Optimal Scheduling of Inspections: A Delayed Markov Model with False Positives and Negatives

A system subject to catastrophic failure deteriorates according to a delayed Markov process and is subjected to a series of binary tests that may yield false negative and false positive outcomes. A corrective action is carried out when a true positive is observed, thereby reducing the chance of system failure. Costs of inspections, false positives, the corrective action, and failure are incurred, and dynamic programming is used to compute the optimal inspection schedule. Two tractable computational methods are developed. The model, which is suited for medical screening, is applied to the problems of post-operative periumbilical pruritis and breast cancer.

[1]  Dror Zuckerman,et al.  Inspection and replacement policies , 1980, Journal of Applied Probability.

[2]  L. Baker,et al.  Breast cancer detection demonstration project: Five‐year summary report , 1982, CA: a cancer journal for clinicians.

[3]  S. Ross Quality Control under Markovian Deterioration , 1971 .

[4]  Hanan Luss,et al.  Maintenance Policies When Deterioration Can be Observed by Inspections , 1976, Oper. Res..

[5]  Donald B. Rosenfield,et al.  Markovian Deterioration with Uncertain Information , 1976, Oper. Res..

[6]  S D Walter,et al.  Estimation of the duration of a pre-clinical disease state using screening data. , 1983, American journal of epidemiology.

[7]  Philip C. Prorok,et al.  The theory of periodic screening I: Lead time and proportion detected , 1976, Advances in Applied Probability.

[8]  James E. Eckles,et al.  Optimum Maintenance with Incomplete Information , 1968, Oper. Res..

[9]  A. H. Christer,et al.  Delay Time Models of Industrial Inspection Maintenance Problems , 1984 .

[10]  H. M. Taylor Markovian sequential replacement processes , 1965 .

[11]  Marvin Zelen,et al.  A SEMI-MARKOV MODEL FOR CLINICAL TRIALS , 1965 .

[12]  F. Beichelt,et al.  Minimax inspection strategies for single unit systems , 1981 .

[13]  T. Lincoln,et al.  A Statistical Evaluation of Recurrent Medical Examinations , 1964 .

[14]  Marvin Zelen,et al.  On the theory of screening for chronic diseases , 1969 .

[15]  C. White Optimal Inspection and Repair of a Production Process Subject to Deterioration , 1978 .

[16]  Morton Klein,et al.  Surveillance Schedules for Medical Examinations , 1974 .

[17]  Michael Shwartz,et al.  A Mathematical Model Used to Analyze Breast Cancer Screening Strategies , 1978, Oper. Res..

[18]  Chelsea C. White,et al.  A Markov Quality Control Process Subject to Partial Observation , 1977 .

[19]  M. A. Girshick,et al.  A BAYES APPROACH TO A QUALITY CONTROL MODEL , 1952 .

[20]  Dimitri P. Bertsekas,et al.  Dynamic Programming and Stochastic Control , 1977, IEEE Transactions on Systems, Man, and Cybernetics.

[21]  Edward J. Sondik,et al.  The Optimal Control of Partially Observable Markov Processes over a Finite Horizon , 1973, Oper. Res..

[22]  Edward J. Sondik,et al.  The Optimal Control of Partially Observable Markov Processes over the Infinite Horizon: Discounted Costs , 1978, Oper. Res..

[23]  S. Albright Optimal maintenance-repair policies for the machine repair problem , 1980 .

[24]  Z. Kander Inspection policies for deteriorating equipment characterized by n quality levels , 1978 .

[25]  D M Eddy,et al.  The value of mammography screening in women under age 50 years. , 1988, JAMA.

[26]  Süleyman Özekici,et al.  Inspection policies and processes for deteriorating systems subject to catastrophic failure , 1988 .

[27]  D. Eddy A Mathematical Model for Timing Repeated Medical Tests , 1983, Medical decision making : an international journal of the Society for Medical Decision Making.

[28]  Philip C. Prorok,et al.  The theory of periodic screening II: doubly bounded recurrence times and mean lead time and detection probability estimation , 1976, Advances in Applied Probability.

[29]  G H Weiss,et al.  A STOCHASTIC MODEL FOR THE INTERPRETATION OF CLINICAL TRIALS. , 1963, Proceedings of the National Academy of Sciences of the United States of America.

[30]  Robert F. Anderson,et al.  Optimal Inspections in a Stochastic Control Problem with Costly Observations, II , 1977, Math. Oper. Res..