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QR Decomposition: Demonstration of Distributed Computing on Wireless Sensor Networks By Sherine Abdelhak, Soumik Ghosh, Rabi Chaudhuri, Magdy Bayoumi (A)

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Presentation on theme: "QR Decomposition: Demonstration of Distributed Computing on Wireless Sensor Networks By Sherine Abdelhak, Soumik Ghosh, Rabi Chaudhuri, Magdy Bayoumi (A)"— Presentation transcript:

1 QR Decomposition: Demonstration of Distributed Computing on Wireless Sensor Networks By Sherine Abdelhak, Soumik Ghosh, Rabi Chaudhuri, Magdy Bayoumi (A) Approved for public release; distribution is unlimited. CACS, University of Louisiana at Lafayette Lafayette, LA 70504 {spa9242, sxg5317, rxc2763, mab} @ cacs.louisiana.edu High Performance Embedded Computing (HPEC) Workshop 22−23 September 2009

2 Decomposition: Demonstration of Distributed Computing on WSN QR  Kernel for distributed numerical algorithms on Energy and Resource- constrained Wireless Embedded Platforms  Wireless Sensor Network is an example of a severely resource constrained platform Introduction Scope  QR-based least mean square (LMS)  QR-based recursive least mean square (RLS)  RLS and LMS in adaptive filtering and beamforming QR in WSN Blend of Householder reflections, Givens rotations, and AllReduce Proposed QR 

3 Decomposition: Demonstration of Distributed Computing on WSN QR Contributions Develop a new distributed QR algorithm Achieve a balanced tradeoff between degree of parallelism and communication cost Propose a resource-aware distribution Achieve 2x speedup and 2x energy savings per node vs. centralized (single node) approach Introduction  

4 Decomposition: Demonstration of Distributed Computing on WSN QR Proposed Scheme  Introduction   Givens Phase Proposed Algorithm

5 Decomposition: Demonstration of Distributed Computing on WSN QR Proposed Scheme   Introduction   Proposed Distribution on WSN


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