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Pinpointing Causes for Rare Faults

Posted September 01, 2007 6:00 AM by Sharkles

Not every process anomaly occurs often enough that its cause is obvious. Successful datalogging techniques have to identify subtle process changes and unusual occurrences. This white paper from the Web site of SigmaQuest (registration required) describes the advantages of comprehensive data analysis and storage to permit modifying production processes to avoid/prevent these failures. Although several years old, its message is still not widely adopted by the industry.

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Re: Pinpointing Causes for Rare Faults

01/15/2009 8:02 AM

Contrary to popular belief it is nearly impossible to identify and track each and every process variation that can or will occur over the life of the process (or product). It is also not cost effective to do so. Most process are set up with a pass/fail check at points along the process because it is simply too expensive to catch every fault.

Perhaps one of the most effective programs ever developed is the Failure Mode and Effects Analysis (FMEA) because it makes a good starting point for where to look. By that, I mean to emphasis that even a good FMEA will not cover every combination of screw ups to which most processes are subject. Consequently there will be surprises along the way. What a good FMEA does do is that it usually identifies the parts of the process that have the most influence. The failures come from not knowing what is significant and what is not. That being said, the issue here is tolerance and limits which are often chosen arbitrarily without any reasonable analysis. This is always costly whether the limits and tolerance band is too big or too little. Rarely is any analysis done to determine the impact of variation beyond a certain limit.

Most processes are monitored in a monthly report. This is a lot like driving a car using only the rear view mirror to see where you have been. You certainly know that you are moving, but you only know for sure where you have been.

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A great troubleshooting tip...."When you eliminate the impossible, whatever remains, however improbable, must be the truth." Sir Arthur Conan Doyle
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