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Therefore, applying the CS technique in pMRI is the most emerging way for further improving the acquisition time that is a tremendous research interest. However, as the phase encoding plane may be perpendicular or parallel to the coil elements plane, finding the exact domain for CS in pMRI reconstruction is a major challenging issue. In this work, the application of the CS technique in pMRI in both domains is investigated. Later some widely used methodologies are presented as the nonlinear reconstruction algorithm of CS in pMRI.\u00a0Finally, a discussion is performed based on CS in pMRI to perceive the reality of different reconstruction algorithms at a glance for finding preferred methodologies. <\/jats:p>","DOI":"10.1142\/s0219467822500383","type":"journal-article","created":{"date-parts":[[2021,7,24]],"date-time":"2021-07-24T04:25:30Z","timestamp":1627100730000},"source":"Crossref","is-referenced-by-count":8,"title":["Compressed Sensing in Parallel MRI: A Review"],"prefix":"10.1142","volume":"22","author":[{"given":"Rafiqul","family":"Islam","sequence":"first","affiliation":[{"name":"Department of Computer Science and Engineering, Dhaka University of Engineering & Technology, Gazipur, Bangladesh"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Md Shafiqul","family":"Islam","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Dhaka University of Engineering & Technology, Gazipur, Bangladesh"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Muhammad Shahin","family":"Uddin","sequence":"additional","affiliation":[{"name":"Department of Information and Communication Technology, Mawlana Bhashani Science and Technology University, Tangail, Bangladesh"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2021,7,23]]},"reference":[{"key":"S0219467822500383BIB001","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.1910380414"},{"key":"S0219467822500383BIB002","doi-asserted-by":"publisher","DOI":"10.1002\/(SICI)1522-2594(199911)42:5<952::AID-MRM16>3.0.CO;2-S"},{"key":"S0219467822500383BIB003","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.10171"},{"key":"S0219467822500383BIB004","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.21679"},{"key":"S0219467822500383BIB005","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24571-3_67"},{"key":"S0219467822500383BIB006","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2010.08.001"},{"key":"S0219467822500383BIB008","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.23279"},{"key":"S0219467822500383BIB009","doi-asserted-by":"publisher","DOI":"10.1088\/0031-9155\/52\/7\/R01"},{"key":"S0219467822500383BIB010","doi-asserted-by":"publisher","DOI":"10.1007\/s00723-015-0728-6"},{"key":"S0219467822500383BIB011","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2013.2256923"},{"key":"S0219467822500383BIB012","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2006.871582"},{"key":"S0219467822500383BIB014","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.21391"},{"key":"S0219467822500383BIB016","doi-asserted-by":"publisher","DOI":"10.1259\/bjr.20150487"},{"issue":"8","key":"S0219467822500383BIB017","volume":"1","author":"Ye J. 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