Stochastic Computing co-processing elements for Evolving Autonomous Data Partitioning

Alejandro Morán,Vincent Canals,Plamen P. Angelov,Christian F. Frasser,Erik S. Skibinsky-Gitlin,Joan Font,Eugeni Isern,Miquel Roca,Josep L. Rosselló

2021 XXXVI Conference on Design of Circuits and Integrated Systems (DCIS)（2021）

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摘要

This paper proposes a hardware acceleration of a recently proposed evolving Autonomous Data Partitioning (ADP) algorithm by an unconventional computational technique as stochastic computing. The ADP algorithm is non-parametric and its evolving version creates data clouds from streaming data samples. Since the ADP algorithm calculates maximum and minimum Euclidean norms, distances and maximum/minim...

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关键词

Measurement,Power demand,Embedded systems,Computational modeling,Clustering algorithms,Partitioning algorithms,Signal representation

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