Failure Prediction of Polymerase Chain Reaction Thermal Cycler

In this paper, we predict the aging of the PCR thermocycler by analyzing the heating and cooling rates of the PCR thermocycler. Two kinds of methods were applied to calculate the rise times of the heating and cooling protocol sections that were inversely related to the heating or cooling rates. The temporal changes of the rise times were investigated over several months. For three thermal cyclers with different structures, the increases of the rise times were fairly linear indicating the feasibility of the aging measurement.

[1]  J. L. Guardado,et al.  Analytical method for optimization of maintenance policy based on available system failure data , 2015, Reliab. Eng. Syst. Saf..

[2]  W. C. Elmore The Transient Response of Damped Linear Networks with Particular Regard to Wideband Amplifiers , 1948 .

[3]  H. Parkes,et al.  Interlaboratory study on thermal cycler performance in controlled PCR and random amplified polymorphic DNA analyses. , 2001, Clinical chemistry.

[4]  Atreyi Kankanhalli,et al.  Big data and analytics in healthcare: Introduction to the special section , 2016, Inf. Syst. Frontiers.

[5]  Michael G. Pecht,et al.  IoT-Based Prognostics and Systems Health Management for Industrial Applications , 2016, IEEE Access.

[6]  Dale D. Reitze Using cloud computing to enhance automatic test equipment testing and maintenance capabilities , 2013, 2013 IEEE AUTOTESTCON.

[7]  Wenbin Wang,et al.  An overview of the recent advances in delay-time-based maintenance modelling , 2012, Reliab. Eng. Syst. Saf..

[8]  Inchul Yang,et al.  Performance evaluation of thermal cyclers for PCR in a rapid cycling condition. , 2008, BioTechniques.

[9]  Tanir Ozcelebi,et al.  Improving failure prediction accuracy in smart environments , 2016, 2016 IEEE International Conference on Consumer Electronics (ICCE).

[10]  Marcantonio Catelani,et al.  Context awareness for maintenance decision making: A diagnosis and prognosis approach , 2015 .

[11]  Tommy W. S. Chow,et al.  Anomaly Detection and Fault Prognosis for Bearings , 2016, IEEE Transactions on Instrumentation and Measurement.

[12]  Ji-Min Kim,et al.  Cost Reduction of PCR Thermal Cycler , 2012 .

[13]  Paul Singleton,et al.  DNA Methods in Clinical Microbiology , 2000, Springer Netherlands.