Advanced Math/Maximization in two dimensions.
Expert: Paul Klarreich - 10/3/2007
QuestionHi Paul,
I'm a student currently studying mathematical economics, a combination of maths and economics, which i found harder than just maths and i need your help with the question below:
The revenue (in dollars per square metre) obtained from the sale of tomatoes grown in a heated greenhouse is given by:
R = 5T(1 - e^-x)
Where T is the temperature and x is the amount of fertilizer per square metre.
Fertilizer costs 20 dollars per unit. To heat a square metre to a certain temperature costs 0.1T^2 dollars.
(a) Derive the per square metre profit function for the tomato grower.
(b) Given that the grower would choose T and x to maximize profits, confirm that the extreme values of T and x are:
(T,t)=(20, ln(5)) and (T,t)=(5, ln(5/4))
(c) Use the second order conditions to determine whether either of these two points corresponds to a relative maximum or minimum
Thanks,
Camilla
AnswerQuestioner: camilla
Category: Advanced Math
Private: No
Subject: Profit maximisation << spelled with a 'z' here.
Question: Hi Paul,
I'm a student currently studying mathematical economics, a combination of maths and economics, which i found harder than just maths and i need your help with the question below:
The revenue (in dollars per square metre) obtained from the sale of tomatoes grown in a heated greenhouse is given by:
R = 5T(1 - e^-x)
Where T is the temperature and x is the amount of fertilizer per square metre.
Fertilizer costs 20 dollars per unit. To heat a square metre to a certain temperature costs 0.1T^2 dollars.
(a) Derive the per square metre profit function for the tomato grower.
(b) Given that the grower would choose T and x to maximize profits, confirm that the extreme values of T and x are:
(T,t)=(20, ln(5)) and (T,t)=(5, ln(5/4))
(c) Use the second order conditions to determine whether either of these two points corresponds to a relative maximum or minimum
Thanks,
Camilla
.......................................
Hi, Camilla,
I assume that the profit = revenue - expense
Revenue is given by your R function, and expense seems to be:
cost of fertilizer = 20x
cost of heat = 0.1T^2
Revenue = 5T(1 - e^-x)
Cost = 20x + 0.1T^2
P = 5T(1 - e^-x) - (20x + 0.1T^2)
P = 5T(1 - e^-x) - 20x - 0.1T^2
........................................
So Profit is a function of two variables, x,T, so we will use PARTIAL DERIVATIVES, normally a part of third-semester calculus, which I'm sure you must have completed already if they let you into business school.
........................................
For your 'optimization', we need:
dP/dx = 0 and dP/dt = 0
dP/dx = 5T(e^-x) - 20
dP/dt = 5(1 - e^-x) - 0.2T
Set them equal to zero and you have a pair of simultaneous equations.
5T(e^-x) - 20 = 0 (A)
5(1 - e^-x) - 0.2T = 0 (B)
T = 4e^x, after solving A for T.
Call e^x = E, just for ease in typing. Now T = 4E.
5(1 - 1/E) - 0.8E = 0
5 - 5/E = 0.8E
5E - 5 = 0.8E^2
25E - 25 = 4E^2
4E^2 - 25E + 25 = 0
Factor:
(4E - 5)(E - 5) = 0
Solutions are:
E = 5/4, so e^x = 5/4, x = ln(5/4), and
T = 4E = 5
AND
E = 5, so e^x = 5, x = ln(5)
T = 4E = 20.
There's your solutions, (5,ln(5/4), and (20,ln(5))
..................................
Now for your tests: There is a 'Second Derivative Test' which is described in nice mathematical notation at:
http://www.maths.abdn.ac.uk/~igc/tch/ma2001/notes/node70.html
(and probably a few other places)
So you compute the second derivatives:
We had: dP/dx = 5T(e^-x) - 20 and we compute:
ddP/dxx = -5Te^-x
ddP/dxT = 5e^-x
We had: dP/dt = 5(1 - e^-x) - 0.2T and we compute:
ddP/dtt = -0.2
ddP/dTx = 5e^-x, same as ddP/dxT, of course.
Now compute: (shortened notation)
D = Pxx Ptt - Pxt Ptx
at each of your points, and apply the rule you will see at that URL. I'll leave that part to you.