Predictive failure analysis
Predictive Failure Analysis (PFA) refers to computer mechanisms that analyse trends in corrected errors to predict future failures of hardware components and proactively enabling mechanisms to avoid them. Predictive Failure Analysis was originally used as term for a proprietary IBM technology for monitoring the likelihood of hard disk drives to fail, although the term is now used generically for a variety of technologies for judging the imminent failure of CPU's, memory and I/O devices. See also first failure data capture.
The technology relies on measuring several key (mainly mechanical) parameters of the drive unit, for example the flying height of heads. The drive firmware compares the measured parameters against predefined thresholds and evaluates the health status of the drive. If the drive appears likely to fail soon, the system sends notification to the disk controller.
The major drawbacks of the technology included:
- the binary result - the only status visible to the host was presence or absence of a notification
- the unidirectional communications - the drive firmware sending notification
The technology merged with IntelliSafe to form the Self-Monitoring, Analysis, and Reporting Technology (SMART).
Processor and Memory
High counts of corrected RAM intermittent errors by ECC can be predictive of future DIMM failures  and so automatic offlining for memory and CPU caches can be used to avoid future errors, for example under the Linux operating system the mcelog daemon will automatically remove from usage memory pages showing excessive corrections, and will remove from usage processor cores showing excessive cache correctable memory errors.
- Intel Corp (2011). "Intel Xeon Processor E7 Family: supporting next generation RAS servers. White paper.". Retrieved 9 May 2012.
- Bianca Schroeder; Eduardo Pinheiro; Wolf-Dietrich Weber (2009). "DRAM Errors in the Wild: A Large-Scale Field Study. Proceedings SIGMETRICS, 2009".
- Tang, Arruthers, Totari, Shapiro (2006). ""Assessment of the Effect of Memory Page Retirement on Systems RAS against Hardware Faults", Proceedings of the 2006 International Conference on Dependable Systems and Networks".
- "mcelog - memory error handling in user space. Linux Kongress 2010" (PDF). 2010.
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