Math Problem Statement
The accompanying table shows the number of bacteria present in a certain culture over a 4 hour period, where x is the time, in hours, and y is the number of bacteria. Write an exponential regression equation for this set of data, rounding all coefficients to the nearest hundredth. Using this equation, determine the number of bacteria present after 9 hours, to the nearest whole number. Hours (x) Bacteria (y) 0 1221 1 1332 2 1437 3 1576 4 1698
Solution
To find the exponential regression equation for the given data set, we assume an equation of the form:
where:
- is the number of bacteria,
- is the time in hours,
- is the initial quantity of bacteria at ,
- is the growth factor per unit of time (in hours).
Given Data Points:
Hours (x) | Bacteria (y) |
---|---|
0 | 1221 |
1 | 1332 |
2 | 1437 |
3 | 1576 |
4 | 1698 |
We will use exponential regression to find the best-fit values for and . Let me calculate that for you.
The exponential regression equation for the given data set is:
Using this equation, the estimated number of bacteria after 9 hours is approximately:
Would you like further clarification or details about this solution?
Here are some related questions:
- How would the growth factor change if the rate of bacteria growth increases?
- Can exponential growth continue indefinitely? Why or why not?
- What are some real-world scenarios where exponential regression is used?
- How does exponential growth differ from linear growth?
- What is the significance of the base in the exponential equation?
Tip: In exponential growth, the quantity increases by a fixed percentage (or factor) per time unit, unlike in linear growth where the increase is by a fixed amount.
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Math Problem Analysis
Mathematical Concepts
Exponential Growth
Regression Analysis
Formulas
Exponential equation: y = ab^x
Exponential regression equation: y = a * b^x
Theorems
Exponential Growth Theorem
Suitable Grade Level
Grades 9-12