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In this article, we develop a Phase II multivariate exponentially weighted moving average control chart, for the continuous surveillance of compositional data based on a transformation into coordinate representation. We use a Markov chain approximation to determine the performance of the proposed multivariate control chart. The optimal multivariate exponentially weighted moving average smoothing constants, control limits, and out\u2010of\u2010control average run lengths have been computed for different combinations of the in\u2010control average run lengths and the number of variables. Several tables are presented and enumerated to show the statistical performance of the proposed control chart. An example illustrates the use of this chart on an industrial problem from a plant in Europe.<\/jats:p>","DOI":"10.1002\/qre.2260","type":"journal-article","created":{"date-parts":[[2018,1,24]],"date-time":"2018-01-24T03:09:01Z","timestamp":1516763341000},"page":"391-402","source":"Crossref","is-referenced-by-count":30,"title":["Monitoring compositional data using multivariate exponentially weighted moving average scheme"],"prefix":"10.1002","volume":"34","author":[{"ORCID":"https:\/\/2.zoppoz.workers.dev:443\/https\/orcid.org\/0000-0002-6005-1497","authenticated-orcid":false,"given":"Kim Phuc","family":"Tran","sequence":"first","affiliation":[{"name":"Division of Data Science Ton Duc Thang University  Ho Chi Minh City Vietnam"},{"name":"Faculty of Information Technology Ton Duc Thang University  Ho Chi Minh City Vietnam"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/2.zoppoz.workers.dev:443\/https\/orcid.org\/0000-0002-9532-4029","authenticated-orcid":false,"given":"Philippe","family":"Castagliola","sequence":"additional","affiliation":[{"name":"Universit\u00e9 de Nantes and LS2N UMR CNRS 6004  Nantes France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Giovanni","family":"Celano","sequence":"additional","affiliation":[{"name":"Universit\u00e0 di Catania  Catania Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Michael B. 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