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Reservoir Computing with Real-time Data for future IT

Principal investigator

Project type
Znanstveno-istraživački projekti
Financier
European Commission
Start date
Sep 1st 2015
End date
Aug 31st 2018
Status
Done
Total cost
4193147 EUR
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The aim of this proposal is to develop an intelligent biocompatible sensing device which detects complex behavioural changes in ion concentrations. The sensor will use wet NOMFETs, coated Si nanowires, self-conjugated polymers, arrays of photocells, flow of lipids. The level of ions will be measured by monitoring changes in the response function of the system. The high sensitivity of the device will be achieved by ensuring a strong coupling between the environment and the device. The key research challenges will be: accessing the feasibility of the idea to use reservoir computing for sensing complex environmental changes, identifying suitable integration strategies for the components, optimizing the sets of input/output pairs (response functions) and the device components for enhanced sensitivity.

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