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Towards Spiking Neural Networks for ultra-low-power consumption applications (PIBA_2020_1_0008)

  • Lead researchers: Eva Portillo Pérez - (04/11/2020 - 30/11/2023)
  • Funding body: Basque Country Government, Department of Education

A HardWare Implementation of the PWM inspired encoding/decoding algorithm (IHA-PWM). A new supervised training approach of SNN for regression based on both backpropagation and PWM inspired encoding/decoding algorithm. Define the specification for a neuromorphic HardWare implementation of both IHA-PWM and the new supervised training algorithm.

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Smart Tip for Gait Functional Diagnosis in Multiple Sclerosis Patients (DPI2017-82694-R)

  • Lead researchers: Asier Zubizarreta - (01/01/2018 - 31/07/2021)
  • Funding body: Spanish Ministry of Science and Innovation

This project focuses on the development of an intelligent tip for the monitoring and diagnosis of Multiple Sclerosis (MS) patients. The data adquired by this device is intended to be used for diagnosis purposes, offering objective data that can be used to optimize and adapt the rehabilitation therapy to the particular state of each patient, which will lead to the improvement of his/her life quality. MS is one of the neurological diseases with more impact in society (40000 patients in Spain), due to: 1) the average...

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Advanced support system for endurance training based on a Virtual Lactate Sensor implemented by Artificial Intelligence techniques (IG-2015/0000062)

  • Lead researchers: Eva Portillo Pérez - (01/01/2015 - 31/12/2017)
  • Funding body: Basque Country Government (GAITEK), Grupo Campus

During the last years, it is clear the growing importance of endurance sports, especially middle- and long-distance races, included or not within the also very popular endurance triathlon. Currently, these athletes support the workouts on a smart watch or heart rate monitor as well as software applications for analysis and statistics. These software applications make possible to analyze a posteriori data itineraries, to make comparisons, to obtain statistical values, ... facilitating the realization of comprehensive and...

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