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Compressive Sensing system for recording of ECoG signals in-vivo

Compressive Sensing system for recording of ECoG signals in-vivo

Compressive Sensing system for recording of ECoG signals in-vivo

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Figure 1.1. Energy a power costs <strong>for</strong> a typical biosensor configuration [4, 5, 6 7, 8].In applications such an implantable neural <strong>record<strong>in</strong>g</strong> arrays, as the number <strong>of</strong> microelectrodewith<strong>in</strong> the arrays have <strong>in</strong>creased <strong>in</strong> order to simultaneously understand the dynamics <strong>of</strong> manyneurons at almost s<strong>in</strong>gle neuron scale, the data reduction becomes mandatory <strong>in</strong> order to beable to transmit the recorded data. As a matter <strong>of</strong> fact, <strong>in</strong> recent years the advance <strong>in</strong> thedevelopment <strong>of</strong> multichannels microprobes, <strong>for</strong> <strong>record<strong>in</strong>g</strong> neural activity, has supposed asignificant milestone towards <strong>in</strong>tegrated microimplanted wireless devices <strong>for</strong> cl<strong>in</strong>ical applications<strong>in</strong> the study <strong>of</strong> chronic illness, such as epilepsy.In Fig.1.2 it is depicted an example <strong>of</strong> an array <strong>for</strong> neural data acquisition which has beendeveloped by researchers from the University <strong>of</strong> Utah [9]. It is possible to observe the<strong>in</strong>tegration density <strong>of</strong> the plat<strong>in</strong>um-tipped silicon microelectrodes over a volume <strong>of</strong> 4 x 4 x 1.5mm 3 , which have been implemented <strong>in</strong> a matrix <strong>of</strong> 10 x 10 microelectrodes. It has to be taken<strong>in</strong>to consideration that <strong>in</strong>dependently from the resolution, when multielectrodes are placed <strong>in</strong> thebra<strong>in</strong> it is common <strong>for</strong> some electrodes to detect spikes from several dist<strong>in</strong>ct neurons whileother electrodes may see no resolvable spikes.Figure 1.2. Integrated Neural Interface (INI) developed by University <strong>of</strong> Utah [9]. The 10 x 10microelectode array has been implemented with an <strong>in</strong>ter-probe distance <strong>of</strong> 400μm.Neural <strong>signals</strong> acquisition <strong>system</strong>s, as <strong>ECoG</strong> and Action Potentials (AP), play a challeng<strong>in</strong>g role<strong>in</strong> the biomedical applications development which has been <strong>in</strong>troduced along this chapterbecause <strong>of</strong> the sav<strong>in</strong>g <strong>in</strong> area and power which have to be mandatorily achieved <strong>in</strong> order toimplant the chips <strong>in</strong> human bra<strong>in</strong>s.26

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