Delay optimal event detection on ad hoc wireless sensor networks
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 o...
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Zusammenfassung: | 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 |
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DOI: | 10.1109/ALLERTON.2010.5707102 |