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DCM: Dynamic Concurrency Management for Scaling n-Tier Applications in Cloud
2017
2017 IEEE 37th International Conference on Distributed Computing Systems (ICDCS)
We develop a dynamic concurrency management (DCM) framework which integrates soft resource allocations into the system scaling management. ...
We implement DCM as a two-level actuator which scales both hardware and soft resources in an n-tier system on the fly without interrupting the runtime system performance. ...
Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation or other funding ...
doi:10.1109/icdcs.2017.22
dblp:conf/icdcs/ChenWPX17
fatcat:wxvlg7yzvnaetjqg6wxm6far24
Coordinated Power and Performance Guarantee with Fuzzy MIMO Control in Virtualized Server Clusters
2015
IEEE transactions on computers
We implement PERFUME in a testbed of virtualized blade servers hosting multi-tier RUBiS applications. ...
Based on the proposed fuzzy MIMO control technique, it effectively controls both the throughput and percentile-based response time of multi-tier applications due to its novel self-adaptive fuzzy modeling ...
Acknowledgement This research was supported in part by NSF CAREER award CNS-0844983 and research grant CNS-1217979. A preliminary version of the paper appeared in [21] . ...
doi:10.1109/tc.2013.184
fatcat:fjuqyrwesnf7nhmgx2v7yomuiq
Multi-mode energy management for multi-tier server clusters
2008
Proceedings of the 17th international conference on Parallel architectures and compilation techniques - PACT '08
This paper presents an energy management policy for reconfigurable clusters running a multi-tier application, exploiting DVS together with multiple sleep states. ...
To validate our results and policies, we implement them on an actual multi-tier server cluster where nodes support all power management techniques considered. ...
The main contribution of this paper is the presentation of a comprehensive theoretical analysis, design, and evaluation of multi-mode energy management for multi-tier server clusters. ...
doi:10.1145/1454115.1454153
dblp:conf/IEEEpact/HorvathS08
fatcat:rln7qhojsnhhnmpa5lw4hpn2xq
Automated and Agile Server Parameter Tuning with Learning and Control
2012
2012 IEEE 26th International Parallel and Distributed Processing Symposium
In this paper, we investigate automated and agile server parameter tuning for maximizing effective throughput of multi-tier Internet applications. ...
Experimental results demonstrate that the new approach significantly outperforms the reinforcement learning based approach for both improving effective system throughput and minimizing average response ...
The authors thank the NISSC for providing blade server equipments for conducting the experiments. ...
doi:10.1109/ipdps.2012.66
dblp:conf/ipps/GuoLZ12
fatcat:edvfe3qgjve5flfx4zjrh6pjm4
Effective resource and workload management in data centers
2014
2014 IEEE Network Operations and Management Symposium (NOMS)
In the unlikely even t that the author did not send a com plete m anuscript and there are missing pages, these will be noted. Also, if m aterial had to be rem oved, a note will indicate the deletion. ...
All rights reserved IN F O R M A T IO N T O A LL U S E R S T h e quality of this reproduction is dependent upon the quality of the copy submitted. ...
In general, these earlier works consider a single tier web server and the proposed techniques do not directly provide a solution for a multi-tier system. ...
doi:10.1109/noms.2014.6838287
dblp:conf/noms/LuS14
fatcat:nk2l6njvzbhkfmhg6f5ewimf6m
Prediction-based VM provisioning and admission control for multi-tier web applications
2016
Journal of Cloud Computing: Advances, Systems and Applications
We present a prediction-based, cost-efficient Virtual Machine (VM) provisioning and admission control approach for multi-tier web applications. ...
It monitors and uses collected resource utilization metrics itself and does not require a performance model of the applications or the infrastructure dynamics. ...
[29] used control theoretic models to design resource allocation solutions for cloud computing. ...
doi:10.1186/s13677-016-0065-9
fatcat:xuebq22gyvbmjmkheftxlamavu
Automated and Agile Server ParameterTuning by Coordinated Learning and Control
2014
IEEE Transactions on Parallel and Distributed Systems
In this paper, we investigate automated and agile server parameter tuning for maximizing effective throughput of multi-tier Internet applications. ...
Experimental results demonstrate that the new approach significantly outperforms the reinforcement learning based approach for both improving effective system throughput and minimizing average response ...
Acknowledgement This research was supported in part by U.S. National Science Foundation research grant CNS-1217979 and CAREER Award CNS-0844983. ...
doi:10.1109/tpds.2013.115
fatcat:w5cjnvthtnahbd36ylxqcpgkey
Conclusions of the ARTIST2 roadmap on control of computing systems
2006
ACM SIGBED Review
The use of control-based methods for resource management in real-time computing and communication systems has gained a substantial interest recently. ...
Applications areas include performance control of web-servers, dynamic resource management in embedded systems, traffic control in communication networks, transaction management in database servers, error ...
Important input to the roadmap were provided by the participants of the Lund Workshop on Control for Embedded Systems, June 2005. We also gratefully acknowledge the valuable comments of the reviewers. ...
doi:10.1145/1164050.1164053
fatcat:7dgfbkevf5g4fi335baw2pr6mq
A cost-oriented methodology for the design of web based IT architectures
2002
Proceedings of the 2002 ACM symposium on Applied computing - SAC '02
tiers over the Web, the allocation of applications on physical machines and the total number of servers involved. ...
Information system design and optimum sizing is the result of a reconciliation of several conflicting requirements, including technical performance and costs. ...
tiers over the Web, the allocation of applications on physical machines and the total number of servers involved. ...
doi:10.1145/509004.509012
fatcat:gr3xrxo5rna3fnjuhgqm3jxnca
A cost-oriented methodology for the design of web based IT architectures
2002
Proceedings of the 2002 ACM symposium on Applied computing - SAC '02
tiers over the Web, the allocation of applications on physical machines and the total number of servers involved. ...
Information system design and optimum sizing is the result of a reconciliation of several conflicting requirements, including technical performance and costs. ...
tiers over the Web, the allocation of applications on physical machines and the total number of servers involved. ...
doi:10.1145/508791.509012
dblp:conf/sac/ArdagnaF02
fatcat:vzy7btzxhnhjjcjqy7acwjtt4q
Resource overbooking and application profiling in a shared Internet hosting platform
2009
ACM Transactions on Internet Technology
In this article, we present techniques for provisioning CPU and network resources in shared Internet hosting platforms running potentially antagonistic third-party applications. ...
We show how our techniques can be combined with commonly used QoS resource allocation mechanisms to provide application isolation and performance guarantees at run-time. ...
For instance, modeling only a single bottlenecked tier of a multi-tier application will fail to capture caching effects at other tiers. ...
doi:10.1145/1462159.1462160
fatcat:ylilcpsbbra75lpcu6wdbgk3yy
Machine Learning Methods for Reliable Resource Provisioning in Edge-Cloud Computing
2019
ACM Computing Surveys
of Cloud and IT are integrated in Radio Access Networks (RANs) which are close to subscribers [44, 101] . ...
modeling, load balancing, application placement and migration, computing offloading, system autoscaling and remediation; and (4) a problem-oriented discussion of a next generation of edge-cloud computing ...
-88749-R) and the Comunidad de Madrid grant EdgeData-CM (P2018/TSC-4499). ...
doi:10.1145/3341145
fatcat:vkzofhgipfhqtm2z2w5swivksy
BrownMap: Enforcing Power Budget in Shared Data Centers
[chapter]
2010
Lecture Notes in Computer Science
Both theoretical and experimental evidence are presented that establish the efficacy of BrownMap to optimize a global objective, while meeting a power budget for shared data centers. ...
We present the BrownMap methodology that is able to ensure that data centers can deal both with outages that reduce the available power or with surges in workload. ...
We use the utility and resource models to create a model of utility versus resource allocated for each server. ...
doi:10.1007/978-3-642-16955-7_3
fatcat:2x7mdp57c5af3ek2gkpw3igqsy
Performance guarantees for Web server end-systems: a control-theoretical approach
2002
IEEE Transactions on Parallel and Distributed Systems
We demonstrate how a general web server may be modeled for purposes of performance control, present the equivalents of sensors and actuators, formulate a simple feedback loop, describe how it can leverage ...
These changes place the web server at the center of a gradually emerging eservice infrastructure with increasing requirements for service quality and reliability guarantees in an unpredictable and highly-dynamic ...
Acknowledgements The authors would like to thank Jack Stankovic, Sang Son, and Gang Tao for their useful advice and inspiring discussions. ...
doi:10.1109/71.980028
fatcat:ecokvwi5qjh2zc7tqlraz25kdq
VCONF employs model-based RL algorithms to address the scalability and adaptability issues in applying RL in systems management. ...
Resources allocated to the VMs should be re-configured dynamically in response to the change of application demands or resource supply. ...
Acknowledgement We would like to thank the anonymous reviewers for their constructive comments. This research was supported in part by U.S. ...
doi:10.1145/1555228.1555263
dblp:conf/icac/RaoBXWY09
fatcat:3aaxpopu25ephibz7ba3fdpcvu
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