Chapter 14
Optimization and Analysis of Models1

This chapter is designed to help you take you knowledge of building models to the next level - applying them to solve problems involving questions about optimization. In general, optimization is the process of trying to make something as efficient as possible, or as large as possible or as cheap as possible. It’s the study of minimizing or maximizing a quantity, like profit, as a function of some other quantity, like production. In order to optimize a quantity, though, we need a few things. The first is a skill you already have - the ability to create a model equation that represents how the quantity to be optimized varies as a function of some other quantity. For example, we might produce a model equation describing how the profits of a company depend on the number of items they produce, since the more you produce: (a) the more you can sell, generating more revenue but (b) the more it costs, in labor and materials. The other tool that you need is a knowledge of marginal analysis, which measures how a change in the independent variable will cause a change in the dependent variable in a model. We will focus our study on the marginal analysis and optimization of polynomial models, although this is only the tip of the iceberg.

As a result of this chapter, students will learn

As a result of this chapter, students will be able to

What marginal analysis is

How to interpret the results of marginal analysis

What the derivative of a power function is

What the derivative of a polynomial function is

Compute the derivative of a power function

Compute the derivative of a polynomial

Maximize or minimize a polynomial, using both algebra and software tools

 14.1 Calculus with Powers and Polynomials
  14.1.1 Definitions and Formulas
  14.1.2 Worked Examples
  14.1.3 Exploration 14A: Finding the Derivative of a General Power Function
 14.2 Extreme Calculus!
  14.2.1 Definitions and Formulas
  14.2.2 Worked Examples
  14.2.3 Exploration 14B: Simple Regression Formulas
 14.3 Homework
  Mechanics and Techniques Problems
  Application and Reasoning Problems
 14.4 Memo Problem: Profit Analysis