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Minimizing Radio Resource Usage for Machine-to-Machine Communications through
Data-Centric Clustering
Abstract
While clustered communication has been considered as one key technology for wireless
sensor networks, existing work on cluster formation predominantly takes a pure graphtheoretic
approach with the goal of optimizing the performance of individual machines. Since the radio
resource available for M2M communications is typically limited yet the amount of data to
transport is large, such “resource-agnostic” and “data-agnostic” clustering techniques could lead
to sub-optimal performance. To address this problem, we propose “data-centric” clustering in a
resource-constrained M2M network by prioritizing the quality of overall data over the
performance of individual machines. We first formulate an optimization problem to minimize the
amount of radio resource needed for supporting two-tier clustered communications. We then
partition the formulated problem into the inner power control and outer cluster formation sub-
problems and propose algorithms for solving the problems. While power control can be
optimally solved for any given cluster structure by the proposed algorithm, cluster formation is
an NP-hard problem. Hence, we propose an anytime, guided, stochastic search algorithm to find
a reasonably good cluster structure without incurring prohibitive computation complexity.
Compared with baseline approaches, our evaluation results show that data-centric clustering can
achieve noticeable performance gain by selecting only important machines and forming a cluster
structure that can balance the radio resource usage of the two tiers. We therefore motivate data-
centric clustering as a promising communication model for resource-constrained M2M networks.
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System Specification
System Requirements:
Hardware Requirements:
• System : Pentium IV 2.4 GHz.
• Hard Disk : 40 GB.
• Floppy Drive : 1.44 Mb.
• Monitor : 15 VGA Colour.
• Mouse : Logitech.
• Ram : 512 Mb.
Software Requirements:
IEEE PROJECTS DEVELOPMENTS
WE OFFER IEEE PROJECTS MCA FINAL YEAR STUDENT PROJECTS, ENGINEERING
PROJECTS AND TRAINING, PHP PROJECTS, JAVA AND J2EE PROJECTS, ASP.NET
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CELL: +91 8870791415
Mail to: finalyearprojects2all@gmail.com
• Operating system : - Windows 7. 32 bit
• Coding Language : C#.net 4.0
• Data Base : SQL Server 2008

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Minimizing radio resource usage for machine to-machine communications through data-centric clustering

  • 1. IEEE PROJECTS DEVELOPMENTS WE OFFER IEEE PROJECTS MCA FINAL YEAR STUDENT PROJECTS, ENGINEERING PROJECTS AND TRAINING, PHP PROJECTS, JAVA AND J2EE PROJECTS, ASP.NET PROJECTS, NS2 PROJECTS, MATLAB PROJECTS AND IPT TRAINING . CELL: +91 8870791415 Mail to: finalyearprojects2all@gmail.com Minimizing Radio Resource Usage for Machine-to-Machine Communications through Data-Centric Clustering Abstract While clustered communication has been considered as one key technology for wireless sensor networks, existing work on cluster formation predominantly takes a pure graphtheoretic approach with the goal of optimizing the performance of individual machines. Since the radio resource available for M2M communications is typically limited yet the amount of data to transport is large, such “resource-agnostic” and “data-agnostic” clustering techniques could lead to sub-optimal performance. To address this problem, we propose “data-centric” clustering in a resource-constrained M2M network by prioritizing the quality of overall data over the performance of individual machines. We first formulate an optimization problem to minimize the amount of radio resource needed for supporting two-tier clustered communications. We then partition the formulated problem into the inner power control and outer cluster formation sub- problems and propose algorithms for solving the problems. While power control can be optimally solved for any given cluster structure by the proposed algorithm, cluster formation is an NP-hard problem. Hence, we propose an anytime, guided, stochastic search algorithm to find a reasonably good cluster structure without incurring prohibitive computation complexity. Compared with baseline approaches, our evaluation results show that data-centric clustering can achieve noticeable performance gain by selecting only important machines and forming a cluster structure that can balance the radio resource usage of the two tiers. We therefore motivate data- centric clustering as a promising communication model for resource-constrained M2M networks.
  • 2. IEEE PROJECTS DEVELOPMENTS WE OFFER IEEE PROJECTS MCA FINAL YEAR STUDENT PROJECTS, ENGINEERING PROJECTS AND TRAINING, PHP PROJECTS, JAVA AND J2EE PROJECTS, ASP.NET PROJECTS, NS2 PROJECTS, MATLAB PROJECTS AND IPT TRAINING . CELL: +91 8870791415 Mail to: finalyearprojects2all@gmail.com System Specification System Requirements: Hardware Requirements: • System : Pentium IV 2.4 GHz. • Hard Disk : 40 GB. • Floppy Drive : 1.44 Mb. • Monitor : 15 VGA Colour. • Mouse : Logitech. • Ram : 512 Mb. Software Requirements:
  • 3. IEEE PROJECTS DEVELOPMENTS WE OFFER IEEE PROJECTS MCA FINAL YEAR STUDENT PROJECTS, ENGINEERING PROJECTS AND TRAINING, PHP PROJECTS, JAVA AND J2EE PROJECTS, ASP.NET PROJECTS, NS2 PROJECTS, MATLAB PROJECTS AND IPT TRAINING . CELL: +91 8870791415 Mail to: finalyearprojects2all@gmail.com • Operating system : - Windows 7. 32 bit • Coding Language : C#.net 4.0 • Data Base : SQL Server 2008