Optimal Generator Dispatch

Calculus Level 3

Suppose we have two electric generators. The amounts of power supplied by the generators are P 1 P_1 and P 2 P_2 for Generators 1 and 2, respectively. The cost per unit time to run Generator 1 is C 1 ( P 1 ) C_1(P_1) , and the cost per unit time to run Generator 2 is C 2 ( P 2 ) C_2(P_2) . The parentheses indicate that the cost is a function of the amount of power generated.

Suppose we want the generators to supply 100 units of power together, and minimize the running cost while doing so.

Minimize: C 1 ( P 1 ) + C 2 ( P 2 ) Subject to Constraint: P 1 + P 2 = 100 \text{Minimize: } \hspace{0.5 cm} C_1(P_1) + C_2(P_2) \\ \text{Subject to Constraint:} \hspace{0.5 cm} P_1 + P_2 = 100

Some plots of d C d P \frac{dC}{dP} are shown below for the two generators.

How many units of power should Generator 1 supply?


The answer is 56.

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1 solution

Write the total cost as a function of the amount P P supplied by generator 1: C ( P ) = C 1 ( P ) + C 2 ( 100 P ) ; C(P) = C_1(P) + C_2(100-P); d C d P = d C 1 d P 1 d C 2 d P 2 = ( 20 + P 1 ) ( 10 + 3 2 P 2 ) = ( 20 + P ) ( 160 3 2 P ) = 5 2 P 140. \frac{dC}{dP} = \frac{dC_1}{dP_1} - \frac{dC_2}{dP_2} = (20 + P_1) - (10 + \tfrac32P_2) = (20 + P) - (160 - \tfrac32 P) = \tfrac52 P - 140. Since this is a continuous, differentiable function on domain P [ 0 , 100 ] P \in [0,100] , the minimum either lies at an edge of the domain or at the zero of d C / d P dC/dP .

If P = 0 P = 0 then d C / d P = 140 dC/dP = -140 , showing that increasing P P leads to a decrease in the cost; thus P = 0 P = 0 is not a minimum.

If P = 100 P = 100 then d C / d P = + 110 dC/dP = +110 , showing that decreasing P P also leads to a decrease in cost; P = 100 P = 100 is not a minimum.

This leaves 0 = d C d P = 5 2 P 140 , P = 56. 0 = \frac{dC}{dP} = \tfrac52P - 140, \\ P = 56.

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