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Complementary Slackness Theorem - Mathematics - Exam, Exams of Mathematics

Main points of this past exam are: Complementary Slackness Theorem, Dual Simplex Method, Applicable, Linear Programming, Simplex Table, Identified, Characteristics, Dual Simplex Method, Subject, Company

Typology: Exams

2012/2013

Uploaded on 03/28/2013

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Cork Institute of Technology
Bachelor of Engineering (Honours) in Mechanical Engineering – Award
(Bachelor of Engineering in Mechanical Engineering – Award)
(NFQ – Level 8)
Summer 2005
Mathematics
(Time: 3 Hours)
Instructions:
Answer FOUR questions.
All questions carry equal marks.
Statistical tables are available.
Examiners: Mr. D. O’Hare
Mr. J. Hegarty
Prof. J. Monaghan
1. (a) (i) What should be the characteristics of the current basis in a linear programming
problem in order that the dual simplex method be applicable? How are these
characteristics identified in a Simplex table?
(ii) Use the dual simplex method to solve the following problem:
.0,
42
103 subject to
42 minimise
21
21
21
21
+
+
+
=
xx
xx
xx
xxz
(iii) Write down the dual of the problem in part (ii), and deduce its solution using the
Complementary slackness theorem.
(b) The production manager of a company is attempting to determine the upcoming four-
month production schedule. Past production records indicate that 2000 units can be
produced per month on regular time, at a cost of €20 per unit. An additional 600 units per
month can be produced on an overtime basis, at a cost of €25 per unit. Contracted sales
for the period are as follows:
Month Contracted Sales
1 1600
2 2200
3 2500
4 3000
Inventory carrying costs are €3 per unit per month.
Represent this problem in the form of a balanced transportation table. Note that
production in any month cannot be used to satisfy demand in an earlier month. It is not
necessary to find a solution to the problem that you formulate.
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Cork Institute of Technology

Bachelor of Engineering (Honours) in Mechanical Engineering – Award

(Bachelor of Engineering in Mechanical Engineering – Award)

(NFQ – Level 8)

Summer 2005

Mathematics

(Time: 3 Hours)

Instructions: Answer FOUR questions. All questions carry equal marks. Statistical tables are available.

Examiners: Mr. D. O’Hare Mr. J. Hegarty Prof. J. Monaghan

  1. (a) (i) What should be the characteristics of the current basis in a linear programming problem in order that the dual simplex method be applicable? How are these characteristics identified in a Simplex table? (ii) Use the dual simplex method to solve the following problem:

subject to 3 10

minimise 2 4

1 2

1 2

1 2

1 2

x x

x x

x x

z x x

(iii) Write down the dual of the problem in part (ii), and deduce its solution using the Complementary slackness theorem. (b) The production manager of a company is attempting to determine the upcoming four- month production schedule. Past production records indicate that 2000 units can be produced per month on regular time, at a cost of €20 per unit. An additional 600 units per month can be produced on an overtime basis, at a cost of €25 per unit. Contracted sales for the period are as follows:

Month Contracted Sales 1 1600 2 2200 3 2500 4 3000 Inventory carrying costs are €3 per unit per month.

Represent this problem in the form of a balanced transportation table. Note that production in any month cannot be used to satisfy demand in an earlier month. It is not necessary to find a solution to the problem that you formulate.

  1. (a) Use the M-technique or the two-phase method to show that the following problem is infeasible:

subject to 2

minimise 2

1 2

1 2

1 2

1 2

x x

x x

x x

z x x

(b) The table shown below relates to the following LP problem:

subject to 10

maximise 3 2 2

1 2 3

1 2 3

1 2 3

1 2 3

1 2 3

x x x

x x x

x x x

x x x

z x x x

Basis z x 1 x 2 x 3 S 1 S 2 S 2 Soln. S 1 0 0 0 1/4 1 -1/4 -1/4 5/ x 1 0 1 0 5/4 0 3/4 -1/4 25/ x 2 (^0 0 1) -1/2 0 -1/2 1/2 5/ (z) (^1 0 0) 3/4 0 5/4 1/4 75/ (i) Carry out sensitivity analysis on the objective function coefficients of x 2 and x (^3) (separately) and state your conclusions. (ii) x 3 relates to the production level of product X. If two units of product X are required for a special customer, analyse the impact on the current optimal product mix, and find the revised solution.

(c) A large company is closing three of its existing plants and intends to transfer some of its more skilled employees to three plants that will remain open. The numbers of employees available for transfer from plants A, B, and C are 60, 110, and 75, respectively, and the numbers required at plants X, Y, and Z are 50, 90, and 30 respectively. Each transferred employee will increase output per day as follows:

  1. (a) The response time in milliseconds was determined for three different types of circuits that could be used in an automatic valve shutoff mechanism. The results were

Circuit type Response time A 8 12 10 9 14 B 15 16 18 12 20 C 6 8 5 14 9

(i) Is this a random-effects or a fixed effects model? Explain your answer. (ii) Carry out the one-way analysis of variance here, summarise your results in an ANOVA table, and state your conclusions clearly. (iii) A normal probability plot of the residuals here shows a pattern that is reasonably close to that of a straight line What is the significance of this? (b) A mechanical engineer is studying the thrust force developed by a drill press. He suspects that the drill speed and the feed rate of the material are the most important factors. He randomly selects three feed rates and uses a high and low drill speed chosen to represent extreme operating conditions. The following data result:

Feed Rate Drill Speed 0.015 0.030 0. 125 2.70, 2.78 2.45, 2.49 2.60, 2. 200 2.83, 2.86 2.85. 2.80 2.86, 2. The interaction sum of squares is 0.031400 and the error sum of squares is 0.013350. Produce the ANOVA table and comment. Also produce an interaction plot and say how this ties in with the information in the ANOVA table.

  1. (a) A nickel-titanium alloy is used to make components for aircraft engines. Cracking is a potentially serious problem in the final part. A test is run at the parts producer to determine the effect of three factors on cracks. The three factors are pouring temperature (A), titanium content (B), and heat treatment method (C). Two replicates of a 2 3 design are run, with the following results:

Treatment combination Replicate 1 Replicate 2 (1) 1.71 1. a 1.42 1. b 1.35 1. ab 1.23 1. c 1.23 1. ac 1.25 1. bc 1.46 1. abc 1.38 1.

(i) Estimate the A, B, BC and ABC effects. (ii) Estimate the error variance and hence the variance of an effect estimate. (iii) Test the significance of the effects calculated in part (i), using both a t -test and an F- test. State your conclusions. (b) The design generators for a fractional factorial experiment are E=ABC, F=BCD, and G=ACD. (i) How many factors and how many runs are involved in this experiment? (ii) The design is a resolution IV design. What does this mean? (iii) Produce the column of signs for the FG effect.