MATHEMATICS · Multi-part · AP · AP Precalculus · Exponential and Logarithmic Functions · Exponential and Logarithmic Functions
Problem
A yeast culture grows in a laboratory flask. The table shows the measured cell counts N(t) at various times t (in hours).
t (h)
0
2
4
6
8
N(t) (cells ×105)
5.1
7.0
9.4
12.5
16.3
Summary statistics for the transformed data {(ti,lnNi)} are provided:
∑ti=20, ∑lnNi=10.5805, ∑tilnNi=46.041, ∑ti2=120.
Assume N(t) follows an exponential growth model.
(a) Compute the least-squares regression line for lnN versus t using the summary statistics. Write your line in the form lnN=a+bt.
(b) Express the corresponding exponential growth model for N(t) in terms of t.
(c) Using your model from part (b), estimate the population (in cells ×105) at t=10 hours.
(d) The observed population at t=4 hours is 9.4 (cells ×105). Compute the percentage error between this observation and the value predicted by your model, and comment on what this suggests about the model’s reliability.