Further Modelling with Functions (Edexcel A-Level Mathematics): Revision Notes
2.13.1 Further Modelling with Functions
Further modelling with functions involves tackling more complex scenarios where relationships between variables might not be straightforward. This often requires combining different types of functions, interpreting piecewise functions, or working with non-linear models. Let's dive into some advanced aspects of function modelling:
1. Piecewise Functions
In some cases, a situation can be best described using different functions over different intervals. This is where piecewise functions come into play.
Example: A taxi company charges for the first mile and for each additional mile. Model the cost as a function of the distance (in miles) travelled. Solution:
- For , the cost is .
- For the cost is The piecewise function is:
Interpretation: This function reflects how the cost changes after the first mile, combining a flat rate with a linear increase.
2. Exponential Growth and Decay
Exponential functions are frequently used to model situations where a quantity grows or decays at a rate proportional to its current value.
Example: The population of a town grows at a rate of % per year. If the current population is , model the population as a function of time (in years) and predict the population after years. Solution: The model follows the exponential growth function: Where:
- (initial population)
- (growth rate)
- years Substituting the values:
Interpretation: After years, the population is predicted to be approximately .
3. Quadratic Modelling
Quadratic functions are ideal for modelling situations involving acceleration, projectile motion, or any scenario where a relationship involves a squared term.
Example: A ball is thrown upwards from a height of meters with an initial velocity of . Model the height of the ball as a function of time considering the acceleration due to gravity Solution: The height function is quadratic, given by: Where:
- meters (initial height)
- (initial velocity)
- Substitute the values:
To find when the ball hits the ground :
This is a quadratic equation: Use the quadratic formula:
Simplifying:
This gives two solutions:
Interpretation: The ball hits the ground approximately seconds after it is thrown.
4. Logarithmic Modelling
Logarithmic functions model situations where growth slows down over time, like the of a solution or the Richter scale for earthquakes.
Example: The of a solution is defined as , where is the hydrogen ion concentration in moles per litre. If the concentration decreases exponentially, model the pH as a function of time Solution: Given , the pH function is:
This logarithmic model shows how pH increases as hydrogen ion concentration decreases over time.
Practice Problem:
A company manufactures electronic devices. The cost to produce units is given by , and the revenue from selling units is Determine the number of units the company must produce and sell to maximize profit.
Solution: Profit function
Simplify:
To maximize profit, differentiate and set to zero:
Verify with the second derivative:
Answer: The company should produce and sell to maximize profit.