Title :
Sequential change detection/isolation with stochastic energy constraints
Author :
Thomas, J. ; Jacob, T.
Author_Institution :
Dept. of Electron. & Electr. Eng., Indian Inst. of Technol. Guwahati, Guwahati, India
Abstract :
This paper deals with the performance analysis of sensors that are employed to detect and isolate changes in an observation sequence and are powered by renewable energy sources. The nature of energy arrival process is stochastic and the available energy needs to be utilized efficiently. The model we consider is an extension of the one by Geng and Lai [1] in which they study optimal power allocation policies for detecting a change in an observation sequence. For this we will first derive an asymptotic lower bound on worst mean detection delay for any detection/isolation algorithm and an arbitrary power allocation scheme. Then we will show that Matrix CUSUM algorithm combined with an immediate power allocation scheme achieves this lower bound and hence is asymptotically optimal. We also provide numerical simulations to augment the theoretical results.
Keywords :
control charts; energy harvesting; telecommunication power supplies; wireless sensor networks; arbitrary power allocation scheme; energy arrival process; energy harvesting wireless sensors; matrix CUSUM algorithm; numerical simulations; optimal power allocation policies; performance analysis; renewable energy sources; sequential change detection; sequential change isolation; stochastic energy constraints; Algorithm design and analysis; Batteries; Change detection algorithms; Delays; Resource management; Sensors; Stochastic processes; energy harvesting sensors; matrix CUSUM; sequential change detection/isolation;
Conference_Titel :
India Conference (INDICON), 2014 Annual IEEE
Conference_Location :
Pune
Print_ISBN :
978-1-4799-5362-2
DOI :
10.1109/INDICON.2014.7030377