{"id":541,"date":"2019-11-12T15:13:41","date_gmt":"2019-11-12T07:13:41","guid":{"rendered":"http:\/\/nljrc.pk.njau.edu.cn\/?p=541"},"modified":"2019-11-12T15:13:41","modified_gmt":"2019-11-12T07:13:41","slug":"lecture-lecturer-john-panneerselvam-university-of-derby","status":"publish","type":"post","link":"http:\/\/172.30.27.2\/index.php\/lecture-lecturer-john-panneerselvam-university-of-derby\/","title":{"rendered":"Lecture \u2013 Lecturer. John Panneerselvam, University of Derby"},"content":{"rendered":"<p style=\"text-align: center;\"><span style=\"font-size: 24px;\">Prescriptive Analytics for Energy Efficient Datacentres<\/span><\/p>\n<div style=\"text-align: right;\"><span style=\"font-size: 14px;\">2018-12-26<\/span><\/div>\n<div style=\"text-align: right;\"><span style=\"font-size: 14px;\">No. A504, Yuxian Building, College of Engineering, Nanjing Agricultural University<\/span><\/div>\n<div><span>Contents of the Lecture\uff1a<\/span><\/div>\n<div>\n<p>Given the evolution of Cloud Computing in recent years, users and clients adopting Cloud Computing for both personal and business needs have increased at an unprecedented scale. This has naturally led to the increased deployments and implementations of Cloud datacentres across the globe. As a consequence of this increasing adoption of Cloud Computing, Cloud datacentres are witnessed to be massive energy consumers and environmental polluters. Whilst the energy implications of Cloud datacentres are being addressed from various research perspectives, predicting the future trend and behaviours of workloads at the datacentres thereby reducing the active server resources is one particular dimension of green computing gaining the interests of researchers and Cloud providers. However, this includes various practical and analytical challenges imposed by the increased dynamism of Cloud systems. The behavioural characteristics of Cloud workloads and users are still not perfectly clear which restrains the reliability of the prediction accuracy of existing research works in this context. To this end, this talk presents our descriptive analytics that uncovers the hidden caused of excess energy expenditures in datacentre execution along with our developed novel resource optimisation framework that aims to avail the most optimum level of resources for executing jobs with reduced server energy expenditures and job terminations. This optimisation framework encompasses a resource estimation module to predict the anticipated resource consumption level for the arrived jobs and a classification module to classify tasks based on their resource intensiveness.<\/p>\n<p><img decoding=\"async\" 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\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\" class=\"aligncenter\" \/><\/p>\n<p><span>About the Reporter\uff1a<\/span><\/p>\n<div><span>Liming (Luke) Chen is Professor of Data Analytics in the School of Computing at Ulster University, UK. He received his BEng and MEng from Beijing Institute of Technology (BIT), China, and his Ph.D in Artificial Intelligence from De Montfort University, UK. His current research interests include data analytics, pervasive computing, artificial intelligence, user-centred intelligent systems and their applications in smart healthcare. Liming is an IET Fellow, an IEEE Senior Member, a co-founder and co-director of the UK-China Gait and Health Innovation Institute, the DMU-USTB (University of Science and Technology Beijing, China) Joint Research Lab. on Smart Healthcare, and the IEEE CIS \u201dUser-centred Smart Systems\u201d Task Force. He is currently the coordinator of the EU Horizon2020 MSCA ITN ACROSSING project, and has serves as the principal investigator for the EU AAL PIA project, the MobileSage project and FP7 MICHELANGELO project, and a number of projects funded by industry and third countries. Liming has over 200 publications in internationally recognised journals, book series and conferences. He is the general chair or program chair for IEEE Smart World Congress 2019, IEEE UIC2017, IEEE HealthCom2017, SAI Computing 2017, IEEE UIC2016, IntelliSys2016, MoMM2015\/2014\/2013, SAI2015\/2013, IWAAL2014, UCAMI2013, and an organising chair of many workshops such as Romart-City2016 and SAGAware2015\/2012, associate editor of IEEE THMS, assistant EIC for IJPCC and guest editors for IEEE THMS, PMC and IJDSN. He has delivered over 20 talks, keynotes and seminars in various forums, conferences, industry and academic events.<\/span><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Prescriptive Analytics for Energy Efficient Datacentres &#8230; <a title=\"Lecture \u2013 Lecturer. John Panneerselvam, University of Derby\" class=\"read-more\" href=\"http:\/\/172.30.27.2\/index.php\/lecture-lecturer-john-panneerselvam-university-of-derby\/\" aria-label=\"More on Lecture \u2013 Lecturer. John Panneerselvam, University of Derby\">\u9605\u8bfb\u66f4\u591a<\/a><\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-541","post","type-post","status-publish","format-standard","hentry","category-visiting-scholars"],"_links":{"self":[{"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/posts\/541","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/comments?post=541"}],"version-history":[{"count":1,"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/posts\/541\/revisions"}],"predecessor-version":[{"id":542,"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/posts\/541\/revisions\/542"}],"wp:attachment":[{"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/media?parent=541"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/categories?post=541"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/tags?post=541"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}