22-Mec-B4 Integrated Manufacturing Systems · May 2017
Question 4 of 6: Redundancy and Component Reduction in Assembly Reliability
Nivaar worked solution (AI-drafted; not reviewed by a licensed engineer)
Notes on this paper
Paper format. National Exams, May 2017 — 16-Mec-B4
Integrated Manufacturing Systems. Three hours, open book, any non-communicating
calculator permitted. Six questions are printed and any five constitute a
complete paper; all questions are of equal value, so each is treated below as a
20-mark question. Every question is solved here, because the set is a study
resource rather than a sitting.
Reference texts. M. P. Groover, Automation, Production
Systems, and Computer-Integrated Manufacturing, 5th ed. (process planning,
CAPP, group technology, discrete control and programmable logic controllers);
R. B. Chase and F. R. Jacobs, Operations and Supply Chain Management,
16th ed. (forecasting); S. Nahmias and T. L. Olsen, Production and
Operations Analysis, 7th ed. (inventory models and lot sizing);
C. E. Ebeling, An Introduction to Reliability and Maintainability
Engineering, 3rd ed. (series and parallel reliability); S. Kalpakjian and
S. R. Schmid, Manufacturing Engineering and Technology, 8th ed.
(machinability data and cutting conditions).
Question 4: Redundancy and Component Reduction in Assembly Reliability (20 marks)
Given. Two independent reliability problems on the same
electrical assembly, with the data below.
Given data
Part
Item
Value
(a)
Reliability of the lightweight component, $R_c$
0.70
(a)
Redundant units added
2, giving 3 units in total
(a)
Redundancy type
active (hot) parallel, weight penalty negligible
(b)
Reliability of each component, $R_u$
0.98
(b)
Components before simplification
6 in series
(b)
Components after simplification
3 in series
Find. (a) the compound reliability of the three parallel
units, and (b) the change in assembly reliability when the series chain is cut
from six components to three.
Figure 4.1 — Reliability block diagrams. In (a) the
three units are in parallel, so the assembly survives if any one survives; in
(b) the components are in series, so the assembly survives only if every one
survives.
Approach. Draw the reliability block diagram for each case,
apply the product rule for series elements and the product-of-unreliabilities
rule for active parallel elements, and express the part (b) answer both as a
change in reliability and as a change in the probability of failure, since the
latter is what a design review actually cares about.
Part (a) — set up the parallel model. Three
identical units are in active parallel and the assembly functions if at least
one of them functions. It is easier to work with the complement: the assembly
fails only if all three fail simultaneously. With independent units,
$$Q_{\text{sys}} = \prod_{i=1}^{3}\left(1-R_i\right) = \left(1-R_c\right)^{3}.$$
Evaluate the unreliability. Substituting
$R_c = 0.70$, each unit has an unreliability of $1 - 0.70 = 0.30$, so
$$Q_{\text{sys}} = (0.30)^{3} = 0.027 .$$
It is worth noting the intermediate result for two units,
$1-(0.30)^{2}=0.91$, because it shows where the diminishing return sets in: the
first redundant unit buys 21 points of reliability and the second buys only 6.3
more.
Convert back to reliability. The compound reliability of
the three units is the complement of that failure probability:
$$\boxed{\;R_{\text{sys}} = 1-\left(1-R_c\right)^{3} = 1-0.027 = 0.973\;}$$
The redundancy has raised the reliability of that function from 0.70 to 0.973,
a gain of 0.273, and it has cut the probability of losing the function from
30 % to 2.7 %, a factor of eleven.
Part (b) — set up the series model. A series chain
functions only if every element functions, so for $n$ identical independent
components
$$R_{\text{assy}} = \prod_{i=1}^{n}R_i = R_u^{\,n}.$$
This is the reason component count is itself a reliability parameter: each
additional part multiplies the assembly reliability by a number less than one.
Evaluate the six-component assembly. With
$R_u = 0.98$ and $n = 6$,
$$R_{6} = (0.98)^{6} = 0.885842 .$$
The six-part assembly therefore fails about 11.4 times in every hundred, even
though every individual component is 98 % reliable — the standard
illustration of how quickly series reliability erodes.
Evaluate the three-component assembly. With the same
component reliability and $n = 3$,
$$R_{3} = (0.98)^{3} = 0.941192 .$$
Report the change. Subtracting the two results gives the
improvement obtained purely by simplifying the design:
$$\boxed{\;\Delta R = R_{3}-R_{6} = 0.941192-0.885842 = 0.055350\;}$$
that is, an increase of 5.54 percentage points, or a relative improvement of
6.25 % on the original assembly reliability.
Restate the result as a failure probability. The more
useful engineering statement is what happened to the failure rate. The
unreliability falls from $1-R_6 = 0.114158$ to $1-R_3 = 0.058808$, so
$$\frac{1-R_{6}}{1-R_{3}} = \frac{0.114158}{0.058808} = 1.94 .$$
Halving the part count has very nearly halved the assembly failure probability,
which is the expected result: for small unreliabilities
$1-R_u^{\,n}\approx n\left(1-R_u\right)$, so failure probability is approximately
proportional to component count.
Final results — Question 4
Quantity
Result
(a) Unreliability of one unit
0.30
(a) Two units in parallel
0.910
(a) Probability all three units fail
0.027
(a) Compound reliability of the three units
0.973
(a) Gain over the single unit
+0.273
(b) Six components in series
0.885842
(b) Three components in series
0.941192
(b) Change in assembly reliability
+0.055350 (+5.54 percentage points)
(b) Relative improvement
+6.25 %
(b) Failure probability, before and after
0.114158 → 0.058808 (factor 1.94)
Check: the redundancy in part (a) is taken as active and the
failures as independent. The question says the units can be provided
with no weight penalty, which is the classic description of hot standby, and
gives no switch reliability, so all three units are assumed energised and the
result is the pure parallel value 0.973. If the arrangement were standby
redundancy through a changeover switch of reliability Rs, the
result would be
R = Rc + RsRc(1 − Rc) +
Rs2Rc(1 − Rc)2,
which reduces to 0.973 only for a perfect switch. Independence also assumes the
three units do not share a common-cause failure such as one power supply or one
connector; if they do, the achievable reliability is bounded by that shared
element and the redundancy is worth much less than the arithmetic suggests.