Power-aware QoS Management in Web Servers
RTSS '03 Proceedings of the 24th IEEE International Real-Time Systems Symposium
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
Dynamic Provisioning of Multi-tier Internet Applications
ICAC '05 Proceedings of the Second International Conference on Automatic Computing
Resource Allocation for Autonomic Data Centers using Analytic Performance Models
ICAC '05 Proceedings of the Second International Conference on Automatic Computing
SLA Based Profit Optimization in Multi-tier Systems
NCA '05 Proceedings of the Fourth IEEE International Symposium on Network Computing and Applications
Controlling Quality of Service in Multi-Tier Web Applications
ICDCS '06 Proceedings of the 26th IEEE International Conference on Distributed Computing Systems
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
Appliance-Based Autonomic Provisioning Framework for Virtualized Outsourcing Data Center
ICAC '07 Proceedings of the Fourth International Conference on Autonomic Computing
Green Supercomputing Comes of Age
IT Professional
Journal of Systems and Software
IEEE Transactions on Parallel and Distributed Systems
Enabling Self-Managing Applications using Model-based Online Control Strategies
ICAC '06 Proceedings of the 2006 IEEE International Conference on Autonomic Computing
Resource Management in the Autonomic Service-Oriented Architecture
ICAC '06 Proceedings of the 2006 IEEE International Conference on Autonomic Computing
Model Identification for Energy-Aware Management of Web Service Systems
ICSOC '08 Proceedings of the 6th International Conference on Service-Oriented Computing
Autonomic virtual resource management for service hosting platforms
CLOUD '09 Proceedings of the 2009 ICSE Workshop on Software Engineering Challenges of Cloud Computing
Multi-Tiered On-Demand Resource Scheduling for VM-Based Data Center
CCGRID '09 Proceedings of the 2009 9th IEEE/ACM International Symposium on Cluster Computing and the Grid
Resource Allocation Using Virtual Clusters
CCGRID '09 Proceedings of the 2009 9th IEEE/ACM International Symposium on Cluster Computing and the Grid
SLA-Aware Virtual Resource Management for Cloud Infrastructures
CIT '09 Proceedings of the 2009 Ninth IEEE International Conference on Computer and Information Technology - Volume 02
SLA-Driven Adaptive Resource Management for Web Applications on a Heterogeneous Compute Cloud
CloudCom '09 Proceedings of the 1st International Conference on Cloud Computing
Joint optimization of idle and cooling power in data centers while maintaining response time
Proceedings of the fifteenth edition of ASPLOS on Architectural support for programming languages and operating systems
Dynamic Provisioning Modeling for Virtualized Multi-tier Applications in Cloud Data Center
CLOUD '10 Proceedings of the 2010 IEEE 3rd International Conference on Cloud Computing
Energy-Efficient Cloud Computing
The Computer Journal
Temperature-aware dynamic resource provisioning in a power-optimized datacenter
Proceedings of the Conference on Design, Automation and Test in Europe
Energy Conscious Scheduling for Distributed Computing Systems under Different Operating Conditions
IEEE Transactions on Parallel and Distributed Systems
ISCC '11 Proceedings of the 2011 IEEE Symposium on Computers and Communications
Energy-Aware Autonomic Resource Allocation in Multitier Virtualized Environments
IEEE Transactions on Services Computing
Management Issues with Cloud Computing
Proceedings of the Second International Conference on Innovative Computing and Cloud Computing
A three-phase energy-saving strategy for cloud storage systems
Journal of Systems and Software
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With the development of cloud environments serving as a unified infrastructure, the resource management and energy consumption issues become more important in the operations of such systems. In this paper, we investigate adaptive model-free approaches for resource allocation and energy management under time-varying workloads and heterogeneous multi-tier applications. Specifically, we make use of measurable metrics, including throughput, rejection amount, queuing state, and so on, to design resource adjustment schemes and to make control decisions adaptively. The ultimate objective is to guarantee the summarized revenue of the resource provider while saving energy and operational costs. To validate the effectiveness, performance evaluation experiments are performed in a simulated environment, with realistic workloads considered. Results show that with the combination of long-term adaptation and short-term adaptation, the fluctuation of unpredictable workloads can be captured, and thus the total revenue can be preserved while balancing the power consumption as needed. Furthermore, the proposed approach can achieve better effect and efficiency than the model-based approaches in dealing with real-world workloads.