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Original Articles

Neural Network Modeling Applied to Polyacrylamide Based Hydrogels Synthetized By Single Step Process

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Pages 1061-1071 | Published online: 27 Sep 2008

REFERENCES

  • Goda , T. ; Watanabe , J. ; Takai , M. ; Ishihara , K. Water structure and improved mechanical properties of phospholipid polymer hydrogel with phosphorylcholine centered intermolecular cross-linker . Polymer 2006 , 47 ( 4 ), 1390 – 1396 .
  • Kioussis , D.R. ; Smith , D.F. ; Kofinas , P. Ammonium perchlorate-binding poly(allylamine hydrochloride) hydrogels for wastewater remediation . J. Appl. Polym. Sci. 2001 , 80 , 2073 – 2083 .
  • Markland , P. ; Zhang , Y. ; Amidon , G.L. ; Yang , V.C.A. pH- and ionic strength-responsive polypeptide hydrogel: Synthesis, characterization, and preliminary protein release studies . J. Biomed. Mat. Res. 1999 , 47 ( 4 ), 595 – 602 .
  • Yeang , C.H. ; Ideker , T. ; Jaakkola , T. Physical network models . J. Comput. Biolog. 2004 , 11 ( 2-3 ), 243 – 262 .
  • Muniz , E.C. ; Geuskens , G. Polyacrylamide hydrogels and semi-interpenetrating networks (IPNs) with poly(N-isopropylacrylamide): Mechanical properties by measure of compressive elastic modulus . J. Mat. Sci., Mat. Med. 2001 , 12 ( 10-12 ), 879 – 881 .
  • Orakdogen , N. ; Okay , O. Effect of initial monomer concentration on the equilibrium swelling and elasticity of hydrogels . Eur. Polym. J. 2006 , 42 , 955 – 960 .
  • Aouada , F.A. ; de Moura , M.R. ; Rubira , A.F. ; Muniz , E.C. ; Fernandes , P.R.G. ; Mukai , H. ; da Silveira , A.C.F. ; Itri , R. Birefringent hydrogels based on PAAm and lyotropic liquid crystal: Optical, morphological and hydrophilic characterization . Eur. Polym. J. 2006 , 42 , 2781 – 2790 .
  • Caykara , T. ; Bulut , M. ; Dilsiz , N. ; Akyüz , Y. Macroporous poly(Acrylamide) hydrogels: Swelling and shrinking behaviors, J . Macromol. Sci., Part A. 2006 , 43 ( 6 ), 889 – 897 .
  • Mihailescu , C. ; Dumitrescu , A. ; Simionescu , B.C. ; Bulacovschi , V. Synthesis of polyacrylamide-based hydrogels by simultaneous polymerization/crosslinking . Rev. Roum. Chim., 2007 , 52 , 1071 – 1076 .
  • Tian , Y. ; Zhang , J. ; Morris , J. Modeling and optimal control of a batch polymerization reactor using hybrid stacked recurrent neural network model . Ind. Eng. Chem. Res. 2001 , 40 , 4525 – 4535 .
  • Kuroda , C. ; Kim , J. Neural network modeling of temperature behavior in an exotermic polymerization process . Neurocomputing 2002 , 43 , 77 – 89 .
  • Dhib , R. ; Hyson , W. Neural network identification of styrene free radical polymerization . Polym. Reaction Eng. 2002 , 10 , 101 – 113 .
  • Fernandes , F.A.N. ; Lona , L.M.F. ; Penlidis , A. Inverse modeling applications in emulsion polymerization of vynil acetate . Chem. Eng. Sci. 2004 , 59 , 3159 – 3167 .
  • Zhang , J. ; Martin , E.B. ; Morris , A.J. ; Kiparissides , C. Inferential estimation of polymer quality using stacked neural networks . Comput. Chem. Eng. 1997 , 21 , s1025 – s1030 .
  • Li , C. ; Wang , G. ; Xu , B. Soft measurement of polypropylene . Huagong Zidonghua Ji Yibioa 2002 , 29 , 22 – 25 .
  • Xiong , Z. ; Zhang , J. Neural network model-based on-line re-optimization control of fed-batch processes using a modified iterative dynamic programming algorithm . Chem. Eng. Proc. 2005 , 44 , 477 – 484 .
  • Venkatasubramanian , V. ; Sundaram , A. ; Chan , K. ; Caruthers , J. Computer-aided molecular design using neural networks and genetic algorithms . In : Genetic Algorithms in Molecular Modeling , J. Dellivers (Ed.), 1996 .
  • Ng , C.W. ; Hussain , M.A. Hybrid neural network-prior knowledge model in temperature control of a semi-batch polymerization process . Chem. Eng. Proc. 2004 , 43 , 559 – 570 .
  • Zhang , J. Developing robust neural network models by using both dynamic and static process operating data . Ind. Eng. Chem. Res. 2001 , 40 , 234 – 241 .
  • Curteanu , S. ; Popa , A.M. Applications of neural networks in polymerization reaction engineering . Rev. Roum. Chim. 2004 , 49 , 3 – 23 .
  • Vega , M.P. ; Lima , E.L. ; Pinto , J.C. Control of a loop polymerization reactor using neural networks . Brazilian J. Chem. Eng. 2000 , 17 , 471 – 481 .
  • Fernandes , F.A.N. ; Lona , L.M.F. Neural network applications in polymerization processes . Brazilian J. Chem. Eng. 2005 , 22 , 323 – 330 .

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