This disclosure is directed to a machine-based patient-specific seizure classification system. In general, an example system may comprise a non-linear SVM seizure classification system-on-chip (SoC) with multichannel EEG data acquisition and storage for epileptic patients is presented. The SoC may integrate a hardware-efficient log-linear Gaussian Basis Function engine, floating point piecewise linear natural log, and low-noise, high dynamic range readout circuits. In at least one example implementation, the SoC may consume 1.83 .mu.J/classification while classifying 8 channel results with an average detection rate, average false alarm rate and latency of 95.1%, 0.94% and &lt;2 s, respectively.

Masdar Institute of Science and Technology

Machine-based patient-specific seizure classification system

The automatic injection device comprises two syringes, one for injecting a measured quantity of radionuclide and a second for injecting a saline solution for flushing the intravenous tubing through which the radionuclide has been delivered. Each of these syringes is driven by a motor which compresses the plunger of the syringe causing it to inject its contents. The motors receive an activation signal from a computer controller which initiates the injection sequence upon receipt of a trigger signal which is provided either by a separate seizure detection computer, by activation by the patient who recognizes an aura indicative of an imminent seizure, or by activation by medical personnel observing the patient. The computer implements a delay cycle to permit verification of the trigger to avoid initiating the injection sequence in the event of false alarms. Since the radionuclide is placed in the syringe in advance of the actual injection, decay of the radioactive element is compensated for by storing more radionuclide in the syringe than is needed, then calculating the quantity of radionuclide to be injected based upon the time delay from the filling of the syringe to the occurrence of the seizure and the half life of the radionuclide.

false/ataque epiléptico

Machine-based patient-specific seizure classification system

Device for automatic injection of radionuclide

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