Decentralized Sequential Fault Detection
Ram Rajagopal, Xuanlong Nguyen, Sinem Coleri Ergen and Pravin Varaiya
We propose a decentralized multiple fault detection procedure for a sensor network. Our procedure can be performed online, and has detection delay and false alarm guarantees, achieving provable optimality in some network scenarios. The procedure does not require stationarity of measurements, using instead historical data or neighboring sensors to make decisions about the sensor state. Based on the performance guarantees, we compute the tradeoff between sensor node density, detection delay and energy consumption. We apply the procedure to a traffic application.
- D. Siegmund, Sequential Analysis: Tests and Confidence Intervals, Springer-Verlag, 1985.
- A. N. Shirayev, Optimal Stopping Rules, Springer-Verlag, 1978.
- A. G. Tartakovsky and V. V. Veeravalli, "General Asymptotic Bayesian Theory of Quickest Change Detection," Theory of Probab. Appl., 2005.