Abstract
Epilepsy is a relatively common disease, afflicting l%-2% of the population, yet many epileptic patients are not sufficiently helped by current pharmacological therapies. Recent reports have suggested that chaos control techniques may be useful for electrically manipulating epileptiform bursting behavior in vitro and could possibly lead to an alternative method for preventing seizures. We implemented chaos control of spontaneous bursting in the rat hippocampal slice using robust control techniques: stable manifold placement (SMP) and an adaptive tracking (AT) algorithm designed to overcome nonstationarity. We examined the effect of several factors, including control radius size and synaptic plasticity, on control efficacy. AT improved control efficacy over basic SMP control, but relatively frequent stimulation was still necessary and very tight control was only achieved for brief stretches. A novel technique was developed for validating period-1 orbit detection in noisy systems by forcing the system directly onto the period-1 orbit. This forcing analysis suggested that period-1 orbits were indeed present but that control would be difficult because of high noise levels and nonstationarity. Noise might actually be lower in vivo, where regulatory inputs to the hippocampus are still intact. Thus, it may still be feasible to use chaos control algorithms for preventing epileptic seizures.
Original language | English (US) |
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Pages (from-to) | 559-570 |
Number of pages | 12 |
Journal | IEEE Transactions on Biomedical Engineering |
Volume | 50 |
Issue number | 5 |
DOIs | |
State | Published - May 2003 |
Funding
Manuscript received June 13, 2001; revised June 3, 2002. This work was supported in part by the National Institutes of Health (NIH) under Grant NS31764 and Grant 0830350K614 and in part by the Whitaker Foundation. Asterisk indicates corresponding author. M. W. Slutzky is with the Department of Biomedical Engineering North-western University, Evanston, IL 60208 USA P. Cvitanovic is with the Center for Nonlinear Science, Georgia Institute of Technology, Atlanta, GA 30332 USA. *D. J. Mogul is with the Department of Biomedical Engineering, Pritzker Institute of Biomedical Science and Engineering, Illinois Institute of Technology, 10 West 32nd Street, Chicago, IL 60616-3793 USA (e-mail: [email protected]). Digital Object Identifier 10.1109/TBME.2003.810701
Keywords
- Adaptive
- chaos
- control
- epilepsy
- hippocampus
- periodic orbit
- seizure
- synaptic plasticity
ASJC Scopus subject areas
- Biomedical Engineering