Title :
Beam scheduling for electronically scanned array tracking systems using multi-arm bandits
Author :
Krishnamurthy, Vikram ; Mickova, Josipa ; Evans, Robin J.
Author_Institution :
Dept. of Electr. & Electron. Eng., Melbourne Univ., Parkville, Vic., Australia
Abstract :
We derive optimal and sub-optimal beam scheduling algorithms for electronically scanned array tracking systems. We formulate the scheduling problem as a multi-arm bandit problem involving hidden Markov models. A finite dimensional optimal solution to this multi-arm bandit problem is presented. The key to solving any multi-arm bandit problem is to compute the Gittins index. We present, a finite dimensional algorithm which computes the Gittins index. Suboptimal algorithms for computing the Gittins index are also presented
Keywords :
decision theory; dynamic programming; game theory; hidden Markov models; state estimation; target tracking; Gittins index; beam scheduling; electronically scanned array tracking systems; finite dimensional optimal solution; multi-arm bandits; scheduling problem; Aerospace electronics; Aircraft; Dynamic programming; Hidden Markov models; Job shop scheduling; Processor scheduling; Scheduling algorithm; State estimation; Target tracking; Time measurement;
Conference_Titel :
Decision and Control, 1999. Proceedings of the 38th IEEE Conference on
Conference_Location :
Phoenix, AZ
Print_ISBN :
0-7803-5250-5
DOI :
10.1109/CDC.1999.832932