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A grapeful discovery: Reservoir computing with wine beads

Raphael Fortulan, Noushin Raeisi Kheirabadi, Alessandro Chiolerio, Andrew Adamatzky

Research output: Contribution to journalArticlepeer-review

Abstract

In this work, we introduce encapsulated wine beads as a novel, edible material for unconventional and neuromorphic computing. When encapsulated in alginate beads, wine, a complex mixture of proteins, organic acids, sugars, metal ions, and volatiles, exhibits nonlinear electrical behavior and memory effects governed by ox-redox processes. These responses show plasticity-like features, allowing programmable resistance states. The wine beads can be leveraged for computing, and to demonstrate this potential, the wine bead was used as a single-node reservoir for classification tasks. Our findings indicate that the resistance is programmable, exhibits a high degree of repeatability, and can be used for reservoir computing scenarios.

Original languageEnglish
Article numberpgaf335
Number of pages6
JournalPNAS Nexus
Volume4
Issue number11
Early online date22 Oct 2025
DOIs
Publication statusPublished - 1 Nov 2025

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