- Difficulty
- Capstone
- Suggested time
- 10 min
- Marks
- 6
Optimization in two variables and Lagrange multipliers practice question 10
A workshop’s output is units, where is hours of labour at $25 an hour and is units of material at $50 each. Its budget is $2400. Use Lagrange multipliers to find the maximum output on this budget. Then find the maximum output on a budget of $3750, and give the increase.
Give the increase in maximum output.
Two budgets, one method. Which part of the Lagrange working involves the budget, and which part does not?
With , the conditions and read and . Divide one by the other to relate and .
You should find , whatever the budget. Put that into each budget to find , then and the maximum output, and subtract.
A whole number.
Theory UBC Math 100 §16.3Key results
Worked solution
Strategy
Lagrange multipliers fix the ratio of the two inputs, and the budget does not enter that ratio. Each budget then fixes the sizes of the inputs, and the increase is the difference of the two maxima.
Working
Q_x = λg_x, Q_y = λg_y and the budget B, with g(x, y) = 25x + 50y.
Divide the second equation by the first; λ cancels, and B never appears.
At either end of the budget line one input is zero and Q = 0, so this candidate is the maximum.
The same ratio on the larger budget.
Both inputs grow by the factor 25/16 and √y by 5/4, so output grows by 125/64: the budget rises by just over half, but output nearly doubles.
Answer
The answer is 244 units: the maximum output rises from 256, with 64 hours of labour and 16 units of material, to 500, with 100 hours and 25 units.
Check
Neighbouring bundles do worse: on $2400, 60 hours and 18 units give 60√18 ≈ 254.6, and on $3750, 110 hours and 20 units give 110√20 ≈ 491.9.
Where this goes wrong
Dividing the conditions the wrong way round, which gives x = y instead of x = 4y and an increase of 122√2 ≈ 173. Substitute back to check: with x = 4y, x/(2√y) = 2√y, which is 50λ when √y = 25λ.
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