%0 Conference Paper %1 angeline:1997:spie %A Angeline, Peter J. %A Fogel, David B. %B Application and Science of Artificial Neural Networks III %D 1997 %E Rogers, S. %K algorithms, computation, dynamical evolutionary genetic identification, optimization programming, system systems, %P 409--417 %T An evolutionary program for the identification of dynamical systems %U http://www.natural-selection.com/Library/1997/spie97.pdf %V 3077 %X Various forms of neural networks have been applied to the identification of non-linear dynamical systems. In most of these methods, the network architecture is set prior to training. In this paper, a method that evolves a symbolic solution for plant models is described. This method uses an evolutionary program to manipulate collections of parse trees expressed in a task specific language. Experiments performed on two unknown plants show this method is competitive with those that train neural networks for similar problems

@inproceedings{angeline:1997:spie, abstract = {Various forms of neural networks have been applied to the identification of non-linear dynamical systems. In most of these methods, the network architecture is set prior to training. In this paper, a method that evolves a symbolic solution for plant models is described. This method uses an evolutionary program to manipulate collections of parse trees expressed in a task specific language. Experiments performed on two unknown plants show this method is competitive with those that train neural networks for similar problems}, added-at = {2008-06-19T17:35:00.000+0200}, author = {Angeline, Peter J. and Fogel, David B.}, biburl = {https://www.bibsonomy.org/bibtex/2dc17abdf5165479f81ed7dcfb9aeaa01/brazovayeye}, booktitle = {Application and Science of Artificial Neural Networks III}, editor = {Rogers, S.}, interhash = {e99f89d78a2018d699b402ce3aed32a3}, intrahash = {dc17abdf5165479f81ed7dcfb9aeaa01}, keywords = {algorithms, computation, dynamical evolutionary genetic identification, optimization programming, system systems,}, organisation = {SPIE-The International Society for Optical Engineering}, pages = {409--417}, publisher_address = {Bellingham, WA, USA}, size = {9 pages}, timestamp = {2008-06-19T17:35:45.000+0200}, title = {An evolutionary program for the identification of dynamical systems}, url = {http://www.natural-selection.com/Library/1997/spie97.pdf}, volume = 3077, year = 1997 }