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Title |
Comparison Between Various Application Independent Data Aggregation Techniques in Sensor Networks |
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Author |
Deepali Virmani, Satbir Jain |
| Citation |
Vol. 8 No. 7 pp. 247-254 |
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Abstract |
Sensor networks, a novel paradigm in distributed wireless communication technology, have been proposed for various applications including military surveillance and environmental monitoring. Such systems suffer bandwidth, energy, and throughput constraints that limit the quantity of information transferred from end-to-end. Mechanisms to perform data centric aggregation utilizing application specific knowledge provide a means to augmenting throughput, but have limitations due to their lack of adaptation and reliance on application specific decisions. We, therefore, propose three novel Application Independent data aggregation schemes :Signal Strength (aggregator with high signal strength), Fixed(pre-defined aggregators), Fly (adaptive) to perform 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 aggregate 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 bandwidth utilization has increased by as much as 80% , packet loss has been reduced by 55% in Fixed Application Independent Data Aggregation(FX-AIDA) , 65% in Signal Strength Application Independent Data Aggregation(SSB-AIDA) & 80% in Fly Application Independent Data Aggregation(FLY-AIDA) under heavy traffic loads. Average response time is reduced to a mark up difference Additionally, we show as much as average 70% reduction in transmission energy consumption with an overall reduction in header overhead . Time delay is reduced to 90% in case of mobility of the events by Fly Based Application Independent Data Aggregation. We also prove 95 % reduction in cost with FLY-AIDA that is major emphasis in sensor networks . We conclude our evaluation by proposing scheme Fly Based Application Independent Data Aggregation as best scheme through which sensor nodes can dynamically change from one aggregation technique to the other in an unpredictable environment and adapt to dynamic changes in the network and also support real time communication . |
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Keywords |
Data Aggregation ,SSB-AIDA,FX-AIDA,FLY-AIDA ,DOA |
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