Type II mechanoreceptors and cuneate spiking neuronal network enable touch localization on a large-area e-skin
Abstract The sense of touch is essential for humans to perceive, locate and react to physical stimuli. Notwithstanding the substantial advancements in e-skin research and related applications with collaborative robots and bionic prostheses, biomimetic intelligence remains a challenge in the attempt to understand and mimic somatosensory processing schemes. In this work, we present a large-area e-skin embedded with photonic fibre Bragg gratings, capable of decoding touch localization through a bioinspired two-layered spiking neuronal network. The implemented biomimicry of slowly adapting and fast-adapting type II primary afferents, cuneate neurons with overlapping receptive fields and neuroplasticity, enable unsupervised learning in localizing tactile stimuli with an error lower than 10 mm, and two-point discrimination thresholds matching human psychophysical thresholds in the forearm. These results align with biological findings and offer a promising step towards the development of bionic systems, opening new avenues for both practical applications and scientific explorations of somatosensation.
Authors
- Ana Clara Pereira Resende da Costa (ORCID: https://orcid.org/0000-0002-5533-8880)
- Calogero Maria Oddo (ORCID: https://orcid.org/0000-0002-1489-5701)
- Mariangela Filosa (ORCID: https://orcid.org/0000-0002-3365-7725)
Institutions
- Scuola Superiore Sant'Anna (IT)
- Universidade Federal de Uberlândia (BR)
Publication Details
- Journal
- Nature Machine Intelligence
- Published
- 2025-08-04
- DOI
- https://doi.org/10.1038/s42256-025-01076-w
- Citations
- 4
- Primary Topic
- Advanced Sensor and Energy Harvesting Materials
- Type
- article
- Field-Weighted Citation Impact
- 2.70
Funders
- European Commission
- Coordenação de Aperfeiçoamento de Pessoal de Nível Superior
- Conselho Nacional de Desenvolvimento Científico e Tecnológico
- Financiadora de Estudos e Projetos
- Fundação de Amparo à Pesquisa do Estado de Minas Gerais
- Regione Toscana