561 lines
18 KiB
TeX
561 lines
18 KiB
TeX
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EN61508:6\cite{en61508}[B.6.6]
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describes FMEA as:
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\begin{quotation}
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"To analyse a system design, by examining all possible sources of failure
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of a system's components and determining the effects of these failures
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on the behaviour and safety of the system."
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\end{quotation}.
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\section{F.M.E.A.}
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\subsection{FMEA}
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%\tableofcontents[currentsection]
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\subsection{FMEA}
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This talk introduces Failure Mode Effects Analysis, and the different ways it is applied.
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These techniques are discussed, and then
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a refinement is proposed, which is essentially a modularisation of the FMEA process.
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%
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\begin{itemize}
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\item Failure
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\item Mode
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\item Effects
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\item Analysis
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\end{itemize}
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% % \begin{itemize}
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% \item Failure
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% \item Mode
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% \item Effects
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% \item Analysis
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% \end{itemize}
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\subsection{FMEA basic concept}
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\begin{itemize}
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\item \textbf{F - Failures of given component} Consider a component in a system
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\item \textbf{M - Failure Mode} Look at one of the ways in which it can fail (i.e. determine a component `failure~mode')
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\item \textbf{E - Effects} Determine the effects this failure mode will cause to the system we are examining
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\item \textbf{A - Analysis} Analyse how much impact this symptom will have on the environment/people/the system itsself
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\end{itemize}
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\subsection{ FMEA Example: Milli-volt reader}
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Example: Let us consider a system, in this case a milli-volt reader, consisting
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of instrumentation amplifiers connected to a micro-processor
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that reports its readings via RS-232.
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\begin{figure}
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\centering
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\includegraphics[width=175pt]{./CH2_FMEA/mvamp.png}
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% mvamp.png: 561x403 pixel, 72dpi, 19.79x14.22 cm, bb=0 0 561 403
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\end{figure}
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\subsection{FMEA Example: Milli-volt reader}
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Let us perform an FMEA and consider how one of its resistors failing could affect
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it.
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For the sake of example let us choose resistor R1 in the OP-AMP gain circuitry.
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% \begin{figure}
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% \centering
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% \includegraphics[width=175pt]{./mvamp.png}
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% % mvamp.png: 561x403 pixel, 72dpi, 19.79x14.22 cm, bb=0 0 561 403
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% \end{figure}
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\subsection{FMEA Example: Milli-volt reader}
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% \begin{figure}
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% \centering
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% \includegraphics[width=80pt]{./mvamp.png}
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% % mvamp.png: 561x403 pixel, 72dpi, 19.79x14.22 cm, bb=0 0 561 403
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% \end{figure}
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\begin{itemize}
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\item \textbf{F - Failures of given component} The resistor (R1) could fail by going OPEN or SHORT (EN298 definition).
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\item \textbf{M - Failure Mode} Consider the component failure mode SHORT
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\item \textbf{E - Effects} This will drive the minus input LOW causing a HIGH OUTPUT/READING
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\item \textbf{A - Analysis} The reading will be out of normal range, and we will have an erroneous milli-volt reading
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\end{itemize}
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Note here that we have had to look at the failure~mode
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in relation to the entire circuit.
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We have used intuition to determine the probable
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effect of this failure mode.
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We have not examined this failure mode
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against every other component in the system.
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Perhaps we should.... this would be a more rigorous and complete
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approach in looking for system failures.
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\subsection{Rigorous FMEA - State Explosion}
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\subsection{Rigorous Single Failure FMEA}
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Consider the analysis
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where we look at all the failure modes in a system, and then
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see how they can affect all other components within it.
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\subsection{Rigorous Single Failure FMEA}
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We need to look at a large number of failure scenarios
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to do this completely (all failure modes against all components).
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This is represented in the equation below. %~\ref{eqn:fmea_state_exp},
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where $N$ is the total number of components in the system, and
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$f$ is the number of failure modes per component.
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\begin{equation}
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\label{eqn:fmea_single}
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N.(N-1).f % \\
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%(N^2 - N).f
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\end{equation}
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\subsection{Rigorous Single Failure FMEA}
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This would mean an order of $N^2$ number of checks to perform
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to undertake a `rigorous~FMEA'. Even small systems have typically
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100 components, and they typically have 3 or more failure modes each.
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$100*99*3=29,700$.
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\subsection{Rigorous Double Failure FMEA}
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For looking at potential double failure scenarios (two components
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failing within a given time frame) and the order becomes
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$N^3$.
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\begin{equation}
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\label{eqn:fmea_double}
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N.(N-1).(N-2).f % \\
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%(N^2 - N).f
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\end{equation}
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$100*99*98*3=2,910,600$.
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.\\
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The European Gas burner standard (EN298:2003), demands the checking of
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double failure scenarios (for burner lock-out scenarios).
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\subsection{Four main Variants of FMEA}
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\begin{itemize}
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\item \textbf{PFMEA - Production} Car Manufacture etc
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\item \textbf{FMECA - Criticallity} Military/Space
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\item \textbf{FMEDA - Statistical safety} EN61508/IOC1508 Safety Integrity Levels
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\item \textbf{DFMEA - Design or static/theoretical} EN298/EN230/UL1998
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\end{itemize}
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\section{PFMEA - Production FMEA : 1940's to present}
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\subsection{PFMEA}
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Production FMEA (or PFMEA), is FMEA used to prioritise, in terms of
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cost, problems to be addressed in product production.
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It focuses on known problems, determines the
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frequency they occur and their cost to fix.
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This is multiplied together and called an RPN
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number.
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Fixing problems with the highest RPN number
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will return most cost benefit.
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% benign example of PFMEA in CARS - make something up.
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\subsection{PFMEA Example}
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\begin{table}[ht]
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\caption{FMEA Calculations} % title of Table
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%\centering % used for centering table
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\begin{tabular}{|| l | l | c | c | l ||} \hline
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\textbf{Failure Mode} & \textbf{P} & \textbf{Cost} & \textbf{Symptom} & \textbf{RPN} \\ \hline \hline
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relay 1 n/c & $1*10^{-5}$ & 38.0 & indicators fail & 0.00038 \\ \hline
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relay 2 n/c & $1*10^{-5}$ & 98.0 & doorlocks fail & 0.00098 \\ \hline
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% rear end crash & $14.4*10^{-6}$ & 267,700 & fatal fire & 3.855 \\
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% ruptured f.tank & & & & \\ \hline
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\hline
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\end{tabular}
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\end{table}
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%Savings: 180 burn deaths, 180 serious burn injuries, 2,100 burned vehicles. Unit Cost: $200,000 per death, $67,000 per injury, $700 per vehicle.
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%Total Benefit: 180 X ($200,000) + 180 X ($67,000) + $2,100 X ($700) = $49.5 million.
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%COSTS
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%Sales: 11 million cars, 1.5 million light trucks.
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%Unit Cost: $11 per car, $11 per truck.
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%Total Cost: 11,000,000 X ($11) + 1,500,000 X ($11) = $137 million.
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%\subsection{Production FMEA : Example Ford Pinto : 1975}
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\subsection{PFMEA Example: Ford Pinto: 1975}
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\begin{figure}[h]
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\centering
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\includegraphics[width=300pt]{./CH2_FMEA/ad_ford_pinto_mpg_red_3_1975.jpg}
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% ad_ford_pinto_mpg_red_3_1975.jpg: 720x933 pixel, 96dpi, 19.05x24.69 cm, bb=0 0 540 700
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\caption{Ford Pinto Advert}
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\label{fig:fordpintoad}
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\end{figure}
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\subsection{PFMEA Example: Ford Pinto: 1975}
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\begin{figure}[h]
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\centering
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\includegraphics[width=300pt]{./CH2_FMEA/burntoutpinto.png}
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% burntoutpinto.png: 376x250 pixel, 72dpi, 13.26x8.82 cm, bb=0 0 376 250
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\caption{Burnt Out Pinto}
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\label{fig:burntoutpinto}
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\end{figure}
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\subsection{PFMEA Example: Ford Pinto: 1975}
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\begin{table}[ht]
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\caption{FMEA Calculations} % title of Table
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%\centering % used for centering table
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\begin{tabular}{|| l | l | c | c | l ||} \hline
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\textbf{Failure Mode} & \textbf{P} & \textbf{Cost} & \textbf{Symptom} & \textbf{RPN} \\ \hline \hline
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relay 1 n/c & $1*10^{-5}$ & 38.0 & indicators fail & 0.00038 \\ \hline
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relay 2 n/c & $1*10^{-5}$ & 98.0 & doorlocks fail & 0.00098 \\ \hline
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rear end crash & $14.4*10^{-6}$ & 267,700 & fatal fire & 3.855 \\
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ruptured f.tank & & & allow & \\ \hline
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rear end crash & $1$ & $11$ & recall & 11.0 \\
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ruptured f.tank & & & fix tank & \\ \hline
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\hline
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\end{tabular}
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\end{table}
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http://www.youtube.com/watch?v=rcNeorjXMrE
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\section{FMECA - Failure Modes Effects and Criticality Analysis}
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\subsection{ FMECA - Failure Modes Effects and Criticallity Analysis}
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\begin{figure}
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\centering
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%\includegraphics[width=100pt]{./military-aircraft-desktop-computer-wallpaper-missile-launch.jpg}
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\includegraphics[width=300pt]{./CH2_FMEA/A10_thunderbolt.jpg}
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% military-aircraft-desktop-computer-wallpaper-missile-launch.jpg: 1024x768 pixel, 300dpi, 8.67x6.50 cm, bb=0 0 246 184
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\caption{A10 Thunderbolt}
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\label{fig:f16missile}
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\end{figure}
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Emphasis on determining criticality of failure.
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Applies some Bayesian statistics (probabilities of component failures and those thereby causing given system level failures).
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\subsection{ FMECA - Failure Modes Effects and Criticality Analysis}
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Very similar to PFMEA, but instead of cost, a criticality or
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seriousness factor is ascribed to putative top level incidents.
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FMECA has three probability factors for component failures.
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\textbf{FMECA ${\lambda}_{p}$ value.}
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This is the overall failure rate of a base component.
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This will typically be the failure rate per million ($10^6$) or
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billion ($10^9$) hours of operation. reference MIL1991.
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\textbf{FMECA $\alpha$ value.}
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The failure mode probability, usually denoted by $\alpha$ is the probability of
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a particular failure~mode occurring within a component. reference FMD-91.
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%, should it fail.
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%A component with N failure modes will thus have
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%have an $\alpha$ value associated with each of those modes.
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%As the $\alpha$ modes are probabilities, the sum of all $\alpha$ modes for a component must equal one.
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\subsection{ FMECA - Failure Modes Effects and Criticality Analysis}
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\textbf{FMECA $\beta$ value.}
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The second probability factor $\beta$, is the probability that the failure mode
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will cause a given system failure.
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This corresponds to `Bayesian' probability, given a particular
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component failure mode, the probability of a given system level failure.
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\textbf{FMECA `t' Value}
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The time that a system will be operating for, or the working life time of the product is
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represented by the variable $t$.
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%for probability of failure on demand studies,
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%this can be the number of operating cycles or demands expected.
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\textbf{Severity `s' value}
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A weighting factor to indicate the seriousness of the putative system level error.
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%Typical classifications are as follows:~\cite{fmd91}
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\begin{equation}
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C_m = {\beta} . {\alpha} . {{\lambda}_p} . {t} . {s}
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\end{equation}
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Highest $C_m$ values would be at the top of a `to~do' list
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for a project manager.
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\section{FMEDA - Failure Modes Effects and Diagnostic Analysis}
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\subsection{ FMEDA - Failure Modes Effects and Diagnostic Analysis}
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% \begin{figure}
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% \centering
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% \includegraphics[width=200pt]{./SIL.png}
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% % SIL.jpg: 350x286 pixel, 72dpi, 12.35x10.09 cm, bb=0 0 350 286
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% \caption{SIL requirements}
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% \end{figure}
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\subsection{ FMEDA - Failure Modes Effects and Diagnostic Analysis}
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\begin{itemize}
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\item \textbf{Statistical Safety} Safety Integrity Level (SIL) standards (EN61508/IOC5108).
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\item \textbf{Diagnostics} Diagnostic or self checking elements modelled
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\item \textbf{Complete Failure Mode Coverage} All failure modes of all components must be in the model
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\item \textbf{Guidelines} To system architectures and development processes
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\end{itemize}
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FMEDA is the methodology behind statistical (safety integrity level)
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type standards (EN61508/IOC5108).
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It provides a statistical overall level of safety
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and allows diagnostic mitigation for self checking etc.
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It provides guidelines for the design and architecture
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of computer/software systems for the four levels of
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safety Integrity.
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%For Hardware
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%
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FMEDA does force the user to consider all hardware components in a system
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by requiring that a MTTF value is assigned for each failure~mode;
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the MTTF may be statistically mitigated (improved)
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if it can be shown that self-checking will detect failure modes.
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For software it provides procedural quality guidelines and constraints (such as forbidding certain
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programming languages and/or features.
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\subsection{ FMEDA - Failure Modes Effects and Diagnostic Analysis}
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\textbf{Failure Mode Classifications in FMEDA.}
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\begin{itemize}
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\item \textbf{Safe or Dangerous} Failure modes are classified SAFE or DANGEROUS
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\item \textbf{Detectable failure modes} Failure modes are given the attribute DETECTABLE or UNDETECTABLE
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\item \textbf{Four attributes to Failure Modes} All failure modes may thus be Safe Detected(SD), Safe Undetected(SU), Dangerous Detected(DD), Dangerous Undetected(DU)
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\item \textbf{Four statistical properties of a system} \\
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$ \sum \lambda_{SD}$, $\sum \lambda_{SU}$, $\sum \lambda_{DD}$, $\sum \lambda_{DU}$
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\end{itemize}
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% Failure modes are classified as Safe or Dangerous according
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% to the putative system level failure they will cause.
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% The Failure modes are also classified as Detected or
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% Undetected.
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% This gives us four level failure mode classifications:
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% Safe-Detected (SD), Safe-Undetected (SU), Dangerous-Detected (DD) or Dangerous-Undetected (DU),
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% and the probabilistic failure rate of each classification
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% is represented by lambda variables
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% (i.e. $\lambda_{SD}$, $\lambda_{SU}$, $\lambda_{DD}$, $\lambda_{DU}$).
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\subsection{ FMEDA - Failure Modes Effects and Diagnostic Analysis}
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\textbf{Diagnostic Coverage.}
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The diagnostic coverage is simply the ratio
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of the dangerous detected probabilities
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against the probability of all dangerous failures,
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and is normally expressed as a percentage. $\Sigma\lambda_{DD}$ represents
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the percentage of dangerous detected base component failure modes, and
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$\Sigma\lambda_D$ the total number of dangerous base component failure modes.
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$$ DiagnosticCoverage = \Sigma\lambda_{DD} / \Sigma\lambda_D $$
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\subsection{ FMEDA - Failure Modes Effects and Diagnostic Analysis}
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The \textbf{diagnostic coverage} for safe failures, where $\Sigma\lambda_{SD}$ represents the percentage of
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safe detected base component failure modes,
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and $\Sigma\lambda_S$ the total number of safe base component failure modes,
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is given as
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$$ SF = \frac{\Sigma\lambda_{SD}}{\Sigma\lambda_S} $$
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\subsection{ FMEDA - Failure Modes Effects and Diagnostic Analysis}
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\textbf{Safe Failure Fraction.}
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A key concept in FMEDA is Safe Failure Fraction (SFF).
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This is the ratio of safe and dangerous detected failures
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against all safe and dangerous failure probabilities.
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Again this is usually expressed as a percentage.
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$$ SFF = \big( \Sigma\lambda_S + \Sigma\lambda_{DD} \big) / \big( \Sigma\lambda_S + \Sigma\lambda_D \big) $$
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SFF determines how proportionately fail-safe a system is, not how reliable it is !
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Weakness in this philosophy; adding extra safe failures (even unused ones) improves the SFF.
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\subsection{ FMEDA - Failure Modes Effects and Diagnostic Analysis}
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To achieve SIL levels, diagnostic coverage and SFF levels are prescribed along with
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hardware architectures and software techniques.
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The overall the aim of SIL is classify the safety of a system,
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by statistically determining how frequently it can fail dangerously.
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\subsection{ FMEDA - Failure Modes Effects and Diagnostic Analysis}
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{
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\begin{table}[ht]
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\caption{FMEA Calculations} % title of Table
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%\centering % used for centering table
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\begin{tabular}{|| l | l | c | c | l ||} \hline
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\textbf{SIL} & \textbf{Low Demand} & \textbf{Continuous Demand} \\
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& Prob of failing on demand & Prob of failure per hour \\ \hline \hline
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4 & $ 10^{-5}$ to $< 10^{-4}$ & $ 10^{-9}$ to $< 10^{-8}$ \\ \hline
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3 & $ 10^{-4}$ to $< 10^{-3}$ & $ 10^{-8}$ to $< 10^{-7}$ \\ \hline
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2 & $ 10^{-3}$ to $< 10^{-2}$ & $ 10^{-7}$ to $< 10^{-6}$ \\ \hline
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1 & $ 10^{-2}$ to $< 10^{-1}$ & $ 10^{-6}$ to $< 10^{-5}$ \\ \hline
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\hline
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\end{tabular}
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\end{table}
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Table adapted from EN61508-1:2001 [7.6.2.9 p33]
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\subsection{ FMEDA - Failure Modes Effects and Diagnostic Analysis}
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FMEDA is a modern extension of FMEA, in that it will allow for
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self checking features, and provides detailed recommendations for computer/software architecture.
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It has a simple final result, a Safety Integrity Level (SIL) from 1 to 4 (where 4 is safest).
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%FMEA can be used as a term simple to mean Failure Mode Effects Analysis, and is
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%part of product approval for many regulated products in the EU and the USA...
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\section{FMEA used for Safety Critical Approvals}
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\subsection{DESIGN FMEA: Safety Critical Approvals FMEA}
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\begin{figure}[h]
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\centering
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\includegraphics[width=300pt,keepaspectratio=true]{./CH2_FMEA/tech_meeting.png}
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% tech_meeting.png: 350x299 pixel, 300dpi, 2.97x2.53 cm, bb=0 0 84 72
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\caption{FMEA Meeting}
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\label{fig:tech_meeting}
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\end{figure}
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Static FMEA, Design FMEA, Approvals FMEA
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Experts from Approval House and Equipment Manufacturer
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discuss selected component failure modes
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judged to be in critical sections of the product.
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\subsection{DESIGN FMEA: Safety Critical Approvals FMEA}
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% \begin{figure}[h]
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% \centering
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% \includegraphics[width=70pt,keepaspectratio=true]{./tech_meeting.png}
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% % tech_meeting.png: 350x299 pixel, 300dpi, 2.97x2.53 cm, bb=0 0 84 72
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% \caption{FMEA Meeting}
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% \label{fig:tech_meeting}
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% \end{figure}
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\begin{itemize}
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\item Impossible to look at all component failures let alone apply FMEA rigorously.
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\item In practise, failure scenarios for critical sections are contested, and either justified or extra safety measures implemented.
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\item Often Meeting notes or minutes only. Unusual for detailed arguments to be documented.
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\end{itemize}
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