{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,14]],"date-time":"2026-01-14T23:13:34Z","timestamp":1768432414878,"version":"3.49.0"},"reference-count":37,"publisher":"IOP Publishing","issue":"2","license":[{"start":{"date-parts":[[2021,2,9]],"date-time":"2021-02-09T00:00:00Z","timestamp":1612828800000},"content-version":"vor","delay-in-days":8,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"},{"start":{"date-parts":[[2021,2,9]],"date-time":"2021-02-09T00:00:00Z","timestamp":1612828800000},"content-version":"tdm","delay-in-days":8,"URL":"https:\/\/iopscience.iop.org\/info\/page\/text-and-data-mining"}],"funder":[{"name":"INESC TEC","award":["\u2018LightBrain - a light speed neuromorphic chip with"],"award-info":[{"award-number":["\u2018LightBrain - a light speed neuromorphic chip with"]}]},{"name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","award":["\u2018Quantum Fluids of Light with Hot atomic vapours\u2019 POCI-01-0145-FEDER-032257 SFRH\/BD\/145119\/2019"],"award-info":[{"award-number":["\u2018Quantum Fluids of Light with Hot atomic vapours\u2019 POCI-01-0145-FEDER-032257 SFRH\/BD\/145119\/2019"]}]}],"content-domain":{"domain":["iopscience.iop.org"],"crossmark-restriction":false},"short-container-title":["New J. Phys."],"published-print":{"date-parts":[[2021,2,1]]},"abstract":"<jats:title>Abstract<\/jats:title>\n               <jats:p>Reservoir computing is a promising framework that facilitates the approach to physical neuromorphic hardware by enabling a given nonlinear physical system to act as a computing platform. In this work, we exploit this paradigm to propose a versatile and robust soliton-based computing system using a discrete soliton chain as a reservoir. By taking advantage of its tunable governing dynamics, we show that sufficiently strong nonlinear dynamics allows our soliton-based solution to perform accurate regression and classification tasks of non-linear separable datasets. At a conceptual level, the results presented pave a way for the physical realization of novel hardware solutions and have the potential to inspire future research on soliton-based computing using various physical platforms, leveraging its ubiquity across multiple fields of science, from nonlinear optical media to quantum systems.<\/jats:p>","DOI":"10.1088\/1367-2630\/abda84","type":"journal-article","created":{"date-parts":[[2021,1,14]],"date-time":"2021-01-14T00:43:31Z","timestamp":1610585011000},"page":"023013","update-policy":"https:\/\/doi.org\/10.1088\/crossmark-policy","source":"Crossref","is-referenced-by-count":39,"title":["Reservoir computing with solitons"],"prefix":"10.1088","volume":"23","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8467-4357","authenticated-orcid":false,"given":"Nuno Azevedo","family":"Silva","sequence":"first","affiliation":[]},{"given":"Tiago D","family":"Ferreira","sequence":"additional","affiliation":[]},{"given":"Ariel","family":"Guerreiro","sequence":"additional","affiliation":[]}],"member":"266","published-online":{"date-parts":[[2021,2,9]]},"reference":[{"key":"njpabda84bib1","first-page":"277","article-title":"Computing with solitons: a review and prospectus","author":"Jakubowski","year":"2002"},{"key":"njpabda84bib2","author":"Adamatzky","year":"2012"},{"key":"njpabda84bib3","first-page":"1","article-title":"When can solitons compute?","volume":"10","author":"Jakubowski","year":"1996","journal-title":"Complex Syst."},{"key":"njpabda84bib4","doi-asserted-by":"publisher","first-page":"7267","DOI":"10.1103\/physreve.56.7267","article-title":"Information transfer between solitary waves in the saturable Schr\u00f6dinger equation","volume":"56","author":"Jakubowski","year":"1997","journal-title":"Phys. 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