{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,18]],"date-time":"2026-03-18T14:49:37Z","timestamp":1773845377803,"version":"3.50.1"},"reference-count":24,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2020,4,23]],"date-time":"2020-04-23T00:00:00Z","timestamp":1587600000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,4,23]],"date-time":"2020-04-23T00:00:00Z","timestamp":1587600000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Supercomput"],"published-print":{"date-parts":[[2021,1]]},"DOI":"10.1007\/s11227-020-03296-w","type":"journal-article","created":{"date-parts":[[2020,4,23]],"date-time":"2020-04-23T11:03:41Z","timestamp":1587639821000},"page":"711-750","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":64,"title":["An efficient resource provisioning approach for analyzing cloud workloads: a metaheuristic-based clustering approach"],"prefix":"10.1007","volume":"77","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2639-0900","authenticated-orcid":false,"given":"Mostafa","family":"Ghobaei-Arani","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4856-9119","authenticated-orcid":false,"given":"Ali","family":"Shahidinejad","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2020,4,23]]},"reference":[{"key":"3296_CR1","doi-asserted-by":"crossref","unstructured":"Buyya R, Vecchiola C, Selvi ST (2013) Mastering cloud computing: foundations and applications programming. In: Newnes","DOI":"10.1016\/B978-0-12-411454-8.00010-3"},{"key":"3296_CR2","doi-asserted-by":"publisher","DOI":"10.1201\/b17805","volume-title":"Essentials of cloud computing","author":"K Chandrasekaran","year":"2014","unstructured":"Chandrasekaran K (2014) Essentials of cloud computing. CRC Press, Boca Raton"},{"key":"3296_CR3","doi-asserted-by":"publisher","first-page":"76","DOI":"10.1016\/j.jnca.2019.06.002","volume":"142","author":"M Ghobaei-Arani","year":"2019","unstructured":"Ghobaei-Arani M, Khorsand R, Ramezanpour M (2019) An autonomous resource provisioning framework for massively multiplayer online games in cloud environment. J Netw Comput Appl 142:76\u201397","journal-title":"J Netw Comput Appl"},{"key":"3296_CR4","doi-asserted-by":"publisher","first-page":"424","DOI":"10.1016\/j.jnca.2013.10.004","volume":"41","author":"SS Manvi","year":"2014","unstructured":"Manvi SS, Shyam GK (2014) Resource management for Infrastructure as a Service (IaaS) in cloud computing: a survey. J Netw Comput Appl 41:424\u2013440","journal-title":"J Netw Comput Appl"},{"key":"3296_CR5","doi-asserted-by":"publisher","DOI":"10.1007\/s10586-019-02972-8","author":"A Shahidinejad","year":"2019","unstructured":"Shahidinejad A, Ghobaei-Arani M, Esmaeili L (2019) An elastic controller using Colored Petri Nets in cloud computing environment. Cluster Comput 1\u201327. https:\/\/doi.org\/10.1007\/s10586-019-02972-8","journal-title":"Cluster Comput"},{"key":"3296_CR6","doi-asserted-by":"publisher","first-page":"94","DOI":"10.1016\/j.jnca.2018.09.023","volume":"124","author":"W Iqbal","year":"2018","unstructured":"Iqbal W, Erradi A, Mahmood A (2018) Dynamic workload patterns prediction for proactive auto-scaling of web applications. J Netw Comput Appl 124:94\u2013107","journal-title":"J Netw Comput Appl"},{"key":"3296_CR7","doi-asserted-by":"publisher","first-page":"138","DOI":"10.1016\/j.compeleceng.2015.02.003","volume":"47","author":"S Singh","year":"2015","unstructured":"Singh S, Chana I (2015) Q-aware: Quality of service based cloud resource provisioning. Comput Electr Eng 47:138\u2013160","journal-title":"Comput Electr Eng"},{"key":"3296_CR8","doi-asserted-by":"publisher","first-page":"11289","DOI":"10.1109\/ACCESS.2020.2964648","volume":"8","author":"X Wang","year":"2020","unstructured":"Wang X, Wang H (2020) Driving behavior clustering for hazardous material transportation based on genetic fuzzy C-means algorithm. IEEE Access 8:11289\u201311296","journal-title":"IEEE Access"},{"key":"3296_CR9","doi-asserted-by":"publisher","first-page":"106","DOI":"10.1016\/j.eswa.2015.10.039","volume":"47","author":"S Mirjalili","year":"2016","unstructured":"Mirjalili S, Saremi S, Mirjalili SM, Coelho LDS (2016) Multi-objective grey wolf optimizer: a novel algorithm for multi-criterion optimization. Expert Syst Appl 47:106\u2013119","journal-title":"Expert Syst Appl"},{"issue":"3","key":"3296_CR10","doi-asserted-by":"publisher","first-page":"385","DOI":"10.1007\/s10723-017-9424-0","volume":"17","author":"SS Gill","year":"2019","unstructured":"Gill SS, Buyya R (2019) Resource provisioning based scheduling framework for execution of heterogeneous and clustered workloads in clouds: from fundamental to autonomic offering. J Grid Comput 17(3):385\u2013417","journal-title":"J Grid Comput"},{"key":"3296_CR11","doi-asserted-by":"publisher","DOI":"10.1109\/TSC.2019.2918776","author":"A Erradi","year":"2019","unstructured":"Erradi A, Iqbal W, Mahmood A, Bouguettaya A (2019) Web application resource requirements estimation based on the workload latent features. IEEE Trans Services Comput. https:\/\/doi.org\/10.1109\/TSC.2019.2918776","journal-title":"IEEE Trans Services Comput"},{"key":"3296_CR12","doi-asserted-by":"publisher","first-page":"152690","DOI":"10.1109\/ACCESS.2019.2948475","volume":"7","author":"L Xu","year":"2019","unstructured":"Xu L, Wang H, Lin W, Gulliver TA, Le KN (2019) GWO-BP neural network based OP performance prediction for mobile multiuser communication networks. IEEE Access 7:152690\u2013152700","journal-title":"IEEE Access"},{"key":"3296_CR13","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-019-04604-z","author":"L Xu","year":"2019","unstructured":"Xu L, Wang J, Wang H, Gulliver TA, Le KN (2019) BP neural network-based ABEP performance prediction for mobile Internet of Things communication systems. Neural Comput Appl 1\u201317. https:\/\/doi.org\/10.1007\/s00521-019-04604-z","journal-title":"Neural Comput Appl"},{"issue":"1","key":"3296_CR14","doi-asserted-by":"publisher","first-page":"44","DOI":"10.3390\/s20010044","volume":"20","author":"Y-H Xu","year":"2020","unstructured":"Xu Y-H, Xie J-W, Zhang Y-G, Hua M, Zhou W (2020) Reinforcement Learning (RL)-based energy efficient resource allocation for energy harvesting-powered wireless body area network. Sensors 20(1):44","journal-title":"Sensors"},{"key":"3296_CR15","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1002\/cpe.5552","volume":"32","author":"YH Xu","year":"2019","unstructured":"Xu YH, Liu ML, Xie JW, Zhou J (2019) An IEEE 802.21 MIS-based mobility management for D2D communications over heterogeneous networks (HetNets). Concurr Comput Pract Exp 32:5. https:\/\/doi.org\/10.1002\/cpe.5552","journal-title":"Concurr Comput Pract Exp"},{"issue":"2","key":"3296_CR16","doi-asserted-by":"publisher","first-page":"361","DOI":"10.1007\/s10922-017-9419-y","volume":"26","author":"SS Gill","year":"2018","unstructured":"Gill SS, Buyya R, Chana I, Singh M, Abraham A (2018) BULLET: particle swarm optimization based scheduling technique for provisioned cloud resources. J Netw Syst Manag 26(2):361\u2013400","journal-title":"J Netw Syst Manag"},{"issue":"6","key":"3296_CR17","doi-asserted-by":"publisher","first-page":"1452","DOI":"10.1016\/j.future.2012.01.008","volume":"29","author":"R Mian","year":"2013","unstructured":"Mian R, Martin P, Vazquez-Poletti JL (2013) Provisioning data analytic workloads in a cloud. Fut Gener Comput Syst 29(6):1452\u20131458","journal-title":"Fut Gener Comput Syst"},{"key":"3296_CR18","doi-asserted-by":"publisher","first-page":"69","DOI":"10.1016\/j.compeleceng.2015.08.016","volume":"47","author":"D Magalh\u00e3es","year":"2015","unstructured":"Magalh\u00e3es D, Calheiros RN, Buyya R, Gomes DG (2015) Workload modeling for resource usage analysis and simulation in cloud computing. Comput Electr Eng 47:69\u201381","journal-title":"Comput Electr Eng"},{"key":"3296_CR19","doi-asserted-by":"publisher","first-page":"83","DOI":"10.1016\/j.future.2018.04.044","volume":"87","author":"M Amiri","year":"2018","unstructured":"Amiri M, Mohammad-Khanli L, Mirandola R (2018) An online learning model based on episode mining for workload prediction in cloud. Fut Gener Comput Syst 87:83\u2013101","journal-title":"Fut Gener Comput Syst"},{"issue":"21","key":"3296_CR20","doi-asserted-by":"publisher","first-page":"10781","DOI":"10.1007\/s00500-018-3632-9","volume":"23","author":"A Meenakshi","year":"2019","unstructured":"Meenakshi A, Sirmathi H, Ruth JA (2019) Cloud computing-based resource provisioning using k-means clustering and GWO prioritization. Soft Comput 23(21):10781\u201310791","journal-title":"Soft Comput"},{"key":"3296_CR21","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-018-1272-0","author":"B Raza","year":"2018","unstructured":"Raza B et al (2018) Autonomic workload performance tuning in large-scale data repositories. Knowl Inf Syst 1\u201337. https:\/\/doi.org\/10.1007\/s10115-018-1272-0","journal-title":"Knowl Inf Syst"},{"key":"3296_CR22","doi-asserted-by":"publisher","first-page":"35","DOI":"10.1016\/j.jnca.2016.12.017","volume":"80","author":"C Liu","year":"2017","unstructured":"Liu C, Liu C, Shang Y, Chen S, Cheng B, Chen J (2017) An adaptive prediction approach based on workload pattern discrimination in the cloud. J Netw Comput Appl 80:35\u201344","journal-title":"J Netw Comput Appl"},{"issue":"2","key":"3296_CR23","doi-asserted-by":"publisher","first-page":"619","DOI":"10.1007\/s10586-018-2868-6","volume":"22","author":"P Singh","year":"2018","unstructured":"Singh P, Gupta P, Jyoti K (2018) TASM: technocrat ARIMA and SVR model for workload prediction of web applications in cloud. Clust Comput 22(2):619\u2013633","journal-title":"Clust Comput"},{"issue":"1","key":"3296_CR24","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1002\/spe.995","volume":"41","author":"RN Calheiros","year":"2011","unstructured":"Calheiros RN, Ranjan R, Beloglazov A, De Rose CA, Buyya R (2011) CloudSim: a toolkit for modeling and simulation of cloud computing environments and evaluation of resource provisioning algorithms. Softw Pract Exp 41(1):23\u201350","journal-title":"Softw Pract Exp"}],"container-title":["The Journal of Supercomputing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11227-020-03296-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11227-020-03296-w\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11227-020-03296-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,4,22]],"date-time":"2021-04-22T23:32:54Z","timestamp":1619134374000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11227-020-03296-w"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,4,23]]},"references-count":24,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2021,1]]}},"alternative-id":["3296"],"URL":"https:\/\/doi.org\/10.1007\/s11227-020-03296-w","relation":{},"ISSN":["0920-8542","1573-0484"],"issn-type":[{"value":"0920-8542","type":"print"},{"value":"1573-0484","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,4,23]]},"assertion":[{"value":"23 April 2020","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}