Question 185·Medium·Nonlinear Functions
A biotechnology firm models the mass, in milligrams, of a bacterial culture hours after incubation with the logistic function
Which of the following is the best interpretation of the number in this context?
For parameter-interpretation questions involving exponential or logistic models, first plug in to see if a number is the initial value. Then look at the model’s long-term behavior: identify any horizontal asymptotes (the value the function approaches as grows), and connect them to what they represent in the context. Always check units (mass vs. time vs. percent) to rule out interpretations that don’t match the quantity’s type, and use the general form of common models (like for logistic) to remember which constant controls which feature.
Hints
Test
Substitute into to see what the initial mass actually is. Does this match 250?
Think about long-term behavior
What happens to as becomes very large? How does that affect the value of ?
Interpret the “leveling-off” value
For a logistic curve, the graph rises and then flattens out near a horizontal line. In a real-world situation like a growing culture, what does that upper horizontal value represent?
Desmos Guide
Graph the logistic function
In Desmos, type M(t) = 250/(1+7e^(-0.2t)) and make sure the viewing window shows and a reasonable range of values (for example, and ).
Check the initial value
Click on the graph at or add the point (0, M(0)) by typing it. Note the -value there; this shows you the initial mass and lets you see that it is not 250.
Observe the long-term behavior
Pan or zoom right along the -axis (increasing ) and watch how the graph behaves. Notice the horizontal line that the graph gets closer and closer to but does not cross. Read off the -value of that horizontal level and think about what that value means for the culture’s mass over time.
Step-by-step Explanation
Identify the structure of the logistic function
The given function is
A logistic function often has the form
where is a constant that the function approaches as becomes very large (the horizontal asymptote). Here, .
Check whether 250 could be the initial mass
To see if 250 is the initial mass, plug in :
So the initial mass is milligrams, not , which eliminates any interpretation that treats 250 as the starting value.
Understand what happens as time gets very large
As time increases, the exponent becomes a large negative number, so gets very close to .
That makes the denominator get very close to , so the whole fraction gets very close to for large . This means approaches 250 but does not exceed it.
Connect the limiting value to the real-world meaning
In a biological context, when a logistic model levels off at a certain value, that value represents the culture’s limiting size under the given conditions.
Since approaches milligrams as increases, 250 represents the maximum possible mass the culture can reach according to the model. Therefore, the correct choice is D) The maximum possible mass the culture can reach according to the model.