2    Johnson, R.D.3
  • 21
    • 0032918303 scopus 로고    scopus 로고
    • The application of an artificial neural network and pharmacokinetic simulations in the design of controlled-release dosage forms
    • Chen, Y.; McCall, T.W.; Baichwal, A.R.; Meyer, M.C. The application of an artificial neural network and pharmacokinetic simulations in the design of controlled-release dosage forms. J. Control. Release 1999, 59, 33-41.
    • (1999) J. Control. Release , vol.59 , pp. 33-41
    • Chen, Y.1    McCall, T.W.2    Baichwal, A.R.3    Meyer, M.C.4
  • 22
    • 0032711133 scopus 로고    scopus 로고
    • Modeling of a roller-compaction process using neural networks and genetic algorithms
    • Turkoglu, M.; Aydin, I.; Murray, M.; Sakr, A. Modeling of a roller-compaction process using neural networks and genetic algorithms. Eur. J. Pharm. Biopharm. 1999, 48, 239-245.
    • (1999) Eur. J. Pharm. Biopharm , vol.48 , pp. 239-245
    • Turkoglu, M.1    Aydin, I.2    Murray, M.3    Sakr, A.4
  • 23
    • 0034632938 scopus 로고    scopus 로고
    • Formula optimization of theophylline controlled-release tablet based on artificial neural networks
    • Takayama, K.; Morva, A.; Fujikawa, M.; Hattori, Y.; Obata, Y.; Nagai, T. Formula optimization of theophylline controlled-release tablet based on artificial neural networks. J. Control. Release 2000, 68, 175-186.
    • (2000) J. Control. Release , vol.68 , pp. 175-186
    • Takayama, K.1    Morva, A.2    Fujikawa, M.3    Hattori, Y.4    Obata, Y.5    Nagai, T.6
  • 24
    • 0034495109 scopus 로고    scopus 로고
    • Use of artificial neural networks to predict drug dissolution profiles and evaluation of network performance using similarity factor
    • Peh, K.K.; Lim, C.P.; Quek, S.S.; Khoh, K.H. Use of artificial neural networks to predict drug dissolution profiles and evaluation of network performance using similarity factor. Pharm. Res. 2000, 17, 1384-1389.
    • (2000) Pharm. Res , vol.17 , pp. 1384-1389
    • Peh, K.K.1    Lim, C.P.2    Quek, S.S.3    Khoh, K.H.4
  • 25
    • 0037006605 scopus 로고    scopus 로고
    • Optimization and characterization of controlled release multi-particulate beads formulated with a customized cellulose acetate butyrate dispersion
    • Vaithiyalingam, S.; Khan, M.A. Optimization and characterization of controlled release multi-particulate beads formulated with a customized cellulose acetate butyrate dispersion. Int. J. Pharm. 2002, 234, 179-193.
    • (2002) Int. J. Pharm , vol.234 , pp. 179-193
    • Vaithiyalingam, S.1    Khan, M.A.2
  • 26
    • 77954261268 scopus 로고    scopus 로고
    • Application of design of experiments and multilayer perceptrons neural network in the optimization of diclofenac sodium extended release tablets with Carbopol® 71G
    • Ivić, B.; Ibrić, S.; Cvetković, N.; Petrović, A.; Trajković, S.; Djurić, Z. Application of design of experiments and multilayer perceptrons neural network in the optimization of diclofenac sodium extended release tablets with Carbopol® 71G. Chem. Pharm. Bull. 2010, 58, 947-949.
    • (2010) Chem. Pharm. Bull , vol.58 , pp. 947-949
    • Ivić, B.1    Ibrić, S.2    Cvetković, N.3    Petrović, A.4    Trajković, S.5    Djurić, Z.6
  • 27
    • 0141576818 scopus 로고    scopus 로고
    • Artificial neural networks in the modeling and optimization of aspirin extended release tablets with Eudragit L 100 as matrix substance
    • Ibrić, S.; Jovanović, M.; Djurić, Z.; Parojčić, J.; Petrović, S.D.; Solomun, L.J.; Stupar, B. Artificial neural networks in the modeling and optimization of aspirin extended release tablets with Eudragit L 100 as matrix substance. AAPS Pharm. Sci. Tech. 2003, 4, 62-70.
    • (2003) AAPS Pharm. Sci. Tech , vol.4 , pp. 62-70
    • Ibrić, S.1    Jovanović, M.2    Djurić, Z.3    Parojčić, J.4    Petrović, S.D.5    Solomun, L.J.6    Stupar, B.7
  • 29
    • 84859428478 scopus 로고    scopus 로고
    • Optimization of matrix tablets controlled drug release using Elman dynamic neural networks and decision trees
    • Petrović, J.; Ibrić, S.; Betz, G.; Djurić, Z. Optimization of matrix tablets controlled drug release using Elman dynamic neural networks and decision trees. Int. J. Pharm. 2012, 428, 57-67.
    • (2012) Int. J. Pharm , vol.428 , pp. 57-67
    • Petrović, J.1    Ibrić, S.2    Betz, G.3    Djurić, Z.4
  • 31
    • 0343924231 scopus 로고    scopus 로고
    • Optimization of diclofenac sodium dissolution from sustained release formulations using an artificial neural network
    • Zupancic Bozic, D.; Vrecer, F.; Kozjek, F. Optimization of diclofenac sodium dissolution from sustained release formulations using an artificial neural network. Eur. J. Pharm. Sci. 1997, 5, 163-169.
    • (1997) Eur. J. Pharm. Sci , vol.5 , pp. 163-169
    • Zupancic, B.D.1    Vrecer, F.2    Kozjek, F.3
  • 32
    • 0842267699 scopus 로고    scopus 로고
    • An alternative approach based on artificial neural networks to study controlled drug release
    • Reis, M.A.A.; Sinisterra, R.D.; Belchior, J.C. An alternative approach based on artificial neural networks to study controlled drug release. J. Pharm. Sci. 2004, 93, 418-430.
    • (2004) J. Pharm. Sci , vol.93 , pp. 418-430
    • Reis, M.A.A.1    Sinisterra, R.D.2    Belchior, J.C.3
  • 33
    • 80053909625 scopus 로고    scopus 로고
    • Drug release control and system understanding of sucrose esters matrix tablets by artificial neural networks
    • Chansanroj, K.; Petrović, J.; Ibrić, S.; Betz, G. Drug release control and system understanding of sucrose esters matrix tablets by artificial neural networks. Eur. J. Pharm. Sci. 2011, 44, 321-331.
    • (2011) Eur. J. Pharm. Sci , vol.44 , pp. 321-331
    • Chansanroj, K.1    Petrović, J.2    Ibrić, S.3    Betz, G.4
  • 34
    • 0032960016 scopus 로고    scopus 로고
    • Artificial neural networks applied to the in vitro-in vivo correlation of an extended-release formulations: Initial trials and experience
    • Dowell, J.A.; Hussain, A.; Devane, J.; Young, D. Artificial neural networks applied to the in vitro-in vivo correlation of an extended-release formulations: Initial trials and experience. J. Pharm. Sci. 1999, 88, 154-160.
    • (1999) J. Pharm. Sci , vol.88 , pp. 154-160
    • Dowell, J.A.1    Hussain, A.2    Devane, J.3    Young, D.4
  • 35
    • 33847193134 scopus 로고    scopus 로고
    • An investigation into the usefulness of generalized regression neural network analysis in the development of level A in vitro-in vivo correlation
    • Parojčić, J.; Ibrić, S.; Durić, Z.; Jovanović, M.; Corrigan, O.I. An investigation into the usefulness of generalized regression neural network analysis in the development of level A in vitro-in vivo correlation. Eur. J. Pharm. Sci. 2007, 30, 264-272.
    • (2007) Eur. J. Pharm. Sci , vol.30 , pp. 264-272
    • Parojčić, J.1    Ibrić, S.2    Durić, Z.3    Jovanović, M.4    Corrigan, O.I.5
  • 36
    • 36849030787 scopus 로고    scopus 로고
    • Evaluation of in vitro in vivo correlations for dry powder inhaler delivery using artificial neural networks
    • De Matas, M.; Shao, Q.; Richardson, C.H.; Chrystyn, H. Evaluation of in vitro in vivo correlations for dry powder inhaler delivery using artificial neural networks. Eur. J. Pharm. Sci. 2008, 33, 80-90.
    • (2008) Eur. J. Pharm. Sci , vol.33 , pp. 80-90
    • de Matas, M.1    Shao, Q.2    Richardson, C.H.3    Chrystyn, H.4
  • 37
    • 15244360206 scopus 로고    scopus 로고
    • Prediction of kinetics of doxorubicin release from sulfopropyl dextran ion-exchange microspheres using artificial neural networks
    • Li, Y.; Rauth, A.M.; Wu, X.Y. Prediction of kinetics of doxorubicin release from sulfopropyl dextran ion-exchange microspheres using artificial neural networks. Eur. J. Pharm. Sci. 2005, 24, 401-410.
    • (2005) Eur. J. Pharm. Sci , vol.24 , pp. 401-410
    • Li, Y.1    Rauth, A.M.2    Wu, X.Y.3
  • 38
    • 0037419743 scopus 로고    scopus 로고
    • Prediction of drug release profiles using an intelligent learning system: An experimental study in transdermal iontophoresis
    • Lim, C.P.; Quek, S.S.; Peh, K.K. Prediction of drug release profiles using an intelligent learning system: An experimental study in transdermal iontophoresis. J. Pharm. Biomed. Anal. 2003, 31, 159-168.
    • (2003) J. Pharm. Biomed. Anal , vol.31 , pp. 159-168
    • Lim, C.P.1    Quek, S.S.2    Peh, K.K.3
  • 39
    • 77949897807 scopus 로고    scopus 로고
    • Optimization of drug release from compressed multi unit particle system (MUPS) using generalized regression neural network (GRNN)
    • Ivic, B.; Ibric, S.; Betz, G.; Djuric, Z. Optimization of drug release from compressed multi unit particle system (MUPS) using generalized regression neural network (GRNN). Arch. Pharm. Res. 2010, 33, 103-113.
    • (2010) Arch. Pharm. Res , vol.33 , pp. 103-113
    • Ivic, B.1    Ibric, S.2    Betz, G.3    Djuric, Z.4
  • 40
    • 0036360786 scopus 로고    scopus 로고
    • Comparison of four artificial neural network software programs used to predict the in vitro dissolution of controlled-release tablets
    • Chen, Y.; Jiao, T.; McCall, T.W.; Baichwal, A.R.; Meyer, M.C. Comparison of four artificial neural network software programs used to predict the in vitro dissolution of controlled-release tablets. Pharm. Dev. Tech. 2002, 7, 373-379.
    • (2002) Pharm. Dev. Tech , vol.7 , pp. 373-379
    • Chen, Y.1    Jiao, T.2    McCall, T.W.3    Baichwal, A.R.4    Meyer, M.C.5
  • 41
    • 84857415911 scopus 로고    scopus 로고
    • Development of sustained release formulation of an antithrombotic drug and application of fuzzy logic
    • Tan, C.; Degim, I.T. Development of sustained release formulation of an antithrombotic drug and application of fuzzy logic. Pharm. Dev. Tech. 2012, 17, 242-250.
    • (2012) Pharm. Dev. Tech , vol.17 , pp. 242-250
    • Tan, C.1    Degim, I.T.2
  • 42
    • 79955652907 scopus 로고    scopus 로고
    • Symbolic regression via genetic programming in the optimization of a controlled release pharmaceutical formulation
    • Barmpalexis, P.; Kachrimanis, K.; Tsakonas, A.; Georgarakis, E. Symbolic regression via genetic programming in the optimization of a controlled release pharmaceutical formulation. Chemom. Intell. Lab. Syst. 2011, 107, 75-82.
    • (2011) Chemom. Intell. Lab. Syst , vol.107 , pp. 75-82
    • Barmpalexis, P.1    Kachrimanis, K.2    Tsakonas, A.3    Georgarakis, E.4
  • 43
    • 78650705344 scopus 로고    scopus 로고
    • Solid dispersions in the development of a nimodipine floating tablet formulation and optimization by artificial neural networks and genetic programming
    • Barmpalexis, P.; Kachrimanis, K.; Georgarakis, E. Solid dispersions in the development of a nimodipine floating tablet formulation and optimization by artificial neural networks and genetic programming. Eur. J. Pharm. Biopharm. 2011, 77, 122-131.
    • (2011) Eur. J. Pharm. Biopharm , vol.77 , pp. 122-131
    • Barmpalexis, P.1    Kachrimanis, K.2    Georgarakis, E.3
  • 44
    • 80053930565 scopus 로고    scopus 로고
    • Modelling formulations using gene expression programming-A comparative analysis with artificial neural etworks
    • Colbourn, E.A.; Roskilly, S.J.; Rowe, R.C.; York, P. Modelling formulations using gene expression programming-A comparative analysis with artificial neural etworks. Eur. J. Pharm. Sci. 2011, 44, 366-374.
    • (2011) Eur. J. Pharm. Sci , vol.44 , pp. 366-374
    • Colbourn, E.A.1    Roskilly, S.J.2    Rowe, R.C.3    York, P.4


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