{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,18]],"date-time":"2025-11-18T15:34:18Z","timestamp":1763480058594,"version":"3.41.0"},"reference-count":47,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2015,7,31]],"date-time":"2015-07-31T00:00:00Z","timestamp":1438300800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Grid Computing"],"published-print":{"date-parts":[[2016,3]]},"DOI":"10.1007\/s10723-015-9341-z","type":"journal-article","created":{"date-parts":[[2015,7,30]],"date-time":"2015-07-30T09:17:16Z","timestamp":1438247836000},"page":"171-191","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":14,"title":["PAPMSC: Power-Aware Performance Management Approach for Virtualized Web Servers via Stochastic Control"],"prefix":"10.1007","volume":"14","author":[{"given":"Xiaoyu","family":"Shi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jin","family":"Dong","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Seddik M.","family":"Djouadi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yong","family":"Feng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiao","family":"Ma","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yefu","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,7,31]]},"reference":[{"key":"9341_CR1","unstructured":"U.S. Department of Energy, Secretart Chu Announces $47 Million to Improve Efficiency in Information Technology and Communication Sectors, Available from: http:\/\/www.energy.gov\/articles\/secretary-chu-announces-47-million-improve-efficiency-information-technology-and (2010)"},{"key":"9341_CR2","unstructured":"G. Group, Gartner urges it and business leaders to wake up to its energy crisis, http:\/\/www.gartner.com\/it\/page.jsp?id=496819 (2007)"},{"key":"9341_CR3","doi-asserted-by":"crossref","first-page":"50","DOI":"10.1145\/1721654.1721672","volume":"534","author":"M Armbrust","year":"2010","unstructured":"Armbrust, M., Fox, A., Griffith, R., Joseph, A.D., Katz, R., Konwinski, A., Lee, G., Patterson, D., Rabkin, A., Stoica, I., Zaharia, M.: A view of clouding computing. Commun. ACM 534, 50\u201358 (2010)","journal-title":"Commun. ACM"},{"key":"9341_CR4","unstructured":"Amazon elastic compute cloud, http:\/\/aws.amazone.com\/ec2 (2006)"},{"key":"9341_CR5","unstructured":"Google App Engine, http:\/\/appengine.google.com (2008)"},{"issue":"3","key":"9341_CR6","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1145\/1380584.1380585","volume":"40","author":"MC Huebscher","year":"2008","unstructured":"Huebscher, M.C., McCann, J.A.: A survey of autonomic computing: Degrees, models, and applications. ACM Comput. Surv. 40(3), 7 (2008)","journal-title":"ACM Comput. Surv."},{"issue":"1","key":"9341_CR7","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1145\/1735970.1736036","volume":"38","author":"S Zhuravlev","year":"2010","unstructured":"Zhuravlev, S., Blagodurov, S., Fedorova, A.: Addressing shared resource contention in multicore processors via scheduling. ACM SIGARCH Comupter Architecture News 38(1), 129\u2013142 (2010)","journal-title":"ACM SIGARCH Comupter Architecture News"},{"key":"9341_CR8","doi-asserted-by":"crossref","unstructured":"Singh, R., Sharma, U., Cecchet, E., Shenoy, P.: Autonomic mix-aware provisioning for non-stationary data center workloads. In: Proceedings of 7th ACM Int\u2019l Conference on Autonomic Computing, pp. 21\u201330 (2010)","DOI":"10.1145\/1809049.1809053"},{"key":"9341_CR9","doi-asserted-by":"crossref","unstructured":"Gmach, D., Rolia, J., Cherkasova, L.: Resource and virtualization costs up in the cloud: models and design choices. In: Proceedings of 2011 IEEE\/IFIP 41st International Conference on Dependable Systems & Networks (DSN), pp. 395\u2013402 (2011)","DOI":"10.1109\/DSN.2011.5958252"},{"issue":"9","key":"9341_CR10","doi-asserted-by":"crossref","first-page":"1014","DOI":"10.1109\/TPDS.2006.123","volume":"17","author":"C Lu","year":"2006","unstructured":"Lu, C., Lu, Y., Abdelzaher, T.F., Stankovic, J.A., Son, S.H.: Feedback control architecture and design methodology for service delay guarantees in web servers. IEEE Trans. Parallel Distrib. Syst. 17(9), 1014\u20131027 (2006)","journal-title":"IEEE Trans. Parallel Distrib. Syst."},{"key":"9341_CR11","doi-asserted-by":"crossref","unstructured":"Leite, J.C., Kusic, D.M., Moss\u00e9, D., Bertini, L.: Stochastic approximation control of power and tardiness in a three-tier web-hosting cluster. In: Proceedings of the 7th international conference on Autonomic computing, pp. 41\u201350 (2010)","DOI":"10.1145\/1809049.1809056"},{"issue":"2","key":"9341_CR12","doi-asserted-by":"crossref","first-page":"323","DOI":"10.1109\/TPDS.2010.79","volume":"22","author":"Y Wang","year":"2011","unstructured":"Wang, Y., Wang, X., Chen, M., Zhu, X.: PARTIC: power-aware response time control for virtualized web servers. IEEE Trans. Parallel Distrib. Syst. 22(2), 323\u2013336 (2011)","journal-title":"IEEE Trans. Parallel Distrib. Syst."},{"key":"9341_CR13","doi-asserted-by":"crossref","first-page":"261","DOI":"10.1007\/978-1-4757-6217-4_14","volume-title":"The case for power management in web servers, Power Aware Computing","author":"P Bohrer","year":"2002","unstructured":"Bohrer, P., Elnozahy, E.N., Keller, T., Kistler, M., Lefurgy, C., McDowell, C., Rajamony, R.: The case for power management in web servers, Power Aware Computing, pp. 261\u2013289. Springer, US (2002)"},{"issue":"1","key":"9341_CR14","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1145\/1071690.1064253","volume":"33","author":"Y Chen","year":"2005","unstructured":"Chen, Y., Das, A., Qin, W., Sivasubramaniam, A., Wang, Q., Gautam, N.: Managing server energy and operational costs in hosting centers. ACM SIGMETRICS Performance Evaluation Review 33 (1), 303\u2013314 (2005)","journal-title":"ACM SIGMETRICS Performance Evaluation Review"},{"key":"9341_CR15","unstructured":"Credit Scheduler, http:\/\/wiki.xen.org\/wiki\/Credit_Scheduler."},{"key":"9341_CR16","volume-title":"Identification of Time-Varying Processes","author":"M Niedzwiecki","year":"2000","unstructured":"Niedzwiecki, M.: Identification of Time-Varying Processes. Wiley, New York (2000)"},{"key":"9341_CR17","volume-title":"Linear Systems Theory","author":"JP Hespanha","year":"2009","unstructured":"Hespanha, J.P.: Linear Systems Theory. Princeton University Press, Princeton (2009)"},{"issue":"10","key":"9341_CR18","doi-asserted-by":"crossref","first-page":"1826","DOI":"10.1109\/TAC.2007.906182","volume":"52","author":"D Bertsimas","year":"2007","unstructured":"Bertsimas, D., Brown, D.: Constrained stochastic LQC: A tractable approach. IEEE Trans. Autom. Control 52(10), 1826\u20131841 (2007)","journal-title":"IEEE Trans. Autom. Control"},{"issue":"2","key":"9341_CR19","doi-asserted-by":"crossref","first-page":"466","DOI":"10.1109\/TSTE.2013.2293551","volume":"5","author":"Z Jin","year":"2014","unstructured":"Jin, Z., Li, F., Ma, X., Djouadi, S.M.: Semi-Definite Programming for Power Output Control in Wind Energy Conversion System. IEEE Trans. Sustainable Energy 5(2), 466\u2013575 (2014)","journal-title":"IEEE Trans. Sustainable Energy"},{"key":"9341_CR20","doi-asserted-by":"crossref","unstructured":"Padala, P., Zhu, X., Uysal, M., Wang, Z.: Automated control of multiple virtualized resources. In: Proceedings of the 4th ACM European conference on Computer systems, pp. 13\u201326 (2009)","DOI":"10.1145\/1519065.1519068"},{"key":"9341_CR21","doi-asserted-by":"crossref","unstructured":"Lama, P., Guo, Y., Zhou, X.: Autonomic performance and power control for co-located web applications on virtualized servers. In: Proceedings of 21th IEEE\/ACM Int\u2019l Workshop on Quality of Service, pp. 1\u201310 (2013)","DOI":"10.1109\/IWQoS.2013.6550266"},{"issue":"6","key":"9341_CR22","doi-asserted-by":"crossref","first-page":"265","DOI":"10.1145\/1323293.1294287","volume":"41","author":"R Nathuji","year":"2007","unstructured":"Nathuji, R., Schwan, K.: VirtualPower: coordinated power management in virtualized enterprise systems. ACM SIGOPS Operating Systems Review 41(6), 265\u2013278 (2007)","journal-title":"ACM SIGOPS Operating Systems Review"},{"key":"9341_CR23","doi-asserted-by":"crossref","unstructured":"Lama, P., Zhou, X.: Autonomic provisioning with self-adaptive neural fuzzy control for end-to-end delay guarantee. In: Proceedings of IEEE Int\u2019l Symposium on Modeling Analysis & Simulation of Computer and Telecommunication System, pp. 151\u2013160 (2010)","DOI":"10.1109\/MASCOTS.2010.24"},{"key":"9341_CR24","doi-asserted-by":"crossref","unstructured":"Lama, P., Zhou, X.: PERFUME: power and performance guarantee with fuzzy MIMO control in virtualized servers. In: Proceedings of 19th IEEE Int\u2019l Wrokshop on Quality of Service, vol. 2, pp 1\u20139 (2011)","DOI":"10.1109\/IWQOS.2011.5931340"},{"issue":"2","key":"9341_CR25","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1109\/TPDS.2010.91","volume":"22","author":"X Wang","year":"2011","unstructured":"Wang, X., Wang, Y.: Coordinating power control and performance management for virtualized server clusters. IEEE Trans. Parallel Distrib. Syst. 22(2), 245\u2013259 (2011)","journal-title":"IEEE Trans. Parallel Distrib. Syst."},{"issue":"1","key":"9341_CR26","doi-asserted-by":"crossref","first-page":"419","DOI":"10.1007\/s10586-014-0407-7","volume":"18","author":"X Shi","year":"2015","unstructured":"Shi, X., Briere, C.A., Djouadi, S.M., Wang, Y., Feng, Y.: Poweraware Performance Management of Virtualized Enterprise Servers via Robust Adaptive Control. Clust. Comput. 18(1), 419\u2013433 (2015)","journal-title":"Clust. Comput."},{"issue":"1","key":"9341_CR27","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s10586-008-0070-y","volume":"12","author":"D Kusic","year":"2009","unstructured":"Kusic, D., Kephart, J.O., Hanson, J.E., Kandasamy, N., Jiang, G.: Power and performance management of virtualized computing environments via lookahead control. Clust. Comput. 12(1), 1\u201315 (2009)","journal-title":"Clust. Comput."},{"key":"9341_CR28","unstructured":"Nathuji, R., England, P., Sharma, P., Singh, A.: Feedback driven qos-aware power budgeting for virtualized servers,. In: 4th Intl. Workshop on Feedback Control Implementation and Design in Computing Systems and Networks (FeBID) (2009)"},{"key":"9341_CR29","doi-asserted-by":"crossref","unstructured":"Gong, J., Xu, C.: vPnP: Automated coordination of power and performance in virtualized datacenters. In: Proceedings of 18th IEEE Intl. Workshop on Quality of Service, pp. 1\u20139 (2010)","DOI":"10.1109\/IWQoS.2010.5542747"},{"key":"9341_CR30","unstructured":"Franklin, G.F., Powell, J.D., Workman, M.: Digital Control of Dynamic Systems, 3rd edition. Addition-Wesley (1997)"},{"key":"9341_CR31","unstructured":"Electronic Educational Devices, Inc., http:\/\/www.wattsupmeters.com (2010)"},{"issue":"1","key":"9341_CR32","first-page":"52","volume":"4","author":"Y Wang","year":"2014","unstructured":"Wang, Y., Wang, X.: Performance-controlled server consolidation for virtualized data centers with multi-tier applications. Sustainable Computing: Information and Systems 4(1), 52\u201365 (2014)","journal-title":"Sustainable Computing: Information and Systems"},{"issue":"9","key":"9341_CR33","doi-asserted-by":"crossref","first-page":"1591","DOI":"10.1016\/j.jss.2007.11.719","volume":"81","author":"X Wang","year":"2008","unstructured":"Wang, X., Du, Z., Chen, Y., Li, S.: Virtualization-based autonomic resource management for multi-tier Web applications in shared data center. J. Syst. Softw. 81(9), 1591\u20131608 (2008)","journal-title":"J. Syst. Softw."},{"key":"9341_CR34","doi-asserted-by":"crossref","unstructured":"Kundu, S., Rangaswami, R., Dutta, K., Zhao, M.: Application performance modeling in a virtualized environment. In: Proceedings of 16th International Symposium on High Performance Computer Architecture (HPCA), pp. 1\u201310 (2010)","DOI":"10.1109\/HPCA.2010.5463058"},{"key":"9341_CR35","doi-asserted-by":"crossref","unstructured":"Zhu, Q., Agrawal, G.: Resource provisioning with budget constraints for adaptive applications in cloud environments. In: Proceedings of the 19th International Symposium on High Performance Distributed Computing, pp 304\u2013307 (2010)","DOI":"10.1145\/1851476.1851516"},{"issue":"1","key":"9341_CR36","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/1342171.1342172","volume":"3","author":"B Urgaonkar","year":"2008","unstructured":"Urgaonkar, B., Shenoy, P., Chandra, A.: Agile dynamic provisioning of multi-tier internet applications. ACM Transactions on Autonomous and Adaptive Systems 3(1), 1 (2008)","journal-title":"ACM Transactions on Autonomous and Adaptive Systems"},{"key":"9341_CR37","doi-asserted-by":"crossref","unstructured":"Rao, J., Bu, X., Xu, C.Z., Wang, L., Yin, G.: VCONF: A reinforcement learning approach to virtual machines auto-configuration. In: Procedings of 6th Intl. Conf. on Autonomic computing, pp. 137\u2013146 (2009)","DOI":"10.1145\/1555228.1555263"},{"key":"9341_CR38","doi-asserted-by":"crossref","unstructured":"Gandhi, A., Balter, M., Das, R., Lefurge, C.: Optimal power allocation in server farms. In: Proceedings of the 11th conference on Measurement and modeling of computer systems, pp 157\u2013168 (2009)","DOI":"10.1145\/1555349.1555368"},{"key":"9341_CR39","doi-asserted-by":"crossref","unstructured":"Lama, P., Zhou, X.: NINEPIN: Non-invasive and energy efficient performance isolation in virtualized servers. In: Proceedings IEEE\/IFIP Int\u2019l Conference on Dependable Systems and Networks, pp. 1\u201312 (2011)","DOI":"10.1109\/DSN.2012.6263956"},{"key":"9341_CR40","doi-asserted-by":"crossref","unstructured":"Beloglazov, A., Buyya, R.: Energy efficient resource management in virtualized cloud data centers. In: Proceedings IEEE\/ACM Int\u2019l Conference on Cluster Cloud and Grid Computing, pp. 826\u2013831 (2010)","DOI":"10.1109\/CCGRID.2010.46"},{"issue":"3","key":"9341_CR41","doi-asserted-by":"crossref","first-page":"30","DOI":"10.1109\/65.844498","volume":"14","author":"M Arlitt","year":"2000","unstructured":"Arlitt, M., Jin, T.: A workload characterization study of the 1998 world cup web site. IEEE Netw. 14(3), 30\u201337 (2000)","journal-title":"IEEE Netw."},{"key":"9341_CR42","doi-asserted-by":"crossref","unstructured":"Rui, W., Kusic, D.M., Kandasamy, N.: A Distributed Control Framework for Performance Management of Virtualized Computing Environments. In: Proceedings of 7th ACM International conference on Autonomic Computing, pp. 89\u201398 (2010)","DOI":"10.1145\/1809049.1809066"},{"key":"9341_CR43","doi-asserted-by":"crossref","unstructured":"Ma, X., Li, H., Djouadi, S.M.: Stochastic modeling of short-term power consumption for smart grid: A state space approach and real measurement demonstration. In: Proceedings of 45th Annual Conference on Information Sciences and Systems, pp. 1\u20135 (2011)","DOI":"10.1109\/CISS.2011.5766246"},{"key":"9341_CR44","doi-asserted-by":"crossref","unstructured":"Dong, J., Ma, X., Djouadi, S.M., Li, H., Kuruganti, P.T.: Real-time prediction of power system frequency in FNET: A state space approach. In: Proceedings IEEE Int. Conf. Smart Grid Communications, pp. 109\u2013114 (2013)","DOI":"10.1109\/SmartGridComm.2013.6687942"},{"issue":"6","key":"9341_CR45","doi-asserted-by":"crossref","first-page":"2602","DOI":"10.1109\/TPWRS.2014.2319057","volume":"29","author":"J Dong","year":"2014","unstructured":"Dong, J., Ma, X., Djouadi, S.M., Li, H., Liu, Y.: Frequency Prediction of Power Systems in FNET Based on State-Space Approach and Uncertain Basis Functions. IEEE Trans. Power Syst. 29(6), 2602\u20132612 (2014)","journal-title":"IEEE Trans. Power Syst."},{"issue":"2","key":"9341_CR46","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1145\/2408776.2408794","volume":"56","author":"J Dean","year":"2013","unstructured":"Dean, J., Barroso, L.A.: The tail at scale. Commun. ACM 56(2), 74\u201380 (2013)","journal-title":"Commun. ACM"},{"issue":"2","key":"9341_CR47","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1007\/s10586-007-0045-4","volume":"11","author":"C Lefurgr","year":"2008","unstructured":"Lefurgr, C., Wang, X., Ware, M.: Power Capping: A Prelude to Power Shifting. Clust. Comput. 11(2), 183\u2013195 (2008)","journal-title":"Clust. Comput."}],"container-title":["Journal of Grid Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10723-015-9341-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10723-015-9341-z\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10723-015-9341-z","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,29]],"date-time":"2025-05-29T20:24:50Z","timestamp":1748550290000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10723-015-9341-z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,7,31]]},"references-count":47,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2016,3]]}},"alternative-id":["9341"],"URL":"https:\/\/doi.org\/10.1007\/s10723-015-9341-z","relation":{},"ISSN":["1570-7873","1572-9184"],"issn-type":[{"type":"print","value":"1570-7873"},{"type":"electronic","value":"1572-9184"}],"subject":[],"published":{"date-parts":[[2015,7,31]]}}}