{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,10,13]],"date-time":"2022-10-13T08:44:27Z","timestamp":1665650667604},"reference-count":3,"publisher":"EDP Sciences","license":[{"start":{"date-parts":[[2022,10,13]],"date-time":"2022-10-13T00:00:00Z","timestamp":1665619200000},"content-version":"vor","delay-in-days":285,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["EPJ Web Conf."],"published-print":{"date-parts":[[2022]]},"abstract":"<jats:p>Optical tweezers use light to trap and manipulate mesoscopic scaled particles with high precision making them a useful tool in a plethora of natural sciences, with emphasis on biological applications. In principle, the Brownian-like dynamics reflect trapped particle properties making it a robust source of information. In this work, we exploit this information by plotting histogram based images of 250<jats:italic>ms<\/jats:italic> of position or displacement used as input to a Convolution Neural Network. Results of 2-fold stratified cross-validation show satisfying classifications between sizes or types of particles: Polystyrene and Polymethilmethacrylate thus highlighting the potential of CNN approaches in faster and non-invasive applications in intelligent opto and microfluidic devices using optical trapping tools.<\/jats:p>","DOI":"10.1051\/epjconf\/202226613029","type":"journal-article","created":{"date-parts":[[2022,10,13]],"date-time":"2022-10-13T08:00:41Z","timestamp":1665648041000},"page":"13029","source":"Crossref","is-referenced-by-count":0,"title":["Intelligent Optical Tweezers with deep neural network classifiers"],"prefix":"10.1051","volume":"266","author":[{"given":"Vicente","family":"Rocha","sequence":"first","affiliation":[]},{"given":"Jo\u00e3o","family":"Oliveira","sequence":"additional","affiliation":[]},{"given":"A.","family":"Guerreiro","sequence":"additional","affiliation":[]},{"given":"Pedro A. S.","family":"Jorge","sequence":"additional","affiliation":[]},{"given":"Nuno A.","family":"Silva","sequence":"additional","affiliation":[]}],"member":"250","published-online":{"date-parts":[[2022,10,13]]},"reference":[{"key":"R1","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1364\/AOP.394888","volume":"13","author":"Gieseler","year":"2021","journal-title":"Advances in Optics and Photonics"},{"key":"R2","doi-asserted-by":"crossref","unstructured":"Jones Philip H. and Marag\u00f2 Onofrio M. and Volpe Giovanni, Optical Tweezers: Principles and Applications (Cambridge University Press, 2015) pp.385-393","DOI":"10.1017\/CBO9781107279711"},{"key":"R3","doi-asserted-by":"crossref","first-page":"6181","DOI":"10.3390\/s21186181","volume":"21","author":"Carvalho","year":"2021","journal-title":"Sensors"}],"container-title":["EPJ Web of Conferences"],"original-title":[],"link":[{"URL":"https:\/\/www.epj-conferences.org\/10.1051\/epjconf\/202226613029\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,10,13]],"date-time":"2022-10-13T08:15:08Z","timestamp":1665648908000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.epj-conferences.org\/10.1051\/epjconf\/202226613029"}},"subtitle":[],"editor":[{"given":"M.F.","family":"Costa","sequence":"first","affiliation":[]},{"given":"M.","family":"Flores-Arias","sequence":"additional","affiliation":[]},{"given":"G.","family":"Pauliat","sequence":"additional","affiliation":[]},{"given":"P.","family":"Segonds","sequence":"additional","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2022]]},"references-count":3,"alternative-id":["epjconf_eosam2022_13029"],"URL":"https:\/\/doi.org\/10.1051\/epjconf\/202226613029","relation":{},"ISSN":["2100-014X"],"issn-type":[{"value":"2100-014X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022]]}}}