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17th International Conference on Database and Expert Systems Applications (DEXA'06)
Genetic Algorithms and Neural Networks in the Molecular Design of Novel Fibers
Krakow, Poland
September 04-September 08
ISBN: 0-7695-2641-1
| ASCII Text | x | ||
| Hugh M. Cartwright, Rohan M Gunatillake, Les Sztandera, "Genetic Algorithms and Neural Networks in the Molecular Design of Novel Fibers," 2012 23rd International Workshop on Database and Expert Systems Applications, pp. 598-602, 17th International Conference on Database and Expert Systems Applications (DEXA'06), 2006. | |||
| BibTex | x | ||
| @article{ 10.1109/DEXA.2006.64, author = {Hugh M. Cartwright and Rohan M Gunatillake and Les Sztandera}, title = {Genetic Algorithms and Neural Networks in the Molecular Design of Novel Fibers}, journal ={2012 23rd International Workshop on Database and Expert Systems Applications}, volume = {0}, year = {2006}, issn = {1529-4188}, pages = {598-602}, doi = {http://doi.ieeecomputersociety.org/10.1109/DEXA.2006.64}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, } | |||
| RefWorks Procite/RefMan/Endnote | x | ||
| TY - CONF JO - 2012 23rd International Workshop on Database and Expert Systems Applications TI - Genetic Algorithms and Neural Networks in the Molecular Design of Novel Fibers SN - 1529-4188 SP598 EP602 A1 - Hugh M. Cartwright, A1 - Rohan M Gunatillake, A1 - Les Sztandera, PY - 2006 KW - null VL - 0 JA - 2012 23rd International Workshop on Database and Expert Systems Applications ER - | |||
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/DEXA.2006.64
A crucial task in polymer chemistry is the formulation of materials which satisfy strict property constraints. This paper describes the use of dynamic adaptive agents in the design of novel polymers. A neural network is used to predict the properties of a proposed polymer from its composition, while a genetic algorithm solves the inverse problem by acting as a search agent to find promising formulations. The resulting Hybrid Intelligent System provides a computationally efficient means of searching the virtual space defined by the set of all feasible polymers. We report here results from two initial studies.
Citation:
Hugh M. Cartwright, Rohan M Gunatillake, Les Sztandera, "Genetic Algorithms and Neural Networks in the Molecular Design of Novel Fibers," dexa, pp.598-602, 17th International Conference on Database and Expert Systems Applications (DEXA'06), 2006
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