7.8 - Exponential Models with Differential Equations

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Introduction

This topic explores exponential models that arise from differential equations, focusing on situations where the rate of change of a quantity is proportional to the size of the quantity itself. The essential knowledge tells us that specific applications of finding general and particular solutions to differential equations include motion along a line and exponential growth and decay. Additionally, the model for exponential growth and decay that arises from the statement "The rate of change of a quantity is proportional to the size of the quantity" is , and the exponential growth and decay model with initial condition when has solutions of the form .

Understanding Exponential Growth and Decay Models

The Fundamental Differential Equation

The cornerstone of exponential modeling is the differential equation:

This equation states that the rate of change of quantity with respect to time is directly proportional to the current amount of . The constant is called the growth constant (when ) or decay constant (when ).

Interpreting the Variables and Constants

Variable : Represents the quantity being modeled (population, radioactive material, temperature difference, etc.)

Variable : Represents time

Constant : The proportionality constant that determines the rate of growth or decay

  • If : exponential growth
  • If : exponential decay
  • If : no change (constant function)

Example 1:

A bacterial culture grows at a rate proportional to its current size. If represents the population at time , then:

where represents the growth rate constant.

Solving the Exponential Model

General Solution Derivation

To solve , we use separation of variables:

Step 1: Separate the variables

Step 2: Integrate both sides

Step 3: Solve for

Let , then the general solution is:

Particular Solution with Initial Conditions

When we have an initial condition , we can find the particular solution:

Therefore, , and the particular solution is:

Example 2:

Solve with .

Using the formula:

With and :

Applications of Exponential Growth Models

Population Growth

Population growth often follows an exponential model when resources are unlimited.

Example 3:

A city's population grows at a rate proportional to its current population. In 2020, the population was 50,000, and the growth rate is 2% per year. Find the population model.

The differential equation is where (2% = 0.02).

With initial condition :

where is measured in years since 2020.

Investment Growth with Continuous Compounding

Money invested with continuous compounding follows exponential growth.

Example 4:

An investment grows continuously at an annual rate of 5.5%. If $1000 is initially invested, find the value after years.

The model is with .

Solution:

Applications of Exponential Decay Models

Radioactive Decay

Radioactive substances decay at a rate proportional to the amount present.

Example 5:

Carbon-14 has a half-life of 5,730 years. If a sample initially contains 100 grams, find the decay model.

The model is with .

Since half-life is 5,730 years:

Therefore:

Newton's Law of Cooling

The temperature difference between an object and its surroundings decreases exponentially.

Example 6:

A cup of coffee at 90°C is placed in a room at 20°C. The temperature difference decreases at a rate proportional to the current temperature difference.

Let be the temperature of the coffee at time , and let be the temperature difference.

The model is where .

With :

Therefore:

Determining Growth and Decay Constants

Using Doubling Time and Half-Life

For exponential growth, if the doubling time is , then:

For exponential decay, if the half-life is , then:

Example 7:

If a population doubles every 8 years, find the growth constant.

per year

Working with Partial Information

Example 8:

A radioactive sample decreases from 80 grams to 60 grams in 5 hours. Find the half-life.

Set up: with

Given:

For half-life :

hours

Interpreting Solutions in Context

Understanding the Behavior

The solution exhibits different behaviors based on the sign of :

When (Growth):

  • As ,
  • The function increases without bound

When (Decay):

  • As ,
  • The function approaches zero asymptotically

When :

  • (constant function)

Verification of Solutions

Example 9:

Verify that solves with .

Check differential equation:

Check initial condition:

Problem-Solving Strategy

Step-by-Step Approach

  1. Identify the quantity and its rate of change
  2. Set up the differential equation
  3. Determine the initial condition
  4. Find the growth/decay constant using given information
  5. Write the particular solution
  6. Answer the specific question asked

Practice Section