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Brian Blum

Address: San Diego, California, United States

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Research paper thumbnail of AIDA: Application Independent Data Aggregation in Wireless Sensor Networks

Sensor networks, a novel paradigm in distributed wireless communication technology, have been pro... more Sensor networks, a novel paradigm in distributed wireless communication technology, have been proposed for use in various applications including military surveillance and environmental monitoring. These systems could deploy heterogeneous collections of sensors capable of observing and reporting on various dynamic properties of their surroundings in a time sensitive manner. Such systems suffer bandwidth, energy, and throughput constraints that limit the quantity of information transferred from end to end. These factors cou-pled with unpredictable traffic patterns and dynamic network topologies make the task of designing optimal protocols for such networks difficult. Mechanisms to perform data centric aggregation utilizing application specific knowledge provide a means to augmenting throughput, but have limitations due to their lack of adap-tation and reliance on application specific decisions. We therefore propose a novel aggregation scheme that adaptively performs application independent data aggregation in a time sensitive manner. Our work isolates aggregation decisions into a module that resides between the network and the data link layer and does not require any modifications to the currently existing MAC and network layer protocols. We take advantage of queuing delay and the broadcast nature of wireless communication to concatenate network units into an ag-gregate using a novel adaptive feedback scheme to schedule the delivery of this aggregate to the MAC layer for transmission. In our evaluation we show that end-to-end transmission delay is reduced by as much as 80% under heavy traffic loads. Additionally, we show as much as a 50% reduction in transmission energy con-sumption with the addition of only 2 bytes of header overhead per network unit. Theoretical analysis, simula-tion, and a test-bed implementation on Berkeley��s MICA motes are provided to validate our claims.

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Research paper thumbnail of IGF: A robust state-free communication protocol for sensor networks

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Research paper thumbnail of Communication Architecture and Programming Abstractions for Real-Time Embedded Sensor Networks

Compact Wireless and Wired Sensing Systems, 2004

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Research paper thumbnail of Range-free localization schemes for large scale sensor networks

Proceedings of the 9th annual international conference on Mobile computing and networking - MobiCom '03, 2003

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Research paper thumbnail of RAP: a real-time communication architecture for large-scale wireless sensor networks

Proceedings. Eighth IEEE Real-Time and Embedded Technology and Applications Symposium, 2002

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Research paper thumbnail of An entity maintenance and connection service for sensor networks

Proceedings of the 1st international conference on Mobile systems, applications and services - MobiSys '03, 2003

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Research paper thumbnail of EnviroTrack: towards an environmental computing paradigm for distributed sensor networks

24th International Conference on Distributed Computing Systems, 2004. Proceedings., 2004

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Research paper thumbnail of Range-free localization schemes in large scale sensor network

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Research paper thumbnail of Robust and timely communication over highly dynamic sensor networks

Real-Time Systems, 2007

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Research paper thumbnail of MAC layer abstraction for simulation scalability improvements in large-scale sensor networks

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Research paper thumbnail of AIDA

ACM Transactions on Embedded Computing Systems, 2004

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Research paper thumbnail of Range-free localization and its impact on large scale sensor networks

ACM Transactions on Embedded Computing Systems, 2005

With the proliferation of location dependent applications in sensor networks, location awareness ... more With the proliferation of location dependent applications in sensor networks, location awareness becomes an essential capability of sensor nodes. Because coarse accuracy is sufficient for most sen-sor network applications, solutions in range-free localization are being pursued as a ...

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Research paper thumbnail of AIDA: Application Independent Data Aggregation in Wireless Sensor Networks

Sensor networks, a novel paradigm in distributed wireless communication technology, have been pro... more Sensor networks, a novel paradigm in distributed wireless communication technology, have been proposed for use in various applications including military surveillance and environmental monitoring. These systems could deploy heterogeneous collections of sensors capable of observing and reporting on various dynamic properties of their surroundings in a time sensitive manner. Such systems suffer bandwidth, energy, and throughput constraints that limit the quantity of information transferred from end to end. These factors cou-pled with unpredictable traffic patterns and dynamic network topologies make the task of designing optimal protocols for such networks difficult. Mechanisms to perform data centric aggregation utilizing application specific knowledge provide a means to augmenting throughput, but have limitations due to their lack of adap-tation and reliance on application specific decisions. We therefore propose a novel aggregation scheme that adaptively performs application independent data aggregation in a time sensitive manner. Our work isolates aggregation decisions into a module that resides between the network and the data link layer and does not require any modifications to the currently existing MAC and network layer protocols. We take advantage of queuing delay and the broadcast nature of wireless communication to concatenate network units into an ag-gregate using a novel adaptive feedback scheme to schedule the delivery of this aggregate to the MAC layer for transmission. In our evaluation we show that end-to-end transmission delay is reduced by as much as 80% under heavy traffic loads. Additionally, we show as much as a 50% reduction in transmission energy con-sumption with the addition of only 2 bytes of header overhead per network unit. Theoretical analysis, simula-tion, and a test-bed implementation on Berkeley��s MICA motes are provided to validate our claims.

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Research paper thumbnail of IGF: A robust state-free communication protocol for sensor networks

Bookmarks Related papers MentionsView impact

Research paper thumbnail of Communication Architecture and Programming Abstractions for Real-Time Embedded Sensor Networks

Compact Wireless and Wired Sensing Systems, 2004

Bookmarks Related papers MentionsView impact

Research paper thumbnail of Range-free localization schemes for large scale sensor networks

Proceedings of the 9th annual international conference on Mobile computing and networking - MobiCom '03, 2003

Bookmarks Related papers MentionsView impact

Research paper thumbnail of RAP: a real-time communication architecture for large-scale wireless sensor networks

Proceedings. Eighth IEEE Real-Time and Embedded Technology and Applications Symposium, 2002

Bookmarks Related papers MentionsView impact

Research paper thumbnail of An entity maintenance and connection service for sensor networks

Proceedings of the 1st international conference on Mobile systems, applications and services - MobiSys '03, 2003

Bookmarks Related papers MentionsView impact

Research paper thumbnail of EnviroTrack: towards an environmental computing paradigm for distributed sensor networks

24th International Conference on Distributed Computing Systems, 2004. Proceedings., 2004

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Research paper thumbnail of Range-free localization schemes in large scale sensor network

Bookmarks Related papers MentionsView impact

Research paper thumbnail of Robust and timely communication over highly dynamic sensor networks

Real-Time Systems, 2007

Bookmarks Related papers MentionsView impact

Research paper thumbnail of MAC layer abstraction for simulation scalability improvements in large-scale sensor networks

Bookmarks Related papers MentionsView impact

Research paper thumbnail of AIDA

ACM Transactions on Embedded Computing Systems, 2004

Bookmarks Related papers MentionsView impact

Research paper thumbnail of Range-free localization and its impact on large scale sensor networks

ACM Transactions on Embedded Computing Systems, 2005

With the proliferation of location dependent applications in sensor networks, location awareness ... more With the proliferation of location dependent applications in sensor networks, location awareness becomes an essential capability of sensor nodes. Because coarse accuracy is sufficient for most sen-sor network applications, solutions in range-free localization are being pursued as a ...

Bookmarks Related papers MentionsView impact

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