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Self-Tuning, Bandwidth-Aware Monitoring for Dynamic Data Streams

Navendu Jain, Praveen Yalagandula, Mike Dahlin, Yin Zhang
2009 Proceedings / International Conference on Data Engineering  
We present SMART, a self-tuning, bandwidth-aware monitoring system that maximizes result precision of continuous aggregate queries over dynamic data streams.  ...  The primary challenge for SMART is how to dynamically select updates at each node to maximize query precision while keeping per-node monitoring bandwidth below a specified budget.  ...  ACKNOWLEDGMENTS We thank Joe Hellerstein, Adam Silberstein and the anonymous reviewers for their valuable feedback. Navendu Jain is supported by an IBM Ph.D. Fellowship.  ... 
doi:10.1109/icde.2009.134 dblp:conf/icde/JainYDZ09 fatcat:55dex4x75fhr3na5gb4tzj6uhi

A Self-Managing Wide-Area Data Streaming Service using Model-based Online Control

Viraj Bhat, Manish Parashar, Mohit Khandekar, Nagarajan Kandasamy, Scott Klasky
2006 2006 7th IEEE/ACM International Conference on Grid Computing  
This paper presents a design and implementation of such a self-managing data-streaming service based on online control strategies.  ...  Efficient and robust data streaming services are a critical requirement of emerging Grid applications, which are based on seamless interactions and coupling between geographically distributed application  ...  The element manager was not aware of the current and future data generation rate and the network bandwidth.  ... 
doi:10.1109/icgrid.2006.311013 dblp:conf/grid/BhatPKKK06 fatcat:e5v7krnwo5ap3pefa554yg53i4

An overview of network-aware applications for mobile multimedia delivery

Jinwei Cao, K.M. McNeill, Dongsong Zhang, J.F. Nunamaker
2004 37th Annual Hawaii International Conference on System Sciences, 2004. Proceedings of the  
approaches for mobile multimedia delivery are compared with respect to these requirements.  ...  Research issues and activities are then discussed in detail from two basic aspects of network-aware applications: network awareness and network adaptation.  ...  For example, streaming media applications require timely delivery of data and use protocols like RTP [46] . Therefore, many TCP-based network monitoring techniques (e.g.  ... 
doi:10.1109/hicss.2004.1265689 dblp:conf/hicss/CaoZMN04 fatcat:oxxyakfzmfcgregci3qyqftmmi

Towards collaborative data reduction in stream-processing systems

Ming Li, David Kotz
2009 International Journal of Communication Networks and Distributed Systems  
Our prototype-based evaluation shows that group-aware stream filtering is effective in trading CPU time for data reduction, compared with self-interested filtering.  ...  For bandwidth efficiency, we propose a collaborative data-reduction mechanism, 'group-aware stream filtering', used together with multicast, to select a small set of necessary data that satisfy the needs  ...  Acknowledgements This research program is a part of the Institute for Security Technology Studies  ... 
doi:10.1504/ijcnds.2009.026555 fatcat:xlyhjv7gkncgpbhvaotosfouza

Data Mining in QoS-Aware Media Grids [chapter]

Xiuju Fu, Xiaorong Li, Lipo Wang, David Ong, Stephen John Turner
2008 Studies in Computational Intelligence  
Many prediction techniques have been applied to media streaming for improving QoS Services through predicting the following: 1. bandwidth -in order to adapt to dynamic media content streaming; 2. media  ...  It is therefore inappropriate to fix the coefficients for predicting the dynamic bandwidth in wavelet modelling.  ... 
doi:10.1007/978-3-540-78293-3_16 fatcat:lskhehljyfbdzb4uh6g6o7ych4

A self-managing wide-area data streaming service

Viraj Bhat, Manish Parashar, Hua Liu, Nagarajan Kandasamy, Mohit Khandekar, Scott Klasky, Sherif Abdelwahed
2007 Cluster Computing  
Parashar plementation of such a self-managing data-streaming service based on online control strategies.  ...  Efficient and robust data streaming services are a critical requirement of emerging Grid applications, which are based on seamless interactions and coupling between geographically distributed application  ...  The element manager was not aware of the current and future data generation rate and the network bandwidth.  ... 
doi:10.1007/s10586-007-0023-x fatcat:jp73o6pi2vcadofhpfr2tuq67y

Flexible Grid service management through resource partitioning

Bruno Volckaert, Pieter Thysebaert, Marc De Leenheer, Filip De Turck, Bart Dhoedt, Piet Demeester
2006 Journal of Supercomputing  
The proposed architecture is capable of monitoring task submission behaviour and deriving Grid service class characteristics, for use in performing automated computational, storage and network resource-to-service  ...  management components dedicated and tuned to the requirements of a particular service class introduces the concept of Virtual Private Grids.  ...  datasets and monitored service class' bandwidth requirements).  ... 
doi:10.1007/s11227-006-8752-9 fatcat:d64ltqddsfdnhnobxp366vgs44

Policy-Based Bandwidth Management for Tactical Networks with the Agile Computing Middleware

Niranjan Suri, Marco Carvalho, James Lott, Mauro Tortonesi, Jeffrey Bradshaw, Mauro Arguedas, Maggie Breedy
2006 MILCOM 2006  
The agile computing middleware performs bandwidth monitoring and enforcement.  ...  KAoS policies can be used to specify bandwidth limits based on hosts, port numbers, and/or data flows.  ...  Unlike Mockets, FlexFeed is data-aware, which allows it to operate on the data in order to adapt to a dynamic environment.  ... 
doi:10.1109/milcom.2006.302213 fatcat:b44y7ox4zzgi7pxmy3qcc4evyi

Self-tuning Multimedia Streaming System on Cloud Infrastructure

Gheorghe Sebestyen, Anca Hangan, Katalin Sebestyen, Roland Vachter
2013 Procedia Computer Science  
In this paper we present an automatic performance tuning solution for the optimization of a high-demand multimedia streaming service built on a dedicated private cloud architecture.  ...  To achieve the best performance, a cloud-based architecture is proposed with on-demand dynamic allocation of resources and a multi-level data flow with caching capabilities.  ...  Conclusion The paper proposes a self-tuning cloud-based infrastructure destined for multimedia streaming.  ... 
doi:10.1016/j.procs.2013.05.301 fatcat:tinbwdeufzd2zpwwnbsfi25mzu

STAR: Self-Tuning Aggregation for Scalable Monitoring

Navendu Jain, Michael Dahlin, Yin Zhang, Dmitry Kit, Prince Mahajan, Praveen Yalagandula
2007 Very Large Data Bases Conference  
We present STAR, a self-tuning algorithm that adaptively sets numeric precision constraints to accurately and efficiently answer continuous aggregate queries over distributed data streams.  ...  In contrast to previous studies, we treat the problem as a workload-aware optimization problem whose goal is to minimize the total communication load for a multi-level aggregation tree under a fixed error  ...  Acknowledgments We thank Rezaul Chowdhury for many useful discussions, and Joe Hellerstein, Chris Olston, and the anonymous reviewers for their valuable feedback.  ... 
dblp:conf/vldb/JainDZKMY07 fatcat:qg7725rd6jdgxbby22sesukyd4

Designing for Self-Configuration and Self-Adaptation in the Internet of Things

Arjun Athreya, Bruce DeBruhl, Patrick Tague
2013 Proceedings of the 9th IEEE International Conference on Collaborative Computing: Networking, Applications and Worksharing  
This promises a a wealth of opportunity for a large collection of distributed applications and services.  ...  We discuss the inherent benefits of self-management and selfconfiguration in IoT systems in Section II, and we discuss the corresponding self-configurable IoT components in Section III.  ...  data streams.  ... 
doi:10.4108/icst.collaboratecom.2013.254091 dblp:conf/colcom/AthreyaDT13 fatcat:7yiuizdmgngh5fszfnfmie3odq

Exploiting semantics for event detection systems

Ronen Vaisenberg
2009 2009 IEEE International Conference on Pervasive Computing and Communications  
from massive databases of stored sensor data.  ...  For example, consider a query for streams containing entity e i . Arguably, streams with a clear front picture will be returned with high recall and precision.  ... 
doi:10.1109/percom.2009.4912817 dblp:conf/percom/Vaisenberg09 fatcat:jkqrcyx5gne77ibiijssxt7fgq

Ensuring Security and Availability through Model-Based Cross-Layer Adaptation [chapter]

Minyoung Kim, Mark-Oliver Stehr, Ashish Gehani, Carolyn Talcott
2011 Lecture Notes in Computer Science  
We propose a novel approach that employs a compositional method within an iterative tuning framework based on lightweight formal methods with dynamic adaptation. and evaluation of data such as video streams  ...  Situation-and resource-aware security is essential for the process control systems, composed of networked entities with sensors and actuators, that monitor and control the national critical infrastructure  ...  Additional support from National Science Foundation Grant 0932397 (A Logical Framework for Self-Optimizing Networked Cyber-Physical Systems) is gratefully acknowledged.  ... 
doi:10.1007/978-3-642-23641-9_26 fatcat:odykiggea5b2vixqebvvij2gp4

Gridification of collaborative audiovisual organizations through the MediaGrid framework

Bruno Volckaert, Tim Wauters, Marc De Leenheer, Pieter Thysebaert, Filip De Turck, Bart Dhoedt, Piet Demeester
2008 Future generations computer systems  
In this paper, we discuss a use case for employing Grid technology in a media production/distribution environment.  ...  This type of environment is faced with the challenges of storing, retrieving and processing massive amounts of digital multimedia data in a reliable and highly performing manner, preventing Grid technology  ...  Acknowledgments BV and MDL would like to thank the Institute for the Promotion and Innovation through Science and Technology in Flanders (IWT-Vlaanderen).  ... 
doi:10.1016/j.future.2007.06.009 fatcat:fpufhao42nhobpeaefutjjwniq

A Self-organized Agent-based architecture for Power-aware Intrusion Detection in wireless ad-hoc networks

T. Srinivasan, Vivek Vijaykumar, R. Chandrasekar
2006 2006 International Conference on Computing & Informatics  
In this paper we propose SAPID-A Selforganized Agent-based architecture for Power-aware Intrusion Detection in wireless ad-hoc networks.  ...  Index Terms-Ad-hoc networks, adaptive resonance theory, agent-based architectures for intrusion detection, self-organizing maps  ...  The important concepts of self-organizing maps are an area of latest research providing much promise through its dynamism and flexibility in training of the data thereby accounting for many kinds of attacks  ... 
doi:10.1109/icoci.2006.5276609 fatcat:geyiufk4zzanfgnrd7vnefoz2u
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