Title :
Distributed Data Collection in Large-Scale Asynchronous Wireless Sensor Networks Under the Generalized Physical Interference Model
Author :
Shouling Ji ; Zhipeng Cai
Author_Institution :
Dept. of Comput. Sci., Georgia State Univ., Atlanta, GA, USA
Abstract :
Wireless sensor networks (WSNs) are more likely to be d-pistributed asynchronous systems. In this paper, we investigate the achievable data collection capacity of realistic distributed asynchronous WSNs. Our main contributions include five aspects. First, to avoid data transmission interference, we derive an ℜ0-proper carrier-sensing range (ℜ0-PCR) under the generalized physical interference model, where ℜ0 is the satisfied threshold of data receiving rate. Taking ℜ0-PCR as its carrier-sensing range, any sensor node can initiate a data transmission with a guaranteed data receiving rate. Second, based on ℜ0-PCR, we propose a Distributed Data Collection (DDC) algorithm with fairness consideration. Theoretical analysis of DDC surprisingly shows that its achievable network capacity is order-optimal and independent of network size. Thus, DDC is scalable. Third, we discuss how to apply ℜ0-PCR to the distributed data aggregation problem and propose a Distributed Data Aggregation (DDA) algorithm. The delay performance of DDA is also analyzed. Fourth, to be more general, we study the delay and capacity of DDC and DDA under the Poisson node distribution model. The analysis demonstrates that DDC is also scalable and order-optimal under the Poisson distribution model. Finally, we conduct extensive simulations to validate the performance of DDC and DDA.
Keywords :
stochastic processes; wireless sensor networks; ℜ0-PCR; ℜ0-proper carrier-sensing range; DDC algorithm; Poisson node distribution model; WSN; d-pistributed asynchronous systems; distributed data aggregation problem; distributed data collection algorithm; generalized physical interference model; large-scale asynchronous wireless sensor networks; Data communication; Distributed databases; Interference; Unicast; Wireless networks; Wireless sensor networks; Capacity analysis; delay analysis; distributed data aggregation; distributed data collection; wireless sensor networks (WSNs);
Journal_Title :
Networking, IEEE/ACM Transactions on
DOI :
10.1109/TNET.2012.2221165