If a quantity grows at a rate which is proportional to its size (such a in populations of bacteria, or interest rate, etc.) it will satisfy a relation of the form
dy/dt = k y(t) where k is constant. If k > 0, y(t) increases. If k < 0, then y(t) decreases. There is only one kind of function which satisfies this relation, the exponential function, y(t) = C ekt.
To see why this is so, rewrite the relation as
1/y(t) dy/dt = k, or
d/dt (ln (y(t))) = kwhich implies that d/dt (ln(y(t))-kt) = 0, which means that ln(y(t))-kt = C (constant)! Solving for y(t) yields ln(y(t)) = kt+C, and therefore y(t) = ekt+C.
Theorem: The only solutions of the differential equation dy/dt = ky are the exponential functions
y(t) = y(0) e kt Given two values of y(t) (at two different times) means we can solve for k, the growth constant...
y1 = y(t1)=y(0) ekt1 and y2 = y(t2)=y(0) ekt2. Dividing, we have y1/y2 = ek(t1-t2)
Taking the natural log of both sides, ln(y1)-ln(y2) = k(t1-t2), therefore k=( ln(y1)-ln(y2) )/(t1-t2)!
Knowing y(t) at two later times t1,t2 > 0 also means we can find the initial amount y(0).
As a practical example of exponential growth/decay, consider Newton's Law of Cooling , which states that the rate of temperature cooling is proportional to the temperature difference
dy(t)/dt = k(y(t)-A), where A=ambient temperature, and k is negative.
If we let u(t)=y(t)-A, this reduces to the previous relation
du(t)/dt = k u(t) This means y(t) - A = u(t) = u(0) e kt , and therefore y(t) = A + u(0) e kt .Another nice example, that of compound interest, is given in the text.