Question 8 of 9: Queueing Theory — Tool-Crib Attendant Staffing
Nivaar worked solution (AI-drafted; not reviewed by a licensed engineer)
Notes on this paper
National Exams — May 2013 — 98-Ind-A1 Operations Research. Three-hour, open-book exam (any non-communicating calculator permitted); the paper totals 180 marks across 9 questions and only 100 marks are required, so a candidate would normally answer a subset — all nine are solved below for completeness.
Reference texts: Hillier & Lieberman, Introduction to Operations Research (11th ed., McGraw-Hill) — linear/integer programming, network optimization, dynamic programming, decision analysis and queueing theory; Niebel & Freivalds, Niebel's Methods, Standards, and Work Design (13th ed.) — job-shop sequencing context.
Question 8: Queueing Theory — Tool-Crib Attendant Staffing (20 marks)
Given. M/M/1 (or M/M/2) queue; mean inter-arrival time 4 min $\Rightarrow\lambda=15$/hr; mean service time 3 min $\Rightarrow\mu=20$/hr per attendant; attendant wage $10/hr; mechanic wage (idle/waiting cost) $15/hr.
Find. Whether the expected hourly cost (attendant wages + mechanics' waiting-time cost) is lower with 1 or 2 attendants.
Approach. Compute the expected number of mechanics in the system, $L$, for the M/M/1 case (1 attendant) and the M/M/2 case (2 attendants), then form total hourly cost $=$ (number of attendants)$\times\$10$ + $L\times\$15$ for each, and compare.
Traffic intensity, 1 attendant. $\rho=\lambda/\mu=15/20=0.75<1$ (stable). For M/M/1: $L=\dfrac{\rho}{1-\rho}=\dfrac{0.75}{0.25}=3$ mechanics in the system on average.
M/M/2 performance measures. With $a=\lambda/\mu=0.75$, $s=2$, $\rho=a/s=0.375$: $$P_0=\left[\sum_{n=0}^{1}\frac{a^n}{n!}+\frac{a^2}{2!(1-\rho)}\right]^{-1}=\left[1.75+0.45\right]^{-1}=0.4545,$$ $$L_q=\frac{P_0\,a^s\,\rho}{s!(1-\rho)^2}=\frac{0.4545(0.5625)(0.375)}{2(0.625)^2}=0.1227,\qquad L=L_q+a=0.1227+0.75=0.8727.$$
Cost, 2 attendants. $$\text{Cost}_2 = 2(\$10)+\$15\times L = 20+15(0.8727)=\boxed{\$33.09/\text{hr}}.$$
Compare. $\$33.09/\text{hr} < \$55.00/\text{hr}$: adding a second attendant saves about $\$21.91$/hr — the reduction in mechanics' expected waiting cost (from $L=3$ down to $L\approx0.87$) far outweighs the extra $\$10$/hr wage.
Configuration
$\rho$
$L$ (mechanics in system)
Total hourly cost
1 attendant (M/M/1)
0.750
3.000
$55.00
2 attendants (M/M/2)
0.375
0.873
$33.09
Conclusion: Yes — hiring a second tool-crib attendant is advisable; it lowers total expected hourly cost by roughly $22/hr.