{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T15:33:37Z","timestamp":1781105617902,"version":"3.54.1"},"reference-count":0,"publisher":"IGI Global Scientific Publishing","issue":"3","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021,7]]},"abstract":"<jats:p>The paper is dedicated to distributed convolutional neural networks on a resource constrained devices cluster. The authors focus on requirements that meet the users' needs. Based on this, architecture of the system is proposed. Two use cases of CNN computations on a ROCK-CNN cluster are mentioned, and algorithms for organizing distributed convolutional neural networks are described. Experiments to validate proposed architecture and algorithms for distributed deep learning computations are conducted as well.<\/jats:p>","DOI":"10.4018\/ijertcs.2021070102","type":"journal-article","created":{"date-parts":[[2021,6,7]],"date-time":"2021-06-07T10:37:31Z","timestamp":1623062251000},"page":"14-31","source":"Crossref","is-referenced-by-count":3,"title":["ROCK-CNN"],"prefix":"10.4018","volume":"12","author":[{"given":"Rezeda","family":"Khaydarova","sequence":"first","affiliation":[{"name":"ITMO University, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0644-9242","authenticated-orcid":true,"given":"Dmitriy","family":"Mouromtsev","sequence":"additional","affiliation":[{"name":"ITMO University, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Vladislav","family":"Fishchenko","sequence":"additional","affiliation":[{"name":"ITMO University, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1391-1455","authenticated-orcid":true,"given":"Vladislav","family":"Shmatkov","sequence":"additional","affiliation":[{"name":"ITMO University, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Maxim","family":"Lapaev","sequence":"additional","affiliation":[{"name":"TPP Lab Ltd, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ivan","family":"Shilin","sequence":"additional","affiliation":[{"name":"ITMO University, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","container-title":["International Journal of Embedded and Real-Time Communication Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=281087","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,5]],"date-time":"2022-05-05T16:20:17Z","timestamp":1651767617000},"score":1,"resource":{"primary":{"URL":"http:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/IJERTCS.2021070102"}},"subtitle":["Distributed Deep Learning Computations in a Resource-Constrained Cluster"],"short-title":[],"issued":{"date-parts":[[2021,7]]},"references-count":0,"journal-issue":{"issue":"3"},"URL":"https:\/\/doi.org\/10.4018\/ijertcs.2021070102","relation":{},"ISSN":["1947-3176","1947-3184"],"issn-type":[{"value":"1947-3176","type":"print"},{"value":"1947-3184","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,7]]}}}