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The integration of big data producing technologies, such as wireless sensor networks, Internet of Things, and cloud computing, into cyber-physical systems is reducing the available time to find the appropriate solutions. This paper presents one possible solution for the coming exascale big data processing: a data flow computing concept. The performance of data flow systems that are processing big data should not be measured with the measures defined for the prevailing control flow systems. A new benchmarking methodology is proposed, which integrates the performance issues of speed, area, and power needed to execute the task. The computer ranking would look different if the new benchmarking methodologies were used; data flow systems would outperform control flow systems. This statement is backed by the recent results gained from implementations of specialized algorithms and applications in data flow systems. They show considerable factors of speedup, space savings, and power reductions regarding the implementations of the same in control flow computers. In our view, the next step of data flow computing development should be a move from specialized to more general algorithms and applications. <\/jats:p>","DOI":"10.1155\/2015\/271752","type":"journal-article","created":{"date-parts":[[2015,8,30]],"date-time":"2015-08-30T21:28:46Z","timestamp":1440970126000},"page":"271752","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":28,"title":["New Benchmarking Methodology and Programming Model for Big Data Processing"],"prefix":"10.1177","volume":"11","author":[{"given":"Anton","family":"Kos","sequence":"first","affiliation":[{"name":"Faculty of Electrical Engineering, University of Ljubljana, Tr\u017ea\u0161ka Cesta 25, 1000 Ljubljana, Slovenia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2968-8879","authenticated-orcid":false,"given":"Sa\u0161o","family":"Toma\u017ei\u010d","sequence":"additional","affiliation":[{"name":"Faculty of Electrical Engineering, University of Ljubljana, Tr\u017ea\u0161ka Cesta 25, 1000 Ljubljana, Slovenia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jakob","family":"Salom","sequence":"additional","affiliation":[{"name":"Mathematical Institute of the Serbian Academy of Sciences and Arts, Knez Mihailova 36, 11001 Belgrade, Serbia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nemanja","family":"Trifunovic","sequence":"additional","affiliation":[{"name":"Maxeler Technologies Ltd., 1 Down Place, London W6 9JH, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mateo","family":"Valero","sequence":"additional","affiliation":[{"name":"Barcelona Supercomputing Center, Carrer de Jordi Girona 29, 08034 Barcelona, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Veljko","family":"Milutinovic","sequence":"additional","affiliation":[{"name":"School of Electrical Engineering, University of Belgrade, Bulevar Kralja Aleksandra 73, 11000 Belgrade, Serbia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2015,8,30]]},"reference":[{"key":"B1-2015-271752","doi-asserted-by":"publisher","DOI":"10.1155\/2012\/489794"},{"key":"B2-2015-271752","doi-asserted-by":"publisher","DOI":"10.1109\/access.2014.2332453"},{"key":"B4-2015-271752","volume-title":"Proceedings of the IDC iView","author":"Gantz J."},{"key":"B5-2015-271752","first-page":"126","volume-title":"Proceedings of the 2nd Annual Symposium on Computer Architecture (ISCA \u203275)","author":"Dennis J. 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