Spoken digit classification using a spin-wave delay-line active-ring reservoir computing

May 26, 2020 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Stuart Watt, Mikhail Kostylev arXiv ID 2005.12557 Category cs.NE: Neural & Evolutionary Cross-listed cond-mat.dis-nn Citations 1 Venue arXiv.org Last Checked 4 months ago
Abstract
As a test of general applicability, we use the recently proposed spin-wave delay line active-ring reservoir computer to perform the spoken digit recognition task. On this, classification accuracies of up to 93% are achieved. The tested device prototype employs improved spin wave transducers (antennas). Therefore, in addition, we also let the computer complete the short-term memory (STM) task and the parity check (PC) tasks, because the fading memory and nonlinearity are essential to reservoir computing performance. The resulting STM and PC capacities reach maximum values of 4.77 and 1.47 respectively.
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