Title :
Energy efficient change detection over a MAC using physical layer fusion
Author :
Banerjee, Taposh ; Kavitha, Veeraruna ; Sharma, Vinod
Author_Institution :
Dept. of E.C.E., Indian Inst. of Sci., Bangalore
fDate :
March 31 2008-April 4 2008
Abstract :
We propose a simple and energy efficient distributed change detection scheme for sensor networks based on Page´s parametric CUSUM algorithm. The sensor observations are IID over time and across the sensors conditioned on the change variable. Each sensor runs CUSUM and transmits only when the CUSUM is above some threshold. The transmissions from the sensors are fused at the physical layer. The channel is modeled as a multiple access channel (MAC) corrupted with IID noise. The fusion center which is the global decision maker, performs another CUSUM to detect the change. We provide the analysis and simulation results for our scheme and compare the performance with an existing scheme which ensures energy efficiency via optimal power selection.
Keywords :
distributed sensors; multi-access systems; sensor fusion; signal detection; telecommunication channels; IID noise; MAC; Pages parametric CUSUM algorithm; energy efficient distributed change detection; global decision maker; multiple access channel; physical layer fusion; sensor networks; Bayesian methods; Change detection algorithms; Delay; Energy efficiency; Fuses; Intrusion detection; Monitoring; Physical layer; Sensor fusion; Testing; Brownian Approximation; CUSUM; Decentralized Change Detection; Reflected Random Walk; Sensor Networks;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-1483-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2008.4518156