{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T04:21:48Z","timestamp":1750220508772,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":29,"publisher":"ACM","license":[{"start":{"date-parts":[[2021,4,9]],"date-time":"2021-04-09T00:00:00Z","timestamp":1617926400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/501100004359","name":"Vetenskapsr\u00e5det","doi-asserted-by":"publisher","award":["2020-05094"],"award-info":[{"award-number":["2020-05094"]}],"id":[{"id":"10.13039\/501100004359","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100003077","name":"Knowledge Foundation","doi-asserted-by":"publisher","award":["SACSys"],"award-info":[{"award-number":["SACSys"]}],"id":[{"id":"10.13039\/100003077","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2021,4,9]]},"DOI":"10.1145\/3427921.3450254","type":"proceedings-article","created":{"date-parts":[[2021,4,10]],"date-time":"2021-04-10T07:37:01Z","timestamp":1618040221000},"page":"117-124","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":3,"title":["LOOPS: A Holistic Control Approach for Resource Management in Cloud Computing"],"prefix":"10.1145","author":[{"given":"Auday","family":"Al-Dulaimy","sequence":"first","affiliation":[{"name":"M\u00e4lardalen University, V\u00e4ster\u00e5s, Sweden"}]},{"given":"Javid","family":"Taheri","sequence":"additional","affiliation":[{"name":"Karlstad University, Karlstad, Sweden"}]},{"given":"Alessandro V.","family":"Papadopoulos","sequence":"additional","affiliation":[{"name":"M\u00e4lardalen University, V\u00e4ster\u00e5s, Sweden"}]},{"given":"Thomas","family":"Nolte","sequence":"additional","affiliation":[{"name":"M\u00e4lardalen University, V\u00e4ster\u00e5s, Sweden"}]}],"member":"320","published-online":{"date-parts":[[2021,4,9]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"MULTISCALER: A Multi-Loop Auto-Scaling Approach for Cloud-Based Applications","author":"Al-Dulaimy A.","year":"2020","unstructured":"A. Al-Dulaimy , J. Taheri , A. Kassler , M. Hoseiny Farahabady , S. Dencg , and A. Zomaya . 2020 . MULTISCALER: A Multi-Loop Auto-Scaling Approach for Cloud-Based Applications . IEEE Trans. Cloud Computing ( 2020). A. Al-Dulaimy, J. Taheri, A. Kassler, M. Hoseiny Farahabady, S. Dencg, and A. Zomaya. 2020. MULTISCALER: A Multi-Loop Auto-Scaling Approach for Cloud-Based Applications. IEEE Trans. Cloud Computing (2020)."},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"crossref","unstructured":"A. Ali-Eldin M. Kihl J. Tordsson and E. Elmroth. 2012. Efficient Provisioning of Bursty Scientific Workloads on the Cloud Using Adaptive Elasticity Control. In W. Scientific Cloud Computing.  A. Ali-Eldin M. Kihl J. Tordsson and E. Elmroth. 2012. Efficient Provisioning of Bursty Scientific Workloads on the Cloud Using Adaptive Elasticity Control. In W. Scientific Cloud Computing.","DOI":"10.1145\/2287036.2287044"},{"key":"e_1_3_2_1_3_1","first-page":"7","article-title":"2013. Managing Overloaded Hosts for Dynamic Consolidation of Virtual Machines in Cloud Data Centers under Quality of Service Constraints","volume":"24","author":"Beloglazov A.","year":"2013","unstructured":"A. Beloglazov and R. Buyya . 2013. Managing Overloaded Hosts for Dynamic Consolidation of Virtual Machines in Cloud Data Centers under Quality of Service Constraints . IEEE Trans. Par. and Distr. Syst. 24 , 7 ( 2013 ). A. Beloglazov and R. Buyya. 2013. Managing Overloaded Hosts for Dynamic Consolidation of Virtual Machines in Cloud Data Centers under Quality of Service Constraints. IEEE Trans. Par. and Distr. Syst. 24, 7 (2013).","journal-title":"IEEE Trans. Par. and Distr. Syst."},{"key":"e_1_3_2_1_4_1","first-page":"3","article-title":"2013. Mechanisms for SLA provisioning in cloudbased service providers","volume":"57","author":"Casalicchio E.","year":"2013","unstructured":"E. Casalicchio and L. Silvestri . 2013. Mechanisms for SLA provisioning in cloudbased service providers . Computer Networks 57 , 3 ( 2013 ). E. Casalicchio and L. Silvestri. 2013. Mechanisms for SLA provisioning in cloudbased service providers. Computer Networks 57, 3 (2013).","journal-title":"Computer Networks"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"crossref","unstructured":"W. Dawoud I. Takouna and C. Meinel. 2012. Elastic Virtual Machine for Fine- Grained Cloud Resource Provisioning. In Glob. Trends in Comp. and Comm. Syst.  W. Dawoud I. Takouna and C. Meinel. 2012. Elastic Virtual Machine for Fine- Grained Cloud Resource Provisioning. In Glob. Trends in Comp. and Comm. Syst.","DOI":"10.1007\/978-3-642-29219-4_2"},{"volume-title":"SmartScale: Automatic Application Scaling in Enterprise Clouds. In IEEE Int. Conf. Cloud Computing.","author":"Dutta S.","key":"e_1_3_2_1_6_1","unstructured":"S. Dutta , S. Gera , A. Verma , and B. Viswanathan . 2012 . SmartScale: Automatic Application Scaling in Enterprise Clouds. In IEEE Int. Conf. Cloud Computing. S. Dutta, S. Gera, A. Verma, and B. Viswanathan. 2012. SmartScale: Automatic Application Scaling in Enterprise Clouds. In IEEE Int. Conf. Cloud Computing."},{"volume-title":"RPPS: A Novel Resource Prediction and Provisioning Scheme in Cloud Data Center. In IEEE Int. Conf. Services Computing.","author":"Fang W.","key":"e_1_3_2_1_7_1","unstructured":"W. Fang , Z. Lu , J. Wu , and Z. Cao . 2012 . RPPS: A Novel Resource Prediction and Provisioning Scheme in Cloud Data Center. In IEEE Int. Conf. Services Computing. W. Fang, Z. Lu, J. Wu, and Z. Cao. 2012. RPPS: A Novel Resource Prediction and Provisioning Scheme in Cloud Data Center. In IEEE Int. Conf. Services Computing."},{"volume-title":"Modeldriven Autoscaling for Cloud Applications. In Int. Conf. Aut. Comp.","author":"Gandhi A.","key":"e_1_3_2_1_8_1","unstructured":"A. Gandhi , P. Dube , A. Karve , A. Kochut , and L. Zhang . 2014. Adaptive , Modeldriven Autoscaling for Cloud Applications. In Int. Conf. Aut. Comp. A. Gandhi, P. Dube, A. Karve, A. Kochut, and L. Zhang. 2014. Adaptive, Modeldriven Autoscaling for Cloud Applications. In Int. Conf. Aut. Comp."},{"key":"e_1_3_2_1_9_1","first-page":"32","article-title":"2014","author":"Han R.","year":"2014","unstructured":"R. Han , M. M. Ghanem , L. Guo , Y. Guo , and M. Osmond . 2014 . Enabling Cost- Aware and Adaptive Elasticity of Multi-Tier Cloud Applications. Future Gener. Comput. Syst. 32 ( 2014 ). R. Han, M. M. Ghanem, L. Guo, Y. Guo, and M. Osmond. 2014. Enabling Cost- Aware and Adaptive Elasticity of Multi-Tier Cloud Applications. Future Gener. Comput. Syst. 32 (2014).","journal-title":"Future Gener. Comput. Syst."},{"volume-title":"Lightweight Resource Scaling for Cloud Applications. In IEEE\/ACM Int. Symp. Cluster, Cloud and Grid Comp.","author":"Han R.","key":"e_1_3_2_1_10_1","unstructured":"R. Han , L. Guo , M. M. Ghanem , and Y. Guo . 2012 . Lightweight Resource Scaling for Cloud Applications. In IEEE\/ACM Int. Symp. Cluster, Cloud and Grid Comp. R. Han, L. Guo, M. M. Ghanem, and Y. Guo. 2012. Lightweight Resource Scaling for Cloud Applications. In IEEE\/ACM Int. Symp. Cluster, Cloud and Grid Comp."},{"volume-title":"KSwSVR: A New Load Forecasting Method for Efficient Resources Provisioning in Cloud. In IEEE Int. Conf. Services Comp.","author":"Hu R.","key":"e_1_3_2_1_11_1","unstructured":"R. Hu , J. Jiang , G. Liu , and L. Wang . 2013 . KSwSVR: A New Load Forecasting Method for Efficient Resources Provisioning in Cloud. In IEEE Int. Conf. Services Comp. R. Hu, J. Jiang, G. Liu, and L. Wang. 2013. KSwSVR: A New Load Forecasting Method for Efficient Resources Provisioning in Cloud. In IEEE Int. Conf. Services Comp."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"crossref","unstructured":"W. Iqbal M. Dailey and D. Carrera. 2009. SLA-Driven Adaptive Resource Management for Web Applications on a Heterogeneous Compute Cloud. In Cloud Comp.  W. Iqbal M. Dailey and D. Carrera. 2009. SLA-Driven Adaptive Resource Management for Web Applications on a Heterogeneous Compute Cloud. In Cloud Comp.","DOI":"10.1007\/978-3-642-10665-1_22"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2010.10.016"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2011.05.027"},{"key":"e_1_3_2_1_15_1","volume-title":"eQoS: Provisioning of Client-Perceived End-to-End QoS Guarantees in Web Servers","author":"Wei J.","year":"2006","unstructured":"J. Wei and C.-Z. Xu. 2006. eQoS: Provisioning of Client-Perceived End-to-End QoS Guarantees in Web Servers . IEEE Trans. Comp . 55, 12 ( 2006 ). J. Wei and C.-Z. Xu. 2006. eQoS: Provisioning of Client-Perceived End-to-End QoS Guarantees in Web Servers. IEEE Trans. Comp. 55, 12 (2006)."},{"key":"e_1_3_2_1_16_1","first-page":"7","article-title":"2012","volume":"47","author":"Kundu S.","year":"2012","unstructured":"S. Kundu , R. Rangaswami , A. Gulati , M. Zhao , and K. Dutta . 2012 . Modeling Virtualized Applications Using Machine Learning Techniques. SIGPLAN Not. 47 , 7 ( 2012 ). S. Kundu, R. Rangaswami, A. Gulati, M. Zhao, and K. Dutta. 2012. Modeling Virtualized Applications Using Machine Learning Techniques. SIGPLAN Not. 47, 7 (2012).","journal-title":"Modeling Virtualized Applications Using Machine Learning Techniques. SIGPLAN Not."},{"volume-title":"Autonomic Provisioning with Self-Adaptive Neural Fuzzy Control for End-to-end Delay Guarantee. In IEEE Int. Symp. Modeling, Analysis and Sim. of Comp. and Telecomm. Syst.","author":"Lama P.","key":"e_1_3_2_1_17_1","unstructured":"P. Lama and X. Zhou . 2010 . Autonomic Provisioning with Self-Adaptive Neural Fuzzy Control for End-to-end Delay Guarantee. In IEEE Int. Symp. Modeling, Analysis and Sim. of Comp. and Telecomm. Syst. P. Lama and X. Zhou. 2010. Autonomic Provisioning with Self-Adaptive Neural Fuzzy Control for End-to-end Delay Guarantee. In IEEE Int. Symp. Modeling, Analysis and Sim. of Comp. and Telecomm. Syst."},{"key":"e_1_3_2_1_18_1","first-page":"102","article-title":"2020. Energy-efficient and quality-aware VM consolidation method","author":"Li Z.","year":"2020","unstructured":"Z. Li , X. Yu , L. Yu , S. Guo , and V. Chang . 2020. Energy-efficient and quality-aware VM consolidation method . Future Gen. Comp. Syst. 102 ( 2020 ). Z. Li, X. Yu, L. Yu, S. Guo, and V. Chang. 2020. Energy-efficient and quality-aware VM consolidation method. Future Gen. Comp. Syst. 102 (2020).","journal-title":"Future Gen. Comp. Syst."},{"key":"e_1_3_2_1_19_1","volume-title":"A review of auto-scaling techniques for elastic applications in cloud environments. Journal of grid computing 12, 4","author":"Lorido-Botran Tania","year":"2014","unstructured":"Tania Lorido-Botran , Jose Miguel-Alonso , and Jose A Lozano . 2014. A review of auto-scaling techniques for elastic applications in cloud environments. Journal of grid computing 12, 4 ( 2014 ), 559--592. Tania Lorido-Botran, Jose Miguel-Alonso, and Jose A Lozano. 2014. A review of auto-scaling techniques for elastic applications in cloud environments. Journal of grid computing 12, 4 (2014), 559--592."},{"volume-title":"Automated Control of Multiple Virtualized Resources. In ACM European Conf. Computer Systems.","author":"Padala P.","key":"e_1_3_2_1_20_1","unstructured":"P. Padala , K.-Y. Hou , K. G. Shin , X. Zhu , M. Uysal , Z. Wang , S. Singhal , and A. Merchant . 2009 . Automated Control of Multiple Virtualized Resources. In ACM European Conf. Computer Systems. P. Padala, K.-Y. Hou, K. G. Shin, X. Zhu, M. Uysal, Z. Wang, S. Singhal, and A. Merchant. 2009. Automated Control of Multiple Virtualized Resources. In ACM European Conf. Computer Systems."},{"volume-title":"Adaptive Control of Virtualized Resources in Utility Computing Environments. In ACM European Conf. Computer Systems.","author":"Padala P.","key":"e_1_3_2_1_21_1","unstructured":"P. Padala , K. G. Shin , X. Zhu , M. Uysal , Z. Wang , S. Singhal , A. Merchant , and K. Salem . 2007 . Adaptive Control of Virtualized Resources in Utility Computing Environments. In ACM European Conf. Computer Systems. P. Padala, K. G. Shin, X. Zhu, M. Uysal, Z. Wang, S. Singhal, A. Merchant, and K. Salem. 2007. Adaptive Control of Virtualized Resources in Utility Computing Environments. In ACM European Conf. Computer Systems."},{"key":"e_1_3_2_1_22_1","first-page":"2","article-title":"2019. Multilayered Autoscaling Performance Evaluation: Can Virtual Machines and Containers Co--Scale?","volume":"29","author":"Podolskiy V.","year":"2019","unstructured":"V. Podolskiy , A. Jindal , and M. Gerndt . 2019. Multilayered Autoscaling Performance Evaluation: Can Virtual Machines and Containers Co--Scale? Int. Journal of Applied Mathematics and Comp. Science 29 , 2 ( 2019 ). V. Podolskiy, A. Jindal, and M. Gerndt. 2019. Multilayered Autoscaling Performance Evaluation: Can Virtual Machines and Containers Co--Scale? Int. Journal of Applied Mathematics and Comp. Science 29, 2 (2019).","journal-title":"Int. Journal of Applied Mathematics and Comp. Science"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2008.11.002"},{"volume-title":"Int. Conf. Aut. Comp.","author":"Rao J.","key":"e_1_3_2_1_24_1","unstructured":"J. Rao , X. Bu , C.-Z. Xu , L. Wang , and G. Yin . 2009. VCONF: A Reinforcement Learning Approach to Virtual Machines Auto-Configuration . In Int. Conf. Aut. Comp. J. Rao, X. Bu, C.-Z. Xu, L. Wang, and G. Yin. 2009. VCONF: A Reinforcement Learning Approach to Virtual Machines Auto-Configuration. In Int. Conf. Aut. Comp."},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"crossref","unstructured":"J. Rao Y. Wei J. Gong and C. Xu. 2013. QoS Guarantees and Service Differentiation for Dynamic Cloud Applications. IEEE Trans. Network and Service Management 10 1 (2013).  J. Rao Y. Wei J. Gong and C. Xu. 2013. QoS Guarantees and Service Differentiation for Dynamic Cloud Applications. IEEE Trans. Network and Service Management 10 1 (2013).","DOI":"10.1109\/TNSM.2012.091012.120238"},{"key":"e_1_3_2_1_26_1","volume-title":"How to share a secret. Commun. ACM 22, 11","author":"Shamir Adi","year":"1979","unstructured":"Adi Shamir . 1979. How to share a secret. Commun. ACM 22, 11 ( 1979 ), 612--613. Adi Shamir. 1979. How to share a secret. Commun. ACM 22, 11 (1979), 612--613."},{"key":"e_1_3_2_1_27_1","volume-title":"Agile Dynamic Provisioning of Multi-Tier Internet Applications. ACM Trans. Auton. Adapt. Syst. 3, 1","author":"Urgaonkar B.","year":"2008","unstructured":"B. Urgaonkar , P. Shenoy , A. Chandra , P. Goyal , and T. Wood . 2008. Agile Dynamic Provisioning of Multi-Tier Internet Applications. ACM Trans. Auton. Adapt. Syst. 3, 1 ( 2008 ). B. Urgaonkar, P. Shenoy, A. Chandra, P. Goyal, and T.Wood. 2008. Agile Dynamic Provisioning of Multi-Tier Internet Applications. ACM Trans. Auton. Adapt. Syst. 3, 1 (2008)."},{"volume-title":"Adaptive Virtual Resource Management with Fuzzy Model Predictive Control. In Int. Conf. Aut. Comp.","author":"Wang L.","key":"e_1_3_2_1_28_1","unstructured":"L. Wang , J. Xu , M. Zhao , and J. Fortes . 2011 . Adaptive Virtual Resource Management with Fuzzy Model Predictive Control. In Int. Conf. Aut. Comp. L. Wang, J. Xu, M. Zhao, and J. Fortes. 2011. Adaptive Virtual Resource Management with Fuzzy Model Predictive Control. In Int. Conf. Aut. Comp."},{"key":"e_1_3_2_1_29_1","volume-title":"URL: A unified reinforcement learning approach for autonomic cloud management. J. Parallel and Distrib. Comput. 72, 2","author":"Xu C.-Z.","year":"2012","unstructured":"C.-Z. Xu , J. Rao , and X. Bu . 2012 . URL: A unified reinforcement learning approach for autonomic cloud management. J. Parallel and Distrib. Comput. 72, 2 (2012). C.-Z. Xu, J. Rao, and X. Bu. 2012. URL: A unified reinforcement learning approach for autonomic cloud management. J. Parallel and Distrib. Comput. 72, 2 (2012)."}],"event":{"name":"ICPE '21: ACM\/SPEC International Conference on Performance Engineering","sponsor":["SIGMETRICS ACM Special Interest Group on Measurement and Evaluation","SIGSOFT ACM Special Interest Group on Software Engineering"],"location":"Virtual Event France","acronym":"ICPE '21"},"container-title":["Proceedings of the ACM\/SPEC International Conference on Performance Engineering"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3427921.3450254","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3427921.3450254","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T21:24:23Z","timestamp":1750195463000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3427921.3450254"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,4,9]]},"references-count":29,"alternative-id":["10.1145\/3427921.3450254","10.1145\/3427921"],"URL":"https:\/\/doi.org\/10.1145\/3427921.3450254","relation":{},"subject":[],"published":{"date-parts":[[2021,4,9]]},"assertion":[{"value":"2021-04-09","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}