Patent No. 5522863 Pulsating behavior monitoring and modification system for neural networks
Patent No. 5522863
Pulsating behavior monitoring and modification system for neural networks (Spano, et al., Jun 4, 1996)
Abstract
The pulsating behavioral activity of a neural network such as that embodied n a brain tissue slice is monitored by measurement of intervals between spontaneous events to identify the presence of a chaotic regime and determine by real-time calculation a waiting time for electrical pulse intervention pursuant to a behavioral modifying program having a control or anti-control strategy.
Notes:
BACKGROUND
OF THE INVENTION
Many activities of an apparently random nature have been found to exhibit a
deterministic phenomenon known as chaos, including but not limited to irregular
pulsating behavior of living animal tissue. Recently, a strategy was developed
tending to control a non-linear dynamic system in which a chaotic regime occurs.
The critical features of the chaos phenomenon believed to make such control
possible are short term predictability and extreme sensitivity of chaotic systems
to perturbances of their initial conditions. A key to the control strategy lies
in the fact that a chaotic system includes an infinite number of unstable periodic
motions and never remains very long in any of such unstable motions, but continually
switches from one periodic motion to another to thereby give an appearance of
randomness. The chaos control strategy involves measurement of the current system
parameter and identification of an unstable fixed point of interest representative
of a system state plotted along with its stable and unstable directional manifolds.
Such unstable fixed point and its accompanying manifolds shift in response to
changes in system-wide parameters so that a feedback providing algorithm was
developed for movement of the fixed point and manifolds toward the desired plotted
system state point in response to control or modification of a selected system-wide
parameter. As an alternative to moving the fixed point in accordance with a
system-wide parameter, the system state point itself may be altered and brought
closer to the fixed point. The latter strategy was employed to control interbeat
intervals of the pulsating activity in living tissue for cardiac arrhythmia
stabilization purposes in accordance with real-time calculation with sufficient
rapidity to implement corrective control, as disclosed in the aforementioned
Spano et al. patent.
A significant characteristic of a neural system associated with brain tissue
is the presence of brief aperiodic bursts of focal neuronal activity, referred
to as interictal spikes. Such interictal spikes occur between epileptic seizures
arising because of nervous system disorders. It is therefore an important object
of the present invention to provide a procedure for manipulating chaotic activity,
based on the aforementioned study of chaotic regimes, by intervention at irregular
times determined from real time calculations involving data obtained by monitoring
of brain tissue behavior.
SUMMARY OF THE INVENTION
In accordance with the present invention, a strategy was developed for treatment
of epileptic foci in the neuronal network of living brain tissue by monitoring
the timing of intervals between system characterizing events such as spontaneous
bursts to identify a chaos regime therefrom, involving determination of an unstable
fixed point of a system state and accompanying directional manifolds during
a learning phase, followed by a chaos control phase during which a waiting time
is determined by real-time calculation before delayed intervention is instituted.
Such intervention is designed to reliably restore the neural system state to
a desired system state represented by an unstable fixed point at the intersection
of its stable and unstable directional manifolds plotted as a function of the
interval between said monitored burst events. The intervention is delayed by
the real-time calculated waiting time, based on switching of the chaotic regime
to a periodic pacing condition according to natural system behavior. A minimal
time period modifying type of intervention is utilized for reliable shift in
system state point.
The aforesaid intervention waiting time is terminated by injection of a stimulus,
into the brain tissue to cause corrective movement of the system state toward
an unstable fixed point. If the next spontaneous burst corresponds to an interval
point close to the unstable fixed point, intervention is suspended until the
system state moves away from the unstable fixed point, at which time the behavior
modification program is recycled.
In accordance with another embodiment of the invention, a behavior modification
program when used to modify pulsating activity of brain tissue by application
of stimulus intervention thereto through electrodes, employs an anti-control
chaos strategy based on the recognition that the neural system is characterized
by motion of points of spontaneous bursts along a stable manifold path toward
the unstable fixed point of the chaotic regime and away from such unstable fixed
point along an unstable manifold path by properly delayed stimulus intervention.
The stimulus intervention, whether of the anti-control type or of the control
strategy type involves injection of either single pulses or trains of pulses
of electrical energy of different shapes.
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Obviously,
other modifications and variations of the present invention may be possible
in light of the foregoing teachings. It is therefore to be understood that within
the scope of the appended claims the invention may be practiced otherwise than
as specifically described.
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