Energy-aware adaptation for mobile applications
Proceedings of the seventeenth ACM symposium on Operating systems principles
Managing energy and server resources in hosting centers
SOSP '01 Proceedings of the eighteenth ACM symposium on Operating systems principles
Energy-efficient soft real-time CPU scheduling for mobile multimedia systems
SOSP '03 Proceedings of the nineteenth ACM symposium on Operating systems principles
Xen and the art of virtualization
SOSP '03 Proceedings of the nineteenth ACM symposium on Operating systems principles
Resource overbooking and application profiling in shared hosting platforms
OSDI '02 Proceedings of the 5th symposium on Operating systems design and implementationCopyright restrictions prevent ACM from being able to make the PDFs for this conference available for downloading
An analytical model for multi-tier internet services and its applications
SIGMETRICS '05 Proceedings of the 2005 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
A Power-Aware Run-Time System for High-Performance Computing
SC '05 Proceedings of the 2005 ACM/IEEE conference on Supercomputing
Supporting application quality of service in shared resource pools
Communications of the ACM - Self managed systems
Power provisioning for a warehouse-sized computer
Proceedings of the 34th annual international symposium on Computer architecture
Live migration of virtual machines
NSDI'05 Proceedings of the 2nd conference on Symposium on Networked Systems Design & Implementation - Volume 2
Model-based resource provisioning in a web service utility
USITS'03 Proceedings of the 4th conference on USENIX Symposium on Internet Technologies and Systems - Volume 4
Adaptive control of virtualized resources in utility computing environments
Proceedings of the 2nd ACM SIGOPS/EuroSys European Conference on Computer Systems 2007
Dynamic voltage frequency scaling for multi-tasking systems using online learning
ISLPED '07 Proceedings of the 2007 international symposium on Low power electronics and design
SPADE: the system s declarative stream processing engine
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
A dollar from 15 cents: cross-platform management for internet services
ATC'08 USENIX 2008 Annual Technical Conference on Annual Technical Conference
1000 Islands: Integrated Capacity and Workload Management for the Next Generation Data Center
ICAC '08 Proceedings of the 2008 International Conference on Autonomic Computing
Profiling and modeling resource usage of virtualized applications
Proceedings of the 9th ACM/IFIP/USENIX International Conference on Middleware
Entropy: a consolidation manager for clusters
Proceedings of the 2009 ACM SIGPLAN/SIGOPS international conference on Virtual execution environments
Automated control of multiple virtualized resources
Proceedings of the 4th ACM European conference on Computer systems
Statistical profiling-based techniques for effective power provisioning in data centers
Proceedings of the 4th ACM European conference on Computer systems
Predicting Multiple Metrics for Queries: Better Decisions Enabled by Machine Learning
ICDE '09 Proceedings of the 2009 IEEE International Conference on Data Engineering
ICAC '09 Proceedings of the 6th international conference on Autonomic computing
NAP: a building block for remediating performance bottlenecks via black box network analysis
ICAC '09 Proceedings of the 6th international conference on Autonomic computing
Dynamic resource allocation for shared data centers using online measurements
IWQoS'03 Proceedings of the 11th international conference on Quality of service
Automated control for elastic storage
Proceedings of the 7th international conference on Autonomic computing
JustRunIt: experiment-based management of virtualized data centers
USENIX'09 Proceedings of the 2009 conference on USENIX Annual technical conference
PAC: Pattern-driven Application Consolidation for Efficient Cloud Computing
MASCOTS '10 Proceedings of the 2010 IEEE International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems
Black-box and gray-box strategies for virtual machine migration
NSDI'07 Proceedings of the 4th USENIX conference on Networked systems design & implementation
Active and accelerated learning of cost models for optimizing scientific applications
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Lightweight Resource Scaling for Cloud Applications
CCGRID '12 Proceedings of the 2012 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (ccgrid 2012)
Seagull: intelligent cloud bursting for enterprise applications
USENIX ATC'12 Proceedings of the 2012 USENIX conference on Annual Technical Conference
Transactional auto scaler: elastic scaling of in-memory transactional data grids
Proceedings of the 9th international conference on Autonomic computing
Dynamic energy-aware capacity provisioning for cloud computing environments
Proceedings of the 9th international conference on Autonomic computing
Automatic elasticity in OpenStack
Proceedings of the Workshop on Secure and Dependable Middleware for Cloud Monitoring and Management
A Survey on Cloud Computing Elasticity
UCC '12 Proceedings of the 2012 IEEE/ACM Fifth International Conference on Utility and Cloud Computing
Responding rapidly to service level violations using virtual appliances
ACM SIGOPS Operating Systems Review
CloudOptimizer: multi-tenancy for I/O-bound OLAP workloads
Proceedings of the 16th International Conference on Extending Database Technology
Parallel analytics as a service
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
CPI2: CPU performance isolation for shared compute clusters
Proceedings of the 8th ACM European Conference on Computer Systems
Rebalancing in a multi-cloud environment
Proceedings of the 4th ACM workshop on Scientific cloud computing
An experimental study of cascading performance interference in a virtualized environment
ACM SIGMETRICS Performance Evaluation Review
Accelerating optimistic HLA-based simulations in virtual execution environments
Proceedings of the 2013 ACM SIGSIM conference on Principles of advanced discrete simulation
Dynamic resource allocation with management objectives: implementation for an OpenStack cloud
Proceedings of the 8th International Conference on Network and Service Management
Guide-copy: fast and silent migration of virtual machine for datacenters
SC '13 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis
Elastic resource management for heterogeneous applications on PaaS
Proceedings of the 5th Asia-Pacific Symposium on Internetware
Quasar: resource-efficient and QoS-aware cluster management
Proceedings of the 19th international conference on Architectural support for programming languages and operating systems
The sharing architecture: sub-core configurability for IaaS clouds
Proceedings of the 19th international conference on Architectural support for programming languages and operating systems
QoS-Aware scheduling in heterogeneous datacenters with paragon
ACM Transactions on Computer Systems (TOCS)
Towards software performance engineering for multicore and manycore systems
ACM SIGMETRICS Performance Evaluation Review
Ginseng: market-driven memory allocation
Proceedings of the 10th ACM SIGPLAN/SIGOPS international conference on Virtual execution environments
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Elastic resource scaling lets cloud systems meet application service level objectives (SLOs) with minimum resource provisioning costs. In this paper, we present CloudScale, a system that automates fine-grained elastic resource scaling for multi-tenant cloud computing infrastructures. CloudScale employs online resource demand prediction and prediction error handling to achieve adaptive resource allocation without assuming any prior knowledge about the applications running inside the cloud. CloudScale can resolve scaling conflicts between applications using migration, and integrates dynamic CPU voltage/frequency scaling to achieve energy savings with minimal effect on application SLOs. We have implemented CloudScale on top of Xen and conducted extensive experiments using a set of CPU and memory intensive applications (RUBiS, Hadoop, IBM System S). The results show that CloudScale can achieve significantly higher SLO conformance than other alternatives with low resource and energy cost. CloudScale is non-intrusive and light-weight, and imposes negligible overhead (