IEEE Circuits and Systems Magazine - Q3 2022 - 37

X. Conclusions
After reviewing the available closed-loop neurostimulators
used to treat refractory epilepsy (RE), we concluded
that a closed-loop vagus nerve stimulator (VNS)
constructed in such a way that it senses the scalp EEG
via a wearable EEG recorder and stimulates the vagus
nerve via an implantable VNS (together constituting the
HybridVNS system) is feasible to treat RE. We firstly discussed
the architecture and system control of the HybridVNS.
Next, discrete component implementations of
its key building blocks including the multi-channel preamplifier,
pulse generator and wireless power link were
presented. Moreover, a 4-channel preamplifier amplified
the recorded scalp EEG signals and each channel contained
a capacitively coupled instrumentation amplifier
together with a 2nd-order low-pass filter. We also introduced
a switched-resistor array pulse generator for
200
150
100
50
-50
-100
-200
10
Time (s)
10
Figure 18. Recorded rodent LFP in the inter-ictal period, induced epileptic seizure and 15 minutes after stimulation.
1
constant-current stimulation, and a distance-frequency
adaptive inductive coupling link to tune the resonant
frequency and improve the power efficiency of the wireless
power link. Finally, a simulation experiment on the
closed-loop operation of the HybridVNS was conducted.
In the experiment, the recording feasibility of the HybridVNS
was evaluated in a group of patients (where a
thresholding epileptic seizure detector was performed
to detect seizure onset by the thresholds of both coastline
length and slopes in a unit time segment), and the
stimulation feasibility of the HybridVNS was tested with
an acute rodent epilepsy model.
Acknowledgement
This work was supported by the National Natural Science
Foundation of China (NSFC) under Grant No. 61671221
and Grant No. 61804068.
Inter-Ictal Period
PTX Induced Epileptic Spikes
15 Minutes After Stimulation
Table IV.
Performance comparison of the state-of-the-art epileptic seizure detection algorithms in the CLNS.
Refs
[40]
[41]
[42]
[43]
[44]
This work
Method
MinMaxHist
Computation Complexity Accuracy (%) Sensitivity (%)
High
Amplitudes + correlation Low
DWT
DWT + ANN
EWT
TESD
THIRD QUARTER 2022
86.27
67.9
High
High
High
Low
93.24
95.3
97.9
88.2
80.32
86.9
83.34
97.2
99.6
80.7
Specificity (%)
92.22
89.5
93.53
93.5
99.4
95.3
IEEE CIRCUITS AND SYSTEMS MAGAZINE
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IEEE Circuits and Systems Magazine - Q3 2022

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