This paper deals with a production system (machine) which deteriorates
over time. The system deteriorates over time is Markovian. The time s
cale is discrete and the 'true' state of the system (excellent, medium
and bad) is not directly observable. What is observed is the performa
nce of the system measured in terms of number of defectives' per time
period. At the end of each period a decision is to be made: whether to
replace the system or not. The objective is to minimize the total cos
t in the long run. Partially Observed Markovian Decision Process (POMD
P) approach is used to solve this problem. Various methods to solve th
is problem are discussed and a simpler approximated solution is presen
ted which utilizes some known properties of this problem.