Neural Networks for Dynamical Systems, 1900 - present

See also full list of publications.

• Nonlinear Signal Processing and System Identification: Applications to Time Series from Electrochem- ical Reactions, Chem. Eng. Sci., 45 pp. 2075-2081 (1990) with J. Hudson, M. Kube, R. Adomaitis, A. Lapedes and R. Farber.
• Identification of Continuous-Time Dynamical Systems: Neural Network Based Algorithms and Parallel Implementation, 6th SIAM Conference on Parallel Processing for Scientific Computing, Norfolk, VA, March (1993) with R. M. Farber, A. S. Lapedes and R. Rico-Martinez, presented by R. M. Farber.
• A Heterogeneous Catalyzed Reaction with Spatiotemporal Variations: Model Identification using Non- linear Signal Processing, AIChE J. 39 pp.89-98, (1993) with K. Krischer, R. Rico-Martinez, H. Roter- mund, G. Ertl and J. L. Hudson.
• Noninvertibility and Resonance in Discrete-Time Neural Networks for Time Series Processing, Physics Letters A, 238 pp.8-18 (1998) with N. Gicquel and J. S. Anderson.
• Noninvertibility in Neural Networks, Comp. Chem. Eng., 24 pp. 2417-2433 (2000) with R. Rico- Martinez and R. Adomaitis.
• Characterization of a two-parameter mixed-mode behavior regime using neural networks, Physica D 151 pp.27-43 (2001) with R. Gonzalez-Garcia, R. Rico-Martinez, W. Wolf, M. Luebke, M. Eiswirth and J. S. Anderson.
• Identification of Distributed Parameter Systems: a Neural Net Based Approach, Proceedings of ESCAPE-8, Comp. Chem. Eng., 22 Suppl. pp. S965-S968 (1998) with R. Gonzalez-Garcia and R. Rico-Martinez.