{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T03:24:21Z","timestamp":1740108261164,"version":"3.37.3"},"reference-count":47,"publisher":"Springer Science and Business Media LLC","issue":"12","license":[{"start":{"date-parts":[[2022,6,27]],"date-time":"2022-06-27T00:00:00Z","timestamp":1656288000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,6,27]],"date-time":"2022-06-27T00:00:00Z","timestamp":1656288000000},"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":["Computing"],"published-print":{"date-parts":[[2022,12]]},"DOI":"10.1007\/s00607-022-01102-4","type":"journal-article","created":{"date-parts":[[2022,6,27]],"date-time":"2022-06-27T14:03:57Z","timestamp":1656338637000},"page":"2557-2579","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Stochastic model-driven capacity planning framework for multi-access edge computing"],"prefix":"10.1007","volume":"104","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4401-7846","authenticated-orcid":false,"given":"Reza","family":"Shojaee","sequence":"first","affiliation":[]},{"given":"Nasser","family":"Yazdani","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,6,27]]},"reference":[{"issue":"6","key":"1102_CR1","first-page":"50","volume":"53","author":"P Mell","year":"2010","unstructured":"Mell P, Grance T (2010) The NIST definition of cloud computing. Communications of the ACM 53(6):50","journal-title":"Communications of the ACM"},{"issue":"6","key":"1102_CR2","doi-asserted-by":"publisher","first-page":"599","DOI":"10.1016\/j.future.2008.12.001","volume":"25","author":"R Buyya","year":"2009","unstructured":"Buyya R, Yeo CS, Venugopal S, Broberg J, Brandic I (2009) Cloud computing and emerging IT platforms: Vision, hype, and reality for delivering computing as the 5th utility. Future Generation computer systems 25(6):599\u2013616","journal-title":"Future Generation computer systems"},{"key":"1102_CR3","doi-asserted-by":"crossref","unstructured":"Foster I, Zhao Y, Raicu I, Lu S (2008) Cloud computing and grid computing 360-degree compared. In: Grid Computing Environments Workshop, 2008. GCE\u201908, pp 1\u201310. Ieee","DOI":"10.1109\/GCE.2008.4738445"},{"key":"1102_CR4","doi-asserted-by":"crossref","unstructured":"Wang Q, Ren K, Meng X (2012) When cloud meets ebay: Towards effective pricing for cloud computing. In: INFOCOM, 2012 Proceedings IEEE, pp 936\u2013944. IEEE","DOI":"10.1109\/INFCOM.2012.6195844"},{"issue":"1","key":"1102_CR5","doi-asserted-by":"publisher","first-page":"7","DOI":"10.1007\/s13174-010-0007-6","volume":"1","author":"Q Zhang","year":"2010","unstructured":"Zhang Q, Cheng L, Boutaba R (2010) Cloud computing: state-of-the-art and research challenges. Journal of internet services and applications 1(1):7\u201318","journal-title":"Journal of internet services and applications"},{"key":"1102_CR6","unstructured":"Tak B-C, Urgaonkar B, Sivasubramaniam A (2011) To move or not to move: The economics of cloud computing. In: HotCloud"},{"key":"1102_CR7","doi-asserted-by":"crossref","unstructured":"Roy N, Dubey A, Gokhale A (2011) Efficient autoscaling in the cloud using predictive models for workload forecasting. In: Cloud Computing (CLOUD), 2011 IEEE International Conference On, pp 500\u2013507. IEEE","DOI":"10.1109\/CLOUD.2011.42"},{"issue":"1","key":"1102_CR8","doi-asserted-by":"publisher","first-page":"84","DOI":"10.1016\/j.future.2012.05.023","volume":"29","author":"N Fernando","year":"2013","unstructured":"Fernando N, Loke SW, Rahayu W (2013) Mobile cloud computing\u202f: A survey. Future Generation Computer Systems 29(1):84\u2013106. https:\/\/doi.org\/10.1016\/j.future.2012.05.023","journal-title":"Future Generation Computer Systems"},{"issue":"4","key":"1102_CR9","doi-asserted-by":"publisher","first-page":"1607","DOI":"10.1007\/s11277-014-2102-7","volume":"80","author":"Y Wang","year":"2015","unstructured":"Wang Y, Chen R, Wang D-C (2015) A survey of mobile cloud computing applications: perspectives and challenges. Wireless Personal Communications 80(4):1607\u20131623","journal-title":"Wireless Personal Communications"},{"issue":"3","key":"1102_CR10","doi-asserted-by":"publisher","first-page":"14","DOI":"10.1109\/MWC.2013.6549279","volume":"20","author":"F Liu","year":"2013","unstructured":"Liu F, Shu P, Jin H, Ding L, Yu J, Niu D, Li B (2013) Gearing resource-poor mobile devices with powerful clouds: architectures, challenges, and applications. IEEE Wireless communications 20(3):14\u201322","journal-title":"IEEE Wireless communications"},{"issue":"2018","key":"1102_CR11","first-page":"1","volume":"28","author":"S Kekki","year":"2018","unstructured":"Kekki S, Featherstone W, Fang Y, Kuure P, Li A, Ranjan A, Purkayastha D, Jiangping F, Frydman D, Verin G et al (2018) Mec in 5g networks. ETSI white paper 28(2018):1\u201328","journal-title":"ETSI white paper"},{"key":"1102_CR12","doi-asserted-by":"publisher","DOI":"10.1016\/j.pmcj.2020.101280","volume":"69","author":"R Shojaee","year":"2020","unstructured":"Shojaee R, Yazdani N (2020) Modeling and performance analysis of smart map application in the multi-access edge computing paradigm. Pervasive and Mobile Computing 69:101280","journal-title":"Pervasive and Mobile Computing"},{"key":"1102_CR13","doi-asserted-by":"crossref","unstructured":"Bolch G, Greiner S, De\u00a0Meer H, Trivedi KS (2006) Queueing networks and markov chains: modeling and performance evaluation with computer science applications. In John Wiley and Sons, pp 1\u2013878","DOI":"10.1002\/0471791571"},{"issue":"4","key":"1102_CR14","doi-asserted-by":"publisher","first-page":"667","DOI":"10.1109\/TSC.2013.44","volume":"7","author":"R Ghosh","year":"2013","unstructured":"Ghosh R, Longo F, Xia R, Naik VK, Trivedi KS (2013) Stochastic model driven capacity planning for an infrastructure-as-a-service cloud. IEEE Transactions on Services Computing 7(4):667\u2013680","journal-title":"IEEE Transactions on Services Computing"},{"issue":"17","key":"1102_CR15","doi-asserted-by":"publisher","first-page":"3353","DOI":"10.1002\/dac.3353","volume":"30","author":"H Raei","year":"2017","unstructured":"Raei H (2017) Capacity planning framework for mobile network operator cloud using analytical performance model. International Journal of Communication Systems 30(17):3353","journal-title":"International Journal of Communication Systems"},{"issue":"8","key":"1102_CR16","doi-asserted-by":"publisher","first-page":"5225","DOI":"10.1109\/TWC.2018.2840120","volume":"17","author":"S-W Ko","year":"2018","unstructured":"Ko S-W, Han K, Huang K (2018) Wireless networks for mobile edge computing: Spatial modeling and latency analysis. IEEE Transactions on Wireless Communications 17(8):5225\u20135240","journal-title":"IEEE Transactions on Wireless Communications"},{"issue":"4","key":"1102_CR17","doi-asserted-by":"publisher","first-page":"4353","DOI":"10.1109\/TVT.2020.2974816","volume":"69","author":"Q Kuang","year":"2020","unstructured":"Kuang Q, Gong J, Chen X, Ma X (2020) Analysis on computation-intensive status update in mobile edge computing. IEEE Transactions on Vehicular Technology 69(4):4353\u20134366","journal-title":"IEEE Transactions on Vehicular Technology"},{"key":"1102_CR18","doi-asserted-by":"crossref","unstructured":"Sun X, Ansari N (2016) PRIMAL: Profit maximization avatar placement for mobile edge computing. In: Communications (ICC), 2016 IEEE International Conference On, pp 1\u20136. IEEE","DOI":"10.1109\/ICC.2016.7511131"},{"key":"1102_CR19","doi-asserted-by":"crossref","unstructured":"Mohan N, Zhou P, Govindaraj K, Kangasharju J (2017) Managing data in computational edge clouds. In: Proceedings of the Workshop on Mobile Edge Communications, pp 19\u201324","DOI":"10.1145\/3098208.3098212"},{"key":"1102_CR20","doi-asserted-by":"crossref","unstructured":"Wong W, Zavodovski A, Zhou P, Kangasharju J (2019) Container deployment strategy for edge networking. In: Proceedings of the 4th Workshop on Middleware for Edge Clouds & Cloudlets, pp 1\u20136","DOI":"10.1145\/3366614.3368101"},{"issue":"9","key":"1102_CR21","doi-asserted-by":"publisher","first-page":"640","DOI":"10.1109\/32.541435","volume":"22","author":"V Mainkar","year":"1996","unstructured":"Mainkar V, Trivedi KS (1996) Sufficient conditions for existence of a fixed point in stochastic reward net-based iterative models. Software Engineering, IEEE Transactions on 22(9):640\u2013653","journal-title":"Software Engineering, IEEE Transactions on"},{"issue":"4","key":"1102_CR22","doi-asserted-by":"publisher","first-page":"52","DOI":"10.1145\/1530873.1530884","volume":"36","author":"KS Trivedi","year":"2009","unstructured":"Trivedi KS, Sahner R (2009) SHARPE at the Age of Twenty Two. ACM SIGMETRICS Performance Evaluation Review 36(4):52\u201357","journal-title":"ACM SIGMETRICS Performance Evaluation Review"},{"key":"1102_CR23","first-page":"2007","volume":"2","author":"J Koomey","year":"2007","unstructured":"Koomey J, Brill K, Turner P, Stanley J, Taylor B (2007) A simple model for determining true total cost of ownership for data centers. Uptime Institute White Paper, Version 2:2007","journal-title":"Uptime Institute White Paper, Version"},{"key":"1102_CR24","doi-asserted-by":"publisher","unstructured":"Kellerer H, Pferschy U, Pisinger D (2004) Introduction to np-completeness of knapsack problems. In: Knapsack Problems. Springer, Berlin, Heidelberg. https:\/\/doi.org\/10.1007\/978-3-540-24777-7_16","DOI":"10.1007\/978-3-540-24777-7_16"},{"issue":"6","key":"1102_CR25","doi-asserted-by":"publisher","first-page":"463","DOI":"10.3103\/S014768821506009X","volume":"42","author":"V Noghin","year":"2015","unstructured":"Noghin V (2015) Linear scalarization in multi-criterion optimization. Scientific and Technical Information Processing 42(6):463\u2013469","journal-title":"Scientific and Technical Information Processing"},{"key":"1102_CR26","unstructured":"Talbi E-G (2009) Metaheuristics: from design to implementation. In: John Wiley and Sons, Hoboken, New Jersey, pp 1\u2013593"},{"key":"1102_CR27","volume-title":"Metaheuristics for hard optimization","author":"JDA Petrowski","year":"2006","unstructured":"Petrowski JDA, Taillard PSE (2006) Metaheuristics for hard optimization. Springer, Berlin"},{"issue":"4598","key":"1102_CR28","doi-asserted-by":"publisher","first-page":"671","DOI":"10.1126\/science.220.4598.671","volume":"220","author":"S Kirkpatrick","year":"1983","unstructured":"Kirkpatrick S, Gelatt CD, Vecchi MP (1983) Optimization by simulated annealing. Science 220(4598):671\u2013680. https:\/\/doi.org\/10.1126\/science.220.4598.671","journal-title":"Science"},{"issue":"6","key":"1102_CR29","doi-asserted-by":"publisher","first-page":"1087","DOI":"10.1063\/1.1699114","volume":"21","author":"N Metropolis","year":"1953","unstructured":"Metropolis N, Rosenbluth AW, Rosenbluth MN, Teller AH, Teller E (1953) Equation of state calculations by fast computing machines. The journal of chemical physics 21(6):1087\u20131092","journal-title":"The journal of chemical physics"},{"key":"1102_CR30","unstructured":"Blum A, Dan C, Seddighin S (2021) Learning complexity of simulated annealing. In: International Conference on Artificial Intelligence and Statistics, pp 1540\u20131548. PMLR"},{"issue":"6","key":"1102_CR31","doi-asserted-by":"publisher","first-page":"652","DOI":"10.1109\/34.295910","volume":"16","author":"V Granville","year":"1994","unstructured":"Granville V, Kriv\u00e1nek M, Rasson J-P (1994) Simulated annealing: A proof of convergence. IEEE transactions on pattern analysis and machine intelligence 16(6):652\u2013656","journal-title":"IEEE transactions on pattern analysis and machine intelligence"},{"key":"1102_CR32","unstructured":"Rossum Gv (1995) Python tutorial, technical report cs-r9526. Centrum voor Wiskunde en Informatica (CWI), Amsterdam"},{"issue":"3","key":"1102_CR33","doi-asserted-by":"publisher","first-page":"90","DOI":"10.1109\/MCSE.2007.55","volume":"9","author":"JD Hunter","year":"2007","unstructured":"Hunter JD (2007) Matplotlib: A 2d graphics environment. Computing in Science & Engineering 9(3):90\u201395. https:\/\/doi.org\/10.1109\/MCSE.2007.55","journal-title":"Computing in Science & Engineering"},{"key":"1102_CR34","unstructured":"U.S. Energy Information Administration. https:\/\/www.eia.gov Accessed (2020)"},{"key":"1102_CR35","doi-asserted-by":"crossref","unstructured":"Hardy D, Kleanthous M, Sideris I, Saidi AG, Ozer E, Sazeides Y (2013) An analytical framework for estimating tco and exploring data center design space. In: 2013 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS), pp 54\u201363. IEEE","DOI":"10.1109\/ISPASS.2013.6557146"},{"key":"1102_CR36","doi-asserted-by":"crossref","unstructured":"Farrington N, Andreyev A (2013) Facebook\u2019s data center network architecture. In: 2013 Optical Interconnects Conference, pp 49\u201350. Citeseer","DOI":"10.1109\/OIC.2013.6552917"},{"key":"1102_CR37","doi-asserted-by":"crossref","unstructured":"Shojaee R, Yazdani N (2019) Modeling and performance evaluation of map layer loading in mobile edge computing paradigm. In: High-Performance Computing and Big Data Analysis, pp 228\u2013239. Springer, Cham","DOI":"10.1007\/978-3-030-33495-6_17"},{"key":"1102_CR38","doi-asserted-by":"crossref","unstructured":"Xiao Y, Noreikis M, Yl\u00e4-Ja\u00e4iski A (2017) Qos-oriented capacity planning for edge computing. In: 2017 IEEE International Conference on Communications (ICC), pp 1\u20136. IEEE","DOI":"10.1109\/ICC.2017.7997387"},{"issue":"12","key":"1102_CR39","doi-asserted-by":"publisher","first-page":"9533","DOI":"10.1007\/s11227-020-03218-w","volume":"76","author":"P Pereira","year":"2020","unstructured":"Pereira P, Araujo J, Torquato M, Dantas J, Melo C, Maciel P (2020) Stochastic performance model for web server capacity planning in fog computing. The Journal of Supercomputing 76(12):9533\u20139557","journal-title":"The Journal of Supercomputing"},{"key":"1102_CR40","doi-asserted-by":"crossref","unstructured":"Mao W, Akgul OU, Mehrabi A, Cho B, Xiao Y, Yl\u00e4-J\u00e4\u00e4ski A (2022) Data-driven capacity planning for vehicular fog computing. IEEE Internet of Things Journal","DOI":"10.36227\/techrxiv.14555103"},{"issue":"1","key":"1102_CR41","first-page":"37","volume":"1","author":"S Shang","year":"2011","unstructured":"Shang S, Wang B, Jiang J, Wu Y, Zheng W (2011) An intelligent capacity planning model for cloud market. J. Internet Serv. Inf. Secur. 1(1):37\u201345","journal-title":"J. Internet Serv. Inf. Secur."},{"key":"1102_CR42","first-page":"1","volume":"9","author":"D Kondo","year":"2009","unstructured":"Kondo D, Javadi B, Malecot P, Cappello F, Anderson DP (2009) Cost-benefit analysis of cloud computing versus desktop grids. IPDPS 9:1\u201312","journal-title":"IPDPS"},{"key":"1102_CR43","doi-asserted-by":"crossref","unstructured":"Hoang DT, Niyato D, Wang P (2012) Optimal admission control policy for mobile cloud computing hotspot with cloudlet. In: 2012 IEEE Wireless Communications and Networking Conference (WCNC), pp 3145\u20133149. IEEE","DOI":"10.1109\/WCNC.2012.6214347"},{"key":"1102_CR44","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijepes.2021.107935","volume":"138","author":"B Cen","year":"2022","unstructured":"Cen B, Hu C, Cai Z, Wu Z, Zhang Y, Liu J, Su Z (2022) A configuration method of computing resources for microservice-based edge computing apparatus in smart distribution transformer area. International Journal of Electrical Power & Energy Systems 138:107935","journal-title":"International Journal of Electrical Power & Energy Systems"},{"key":"1102_CR45","doi-asserted-by":"crossref","unstructured":"Li X, Li Y, Liu T, Qiu J, Wang F (2009) The method and tool of cost analysis for cloud computing. In: 2009 IEEE International Conference on Cloud Computing, pp 93\u2013100. IEEE","DOI":"10.1109\/CLOUD.2009.84"},{"issue":"6","key":"1102_CR46","doi-asserted-by":"publisher","first-page":"148","DOI":"10.1109\/MNET.011.2000089","volume":"34","author":"Q Duan","year":"2020","unstructured":"Duan Q, Wang S, Ansari N (2020) Convergence of networking and cloud\/edge computing: Status, challenges, and opportunities. IEEE Network 34(6):148\u2013155","journal-title":"IEEE Network"},{"key":"1102_CR47","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2021.103303","volume":"199","author":"H Gauttam","year":"2022","unstructured":"Gauttam H, Pattanaik K, Bhadauria S, Saxena D et al (2022) A cost aware topology formation scheme for latency sensitive applications in edge infrastructure-as-a-service paradigm. Journal of Network and Computer Applications 199:103303","journal-title":"Journal of Network and Computer Applications"}],"container-title":["Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00607-022-01102-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00607-022-01102-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00607-022-01102-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,11,23]],"date-time":"2022-11-23T01:14:09Z","timestamp":1669166049000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00607-022-01102-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,6,27]]},"references-count":47,"journal-issue":{"issue":"12","published-print":{"date-parts":[[2022,12]]}},"alternative-id":["1102"],"URL":"https:\/\/doi.org\/10.1007\/s00607-022-01102-4","relation":{},"ISSN":["0010-485X","1436-5057"],"issn-type":[{"type":"print","value":"0010-485X"},{"type":"electronic","value":"1436-5057"}],"subject":[],"published":{"date-parts":[[2022,6,27]]},"assertion":[{"value":"30 January 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"16 June 2022","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 June 2022","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}