Coconote
AI notes
AI voice & video notes
Try for free
📈
Understanding Exponential Functions and Modeling(vid46)
Feb 13, 2025
Lecture on Exponential Functions and Basic Modeling
Introduction to Exponential Growth Modeling
Population Growth Example
Population grows exponentially under certain conditions.
Example: Population of 1,000 doubles in 2 years.
Goal: Find an equation modeling the population size after t years.
Formulating the Model
Assumed Model Form
: ( f(t) = y_0 b^t )
( y_0 ): Initial quantity (population at time 0).
( b ): Base of the exponential function.
Given Data
:
( f(0) = 1000 )
( f(2) = 2000 ) (population doubles in 2 years).
Solving for Unknowns
Calculate ( y_0 )
( f(0) = 1000 = y_0 \times b^0 )
Since ( b^0 = 1 ), ( y_0 = 1000 ).
Calculate ( b )
( f(2) = 2000 = 1000 \times b^2 )
( b^2 = 2 ), therefore ( b = \sqrt{2} ).
Final Model Equation
: ( f(t) = 1000 (\sqrt{2})^t )
Application Example
Predict population after 10 years:
( 1000 \times (\sqrt{2})^{10} = 32,000 )
Introduction to Exponential Growth in Finance
Example
: Money invested grows exponentially.
Example: $1,000 grows to $1,316 in 7 years.
Modeling Investment Growth
Formulation
( f(t) = y_0 b^t )
( f(0) = 1000 )
( f(7) = 1316 )
Solving for ( b )
( 1316 = 1000 b^7 )
( b^7 = \frac{1316}{1000} )
( b \approx 1.04 )
Final Model Equation
: ( f(t) = 1000 (1.04)^t )
Predict account value after 12 years:
( 1000 \times (1.04)^{12} \approx 1601 )
Introduction to Exponential Decay
Decay Modeling
Similar to growth but with ( 0 < b < 1 ).
Example: $1,000 declines to $850 in 2 years.
Formulation
( f(t) = y_0 b^t )
( f(0) = 1000 )
( f(2) = 850 )
Solving for ( b )
( b^2 = \frac{850}{1000} = 0.85 )
( b = \sqrt{0.85} )
Final Model Equation for Decay
: ( f(t) = 1000 (\sqrt{0.85})^t )
Conclusion
Exponential models apply to growth and decay contexts with different base values.
Future sessions will cover more on this topic.
📄
Full transcript