Search Results for author: Flavio Ponzina

Found 2 papers, 0 papers with code

MicroHD: An Accuracy-Driven Optimization of Hyperdimensional Computing Algorithms for TinyML systems

no code implementations24 Mar 2024 Flavio Ponzina, Tajana Rosing

Hyperdimensional computing (HDC) is emerging as a promising AI approach that can effectively target TinyML applications thanks to its lightweight computing and memory requirements.

An Error-Based Approximation Sensing Circuit for Event-Triggered, Low Power Wearable Sensors

no code implementations25 Jun 2021 Silvio Zanoli, Flavio Ponzina, Tomás Teijeiro, Alexandre Levisse, David Atienza

At the same time, multi-channel signals (like the six-dimensional accelerometer signal) can still benefit from the designed circuit, achieving a reduction factor up to 80% with minor performance degradation.

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