Math Problem Statement
what exponential decay function fits the following measurement points (time, weight): (0, 5960) (1, 2440) (70, 1390)
Solution
An exponential decay function is generally of the form:
where:
- is the quantity at time ,
- is the initial quantity at ,
- is the decay constant (rate),
- is the time.
Given the points:
- ,
- ,
- ,
we can solve for and .
Step 1: Find
From , when :
So, the equation becomes:
Step 2: Solve for
Using the second point , substitute into the equation:
Solving for :
Taking the natural logarithm of both sides:
Step 3: Verify with the third point
Now that we have , we can verify the fit with the third point .
The function is:
Substituting :
Evaluating this will confirm the validity of the fit. Let's compute that next.When using , the calculation yields an extremely small value for , approximately , which is clearly much smaller than the observed value of 1390. This indicates that is too large, suggesting a slower decay rate than initially calculated.
Let me try recalculating using both the first two points while considering the third as a constraint. I'll compute it more carefully.After recalculating using all three points, the fitted values are:
- (which matches the initial condition),
- , similar to the earlier estimate.
The decay rate is slightly more refined, but this still results in an extremely fast decay when extrapolated to . Given this, it's possible that the model might not perfectly follow a single exponential decay across the whole range, or some data points might reflect non-exponential behavior.
Would you like further clarification, or to adjust the model for a better fit?
Relative Questions:
- How does the decay constant affect the rate of decrease in an exponential decay function?
- What assumptions are involved in modeling with an exponential decay function?
- Could a different mathematical model better fit the data points?
- How can the exponential decay equation be used in real-world scenarios (e.g., radioactive decay)?
- What happens when becomes very small or very large?
Tip: If the model doesn't fit well, consider a multi-phase decay model or using logarithmic scaling for better visualization.
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Math Problem Analysis
Mathematical Concepts
Exponential Decay
Logarithms
Formulas
y(t) = y_0 * e^(-kt)
Natural Logarithm: ln(a) = b if e^b = a
Theorems
Exponential Decay Law
Suitable Grade Level
Grades 11-12
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