Delay optimal event detection on ad hoc wireless sensor networks

• Main Authors: Premkumar, K, Prasanthi M, Venkata K, Kumar, A
• Format: Conference Proceeding
• Language: English
• Subjects: Decision making; Delay; Delta modulation; Event detection; Sensor fusion
• DOI: 10.1109/ALLERTON.2010.5707102

The classical sequential change detection problem [1] aims at detecting a change in the state of a system from the normal state to the abnormal state at a random time T. The state of the system can not be observed directly and is observed only partially through the noisy observations X k which are obtained at discrete time instants k = 1, 2, 3, ... . Given the state of the system, X k s are conditionally i.i.d. (over time and across sensors) and the distribution of X k before change is given by F 0 and that after change is given by F 1 . At each time k, after having observed X k , the decision maker (DM) has to make a decision to stop and raise an alarm or continue sampling at time k + 1. The problem is to obtain a detection-delay optimal stopping rule with respect to the sequence X 1 , X 2 , ... which stops at time τ that minimises the expected detection delay E [(τ - T) + ] while the probability of false alarm P{τ