{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,30]],"date-time":"2025-12-30T15:25:16Z","timestamp":1767108316986,"version":"3.40.5"},"reference-count":44,"publisher":"Springer Science and Business Media LLC","issue":"24","license":[{"start":{"date-parts":[[2021,5,14]],"date-time":"2021-05-14T00:00:00Z","timestamp":1620950400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,5,14]],"date-time":"2021-05-14T00:00:00Z","timestamp":1620950400000},"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":["Multimed Tools Appl"],"published-print":{"date-parts":[[2022,10]]},"DOI":"10.1007\/s11042-021-11021-9","type":"journal-article","created":{"date-parts":[[2021,5,14]],"date-time":"2021-05-14T18:02:25Z","timestamp":1621015345000},"page":"34501-34523","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["An auto-scaling mechanism for cloud-based multimedia storage systems: a fuzzy-based elastic controller"],"prefix":"10.1007","volume":"81","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"}]},{"given":"Maryam","family":"Rezaei","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alireza","family":"Souri","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,5,14]]},"reference":[{"key":"11021_CR1","first-page":"1","volume":"2016","author":"W Ai","year":"2016","unstructured":"Ai W, Li K, Lan S, Zhang F, Mei J, Li K, Buyya R (2016) On elasticity measurement in cloud computing. Sci Program 2016:1\u201313","journal-title":"Sci Program"},{"key":"11021_CR2","volume-title":"March","author":"Y Al-Dhuraibi","year":"2018","unstructured":"Al-Dhuraibi Y, Zalila F, Djarallah N, Merle P (2018, March) Coordinating vertical elasticity of both containers and virtual machines"},{"key":"11021_CR3","doi-asserted-by":"crossref","unstructured":"Arabnejad H, Pahl C, Jamshidi P, Estrada G (2017, May). A comparison of reinforcement learning techniques for fuzzy cloud auto-scaling. In 2017 17th IEEE\/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGRID) (pp. 64-73). IEEE.","DOI":"10.1109\/CCGRID.2017.15"},{"key":"11021_CR4","doi-asserted-by":"publisher","unstructured":"Aslanpour MS, Toosi AN, Taheri J, Gaire R (2021) AutoScaleSim: A simulation toolkit for auto-scaling Web applications in clouds. Simulation Modelling Practice and Theory 108:102245. https:\/\/doi.org\/10.1016\/j.simpat.2020.102245","DOI":"10.1016\/j.simpat.2020.102245"},{"key":"11021_CR5","doi-asserted-by":"crossref","unstructured":"Beloglazov A, Buyya R (2010) Adaptive threshold-based approach for energy-efficient consolidation of virtual machines in cloud data centers MGC@ Middleware, 4.","DOI":"10.1145\/1890799.1890803"},{"key":"11021_CR6","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1016\/j.future.2016.05.014","volume":"64","author":"M Beltr\u00e1n","year":"2016","unstructured":"Beltr\u00e1n M (2016) BECloud: a new approach to analyse elasticity enablers of cloud services. Futur Gener Comput Syst 64:39\u201349","journal-title":"Futur Gener Comput Syst"},{"key":"11021_CR7","doi-asserted-by":"crossref","unstructured":"Bowers KD, Juels A Oprea A (2009, November) HAIL: a high-availability and integrity layer for cloud storage. In Proceedings of the 16th ACM conference on Computer and communications security (pp. 187\u2013198).","DOI":"10.1145\/1653662.1653686"},{"key":"11021_CR8","doi-asserted-by":"publisher","unstructured":"Aslanpour MS, Toosi AN, Gaire R, Cheema MA (2020) Auto-scaling of web applications in clouds: A tail latency evaluation. In 2020 IEEE\/ACM 13th International Conference on Utility and Cloud Computing (UCC) (pp. 186\u2013195). IEEE. https:\/\/doi.org\/10.1109\/UCC48980.2020.00037","DOI":"10.1109\/UCC48980.2020.00037"},{"key":"11021_CR9","doi-asserted-by":"publisher","unstructured":"Aslanpour MS, Dashti SE (2016) SLA-aware resource allocation for application service providers in the cloud. In 2016 Second International Conference on Web Research (ICWR) (pp. 31\u201342). IEEE. https:\/\/doi.org\/10.1109\/ICWR.2016.7498443","DOI":"10.1109\/ICWR.2016.7498443"},{"key":"11021_CR10","doi-asserted-by":"crossref","unstructured":"Cardellini V, Grbac TG, Nardelli M, Tankovi\u0107 N, Truong HL (2018) Qos-based elasticity for service chains in distributed edge cloud environments. In Autonomous Control for a Reliable Internet of Services (pp. 182-211). Springer, Cham.","DOI":"10.1007\/978-3-319-90415-3_8"},{"issue":"3","key":"11021_CR11","doi-asserted-by":"publisher","first-page":"1045","DOI":"10.1007\/s11227-016-1827-3","volume":"74","author":"L Chen","year":"2018","unstructured":"Chen L, Qiu M, Song J, Xiong Z, Hassan H (2018) E2fs: an elastic storage system for cloud computing. J Supercomput 74(3):1045\u20131060","journal-title":"J Supercomput"},{"key":"11021_CR12","doi-asserted-by":"publisher","first-page":"103397","DOI":"10.1016\/j.autcon.2020.103397","volume":"120","author":"G Chiesa","year":"2020","unstructured":"Chiesa G, Di Vita D, Ghadirzadeh A, Herrera AHM, Rodriguez JCL (2020) A fuzzy-logic IoT lighting and shading control system for smart buildings. Autom Constr 120:103397","journal-title":"Autom Constr"},{"key":"11021_CR13","doi-asserted-by":"crossref","unstructured":"Chitra K, Vennila C (2020) A novel patch selection technique in ANN B-spline Bayesian hyperprior interpolation VLSI architecture using fuzzy logic for highspeed satellite image processing. Journal of Ambient Intelligence and Humanized Computing, pp.1-14.","DOI":"10.1007\/s12652-020-02264-9"},{"key":"11021_CR14","unstructured":"Cidon Cidon A, Escriva R, Katti S, Rosenblum M, Sirer EG (2015) Tiered replication: A cost-effective alternative to full cluster geo-replication. In 2015 {USENIX} Annual Technical Conference ({USENIX}{ATC} 15) (pp. 31\u201343)."},{"key":"11021_CR15","doi-asserted-by":"publisher","first-page":"105389","DOI":"10.1016\/j.compag.2020.105389","volume":"173","author":"JD Franco","year":"2020","unstructured":"Franco JD, Ramirez-delReal TA, Villanueva D, G\u00e1rate-Garc\u00eda A, Armenta-Medina D (2020) Monitoring of Ocimum basilicum seeds growth with image processing and fuzzy logic techniques based on Cloudino-IoT and FIWARE platforms. Comput Electron Agric 173:105389","journal-title":"Comput Electron Agric"},{"key":"11021_CR16","doi-asserted-by":"crossref","unstructured":"Galante G, de Bona LCE (2012, November) A survey on cloud computing elasticity. In 2012 IEEE Fifth International Conference on Utility and Cloud Computing (pp. 263-270). IEEE.","DOI":"10.1109\/UCC.2012.30"},{"key":"11021_CR17","doi-asserted-by":"publisher","first-page":"14","DOI":"10.1016\/j.future.2013.12.037","volume":"35","author":"SMK Gueye","year":"2014","unstructured":"Gueye SMK, De Palma N, Rutten \u00c9, Tchana A, Berthier N (2014) Coordinating self-sizing and self-repair managers for multi-tier systems. Futur Gener Comput Syst 35:14\u201326","journal-title":"Futur Gener Comput Syst"},{"key":"11021_CR18","unstructured":"Harter T, Borthakur D, Dong S, Aiyer A, Tang L, Arpaci-Dusseau AC, Arpaci-Dusseau RH (2014P) Analysis of {HDFS} under HBase: a Facebook messages case study. In 12th {USENIX} Conference on File and Storage Technologies ({FAST} 14) (pp. 199-212)."},{"key":"11021_CR19","doi-asserted-by":"crossref","unstructured":"Hosamani N, Albur N, Yaji P, Mulla MM, Narayan DG (2020, July) Elastic provisioning of Hadoop clusters on OpenStack private cloud. In 2020 11th International Conference on Computing, Communication and Networking Technologies (ICCCNT) (pp. 1-7). IEEE.","DOI":"10.1109\/ICCCNT49239.2020.9225277"},{"key":"11021_CR20","doi-asserted-by":"crossref","unstructured":"Jamshidi P, Ahmad A, Pahl C (2014, June) Autonomic resource provisioning for cloud-based software. In Proceedings of the 9th international symposium on software engineering for adaptive and self-managing systems (pp. 95-104).","DOI":"10.1145\/2593929.2593940"},{"issue":"7","key":"11021_CR21","doi-asserted-by":"publisher","first-page":"1417","DOI":"10.3390\/app9071417","volume":"9","author":"R Jannapureddy","year":"2019","unstructured":"Jannapureddy R, Vien QT, Shah P, Trestian R (2019) An auto-scaling framework for analyzing big data in the cloud environment. Applied Sciences 9(7):1417","journal-title":"Applied Sciences"},{"key":"11021_CR22","doi-asserted-by":"publisher","first-page":"14","DOI":"10.1016\/j.future.2014.02.018","volume":"37","author":"PD Kaur","year":"2014","unstructured":"Kaur PD, Chana I (2014) A resource elasticity framework for QoS-aware execution of cloud applications. Futur Gener Comput Syst 37:14\u201325","journal-title":"Futur Gener Comput Syst"},{"key":"11021_CR23","doi-asserted-by":"publisher","first-page":"115","DOI":"10.1016\/j.future.2017.04.018","volume":"78","author":"S Lehrig","year":"2018","unstructured":"Lehrig S, Sanders R, Brataas G, Cecowski M, Ivan\u0161ek S, Polutnik J (2018) CloudStore\u2014towards scalability, elasticity, and efficiency benchmarking and analysis in cloud computing. Futur Gener Comput Syst 78:115\u2013126","journal-title":"Futur Gener Comput Syst"},{"key":"11021_CR24","volume-title":"Quantitative modeling and analytical calculation of elasticity in cloud computing","author":"K Li","year":"2017","unstructured":"Li K (2017) Quantitative modeling and analytical calculation of elasticity in cloud computing. IEEE Transactions on Cloud Computing."},{"issue":"3","key":"11021_CR25","doi-asserted-by":"publisher","first-page":"1977","DOI":"10.1007\/s10586-017-0899-z","volume":"20","author":"Y Liu","year":"2017","unstructured":"Liu Y, Gureya D, Al-Shishtawy A, Vlassov V (2017) OnlineElastMan: self-trained proactive elasticity manager for cloud-based storage services. Clust Comput 20(3):1977\u20131994","journal-title":"Clust Comput"},{"key":"11021_CR26","doi-asserted-by":"crossref","unstructured":"Lytvyn V, Dosyn D, Vysotska V, Hryhorovych A (2020, August) Method of ontology 45. Use in OODA. In 2020 IEEE Third International Conference on Data Stream Mining & Processing (DSMP) (pp. 409-413). IEEE.","DOI":"10.1109\/DSMP47368.2020.9204107"},{"issue":"1","key":"11021_CR27","doi-asserted-by":"publisher","first-page":"174","DOI":"10.1007\/s11227-019-03017-y","volume":"76","author":"M Maghsoudloo","year":"2020","unstructured":"Maghsoudloo M, Khoshavi N (2020) Elastic HDFS: interconnected distributed architecture for availability\u2013scalability enhancement of large-scale cloud storages. J Supercomput 76(1):174\u2013203","journal-title":"J Supercomput"},{"key":"11021_CR28","doi-asserted-by":"publisher","first-page":"272","DOI":"10.1016\/j.indmarman.2020.05.019","volume":"88","author":"LJ Marcus","year":"2020","unstructured":"Marcus LJ, McNulty EJ, Flynn LB, Henderson JM, Neffenger PV, Serino R, Trenholm J (2020) The POP-DOC loop: a continuous process for situational awareness and situational action. Ind Mark Manag 88:272\u2013277","journal-title":"Ind Mark Manag"},{"key":"11021_CR29","doi-asserted-by":"publisher","first-page":"275","DOI":"10.1016\/j.future.2016.11.020","volume":"76","author":"D Meana-Llori\u00e1n","year":"2017","unstructured":"Meana-Llori\u00e1n D, Garc\u00eda CG, G-bustelo BCP, Lovelle JMC, Garcia-Fernandez N (2017) IoFClime: the fuzzy logic and the internet of things to control indoor temperature regarding the outdoor ambient conditions. Future Generation Computer Systems 76:275\u2013284","journal-title":"Future Generation Computer Systems"},{"key":"11021_CR30","doi-asserted-by":"publisher","first-page":"113781","DOI":"10.1016\/j.eswa.2020.113781","volume":"162","author":"VE Mirzakhanov","year":"2020","unstructured":"Mirzakhanov VE (2020) Value of fuzzy logic for data mining and machine learning: a case study. Expert Syst Appl 162:113781","journal-title":"Expert Syst Appl"},{"issue":"4","key":"11021_CR31","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1145\/2699417","volume":"58","author":"C Newcombe","year":"2015","unstructured":"Newcombe C, Rath T, Zhang F, Munteanu B, Brooker M, Deardeuff M (2015) How Amazon web services uses formal methods. Commun ACM 58(4):66\u201373","journal-title":"Commun ACM"},{"issue":"4","key":"11021_CR32","doi-asserted-by":"publisher","first-page":"2225","DOI":"10.1007\/s11277-018-5936-6","volume":"106","author":"NMF Qureshi","year":"2019","unstructured":"Qureshi NMF, Siddiqui IF, Unar MA, Uqaili MA, Nam CS, Shin DR, Kim J, Bashir AK, Abbas A (2019) An aggregate MapReduce data block placement strategy for wireless IoT edge nodes in smart grid. Wirel Pers Commun 106(4):2225\u20132236","journal-title":"Wirel Pers Commun"},{"key":"11021_CR33","doi-asserted-by":"crossref","unstructured":"R\u00e9vay M, L\u00ed\u0161ka M (2017, October) OODA loop in command & control systems. In 2017 Communication and Information Technologies (KIT) (pp. 1-4). IEEE.","DOI":"10.23919\/KIT.2017.8109463"},{"key":"11021_CR34","doi-asserted-by":"publisher","unstructured":"Ghobaei-Arani M, Souri A, Baker T, Hussien A (2019) ControCity: an autonomous approach for controlling elasticity using buffer Management in Cloud Computing Environment. IEEE Access 7:106912\u2013106924. https:\/\/doi.org\/10.1109\/ACCESS.2019.2932462","DOI":"10.1109\/ACCESS.2019.2932462"},{"key":"11021_CR35","doi-asserted-by":"crossref","unstructured":"Serrano D, Bouchenak S, Kouki Y, Ledoux T, Lejeune J, Sopena J, Arantes L, Sens P (2013, May). Towards qos-oriented SLA guarantees for online cloud services. In 2013 13th IEEE\/ACM International Symposium on Cluster, Cloud, and Grid Computing (pp. 50-57). IEEE.","DOI":"10.1109\/CCGrid.2013.66"},{"issue":"2","key":"11021_CR36","doi-asserted-by":"publisher","first-page":"1431","DOI":"10.1007\/s00500-020-05229-4","volume":"25","author":"S Sharmila","year":"2021","unstructured":"Sharmila S, Vijayarani S (2021) Association rule mining using fuzzy logic and whale optimization algorithm. Soft Comput 25(2):1431\u20131446","journal-title":"Soft Comput"},{"key":"11021_CR37","doi-asserted-by":"publisher","first-page":"814","DOI":"10.1016\/j.future.2017.08.034","volume":"105","author":"Y Shi","year":"2020","unstructured":"Shi Y, Dong M, Zhang W, Liu L, Zheng Y, Cui L, Zhang J (2020) AdaptScale: an adaptive data scaling controller for improving the multiple performance requirements in clouds. Futur Gener Comput Syst 105:814\u2013823","journal-title":"Futur Gener Comput Syst"},{"issue":"12","key":"11021_CR38","first-page":"125","volume":"3","author":"T Sivashakthi","year":"2013","unstructured":"Sivashakthi T, Prabakaran N (2013) A survey on storage techniques in cloud computing. International Journal of Emerging Technology and Advanced Engineering 3(12):125\u2013128","journal-title":"International Journal of Emerging Technology and Advanced Engineering"},{"key":"11021_CR39","doi-asserted-by":"crossref","unstructured":"Szalay M, Matray P, Toka L (2020, November) AnnaBellaDB: key-value store made cloud native. In 2020 16th International Conference on Network and Service Management (CNSM) (pp. 1-5). IEEE.","DOI":"10.23919\/CNSM50824.2020.9269045"},{"key":"11021_CR40","unstructured":"Wang H, Varman P (2014) Balancing fairness and efficiency in tiered storage systems with bottleneck-aware allocation. In 12th {USENIX} Conference on File and Storage Technologies ({FAST} 14) (pp. 229-242)."},{"key":"11021_CR41","doi-asserted-by":"publisher","first-page":"33","DOI":"10.1016\/j.jtrangeo.2017.02.006","volume":"60","author":"P Wanke","year":"2017","unstructured":"Wanke P, Falc\u00e3o BB (2017) Cargo allocation in Brazilian ports: an analysis through fuzzy logic and social networks. J Transp Geogr 60:33\u201346","journal-title":"J Transp Geogr"},{"key":"11021_CR42","doi-asserted-by":"publisher","first-page":"392","DOI":"10.1016\/j.ins.2017.12.006","volume":"432","author":"T Wu","year":"2018","unstructured":"Wu T, Liu X, Liu F (2018) An interval type-2 fuzzy TOPSIS model for large scale group decision making problems with social network information. Inf Sci 432:392\u2013410","journal-title":"Inf Sci"},{"key":"11021_CR43","doi-asserted-by":"crossref","unstructured":"Wu C, Sreekanti V, Hellerstein JM (2020) Autoscaling tiered cloud storage in anna. The VLDB Journal:1\u201319","DOI":"10.1007\/s00778-020-00632-7"},{"key":"11021_CR44","unstructured":"Xu L, Cipar J, Krevat E, Tumanov A, Gupta N, Kozuch MA, Ganger GR (2014) Springfs: bridging agility and performance in elastic distributed storage. In 12th {USENIX} Conference on File and Storage Technologies ({FAST} 14) (pp. 243-255)."}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-021-11021-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11042-021-11021-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-021-11021-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,22]],"date-time":"2022-09-22T10:37:43Z","timestamp":1663843063000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11042-021-11021-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,5,14]]},"references-count":44,"journal-issue":{"issue":"24","published-print":{"date-parts":[[2022,10]]}},"alternative-id":["11021"],"URL":"https:\/\/doi.org\/10.1007\/s11042-021-11021-9","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"type":"print","value":"1380-7501"},{"type":"electronic","value":"1573-7721"}],"subject":[],"published":{"date-parts":[[2021,5,14]]},"assertion":[{"value":"24 October 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"31 March 2021","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 May 2021","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"14 May 2021","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}