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Chapter 2 Nonlinear Models Sections 2.1, 2.2, and 2.3. Nonlinear Models. Quadratic Functions and Models Exponential Functions and Models Logarithmic Functions and Models. Quadratic Function. A quadratic function of the variable x is a function that can be written in the form.
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Nonlinear Models • Quadratic Functions and Models • Exponential Functions and Models • Logarithmic Functions and Models
Quadratic Function A quadratic function of the variable x is a function that can be written in the form where a, b, and c are fixed numbers Example:
Quadratic Function The graph of a quadratic function is a parabola. a > 0 a < 0
Vertex, Intercepts, Symmetry Vertex coordinates are: y – intercept is: symmetry x – intercepts are solutions of
Graph of a Quadratic Function Example 1:Sketch the graph of Vertex: y – intercept x – intercepts
Graph of a Quadratic Function Example 2:Sketch the graph of Vertex: y – intercept x – intercepts
Graph of a Quadratic Function Example 3:Sketch the graph of Vertex: y – intercept x – intercepts no solutions
Applications Example: For the demand equation below, express the total revenue R as a function of the price p per item and determine the price that maximizes total revenue. Maximum is at the vertex, p = $100
Applications Example: As the operator of Workout Fever health Club, you calculate your demand equation to be q0.06p + 84 where q is the number of members in the club and p is the annual membership fee you charge. 1. Your annual operating costs are a fixed cost of $20,000 per year plus a variable cost of $20 per member. Find the annual revenue and profit as functions of the membership price p. 2. At what price should you set the membership fee to obtain the maximum revenue? What is the maximum possible revenue? 3. At what price should you set the membership fee to obtain the maximum profit? What is the maximum possible profit? What is the corresponding revenue?
Solution The annual revenue is given by The annual cost as function of q is given by The annual cost as function of p is given by
Solution Thus the annual profit function is given by
Nonlinear Models • Quadratic Functions and Models • Exponential Functions and Models • Logarithmic Functions and Models
Exponential Functions An exponential function with (constant) base b and exponent x is defined by Notice that the exponent x can be any real number but the outputy=bxis always a positive number. That is,
Exponential Functions We will consider the more general exponential function defined by where A is an arbitrary but constant real number. Example:
Laws of Exponents Law Example
Finding the Exponential Curve Through Two Points Example: Find an exponential curve yAbx that passes through (1,10) and (3,40). Plugging inb2we getA5
When t6 Exponential Functions-Examples A certain bacteria culture grows according to the following exponential growth model. If the bacteria numbered 20 originally, find the number of bacteria present after 6 hours. Thus, after 6 hours there are about 830 bacteria
Compound Interest A = the future value P = Present value r = Annual interest rate (in decimal form) m = Number of times/year interest is compounded t = Number of years
Compound Interest Find the accumulated amount of money after 5 years if $4300 is invested at 6% per year and interest is reinvested each month = $5800.06
The Number e The exponential function with base e is called “The Natural Exponential Function” where e is an irrational constant whose value is
The Number e A way of seeing where the number e comes from, consider the following example: If $1 is invested in an account for 1 year at 100% interest compounded continuously (meaning that m gets very large) then A converges to e:
Continuous Compound Interest A = Future value or Accumulated amount P = Present value r = Annual interest rate (in decimal form) t = Number of years
Continuous Compound Interest Example:Find the accumulated amount of money after 25 years if $7500 is invested at 12% per year compounded continuously.
Exponential Regression Example:Human populationThe table shows data for the population of the world in the 20th century. The figure shows the corresponding scatter plot.
Exponential Regression The pattern of the data points suggests exponential growth. Therefore we try to find an exponential regression model of the form P(t) Abt
Exponential Regression We use a graphing calculator with exponential regression capability to apply the method of least squares and obtain the exponential model
Nonlinear Models • Quadratic Functions and Models • Exponential Functions and Models • Logarithmic Functions and Models
A New Function How long will it take a $800 investment to be worth $1000 if it is continuously compounded at 7% per year? Input Output
A New Function Basically, we take the exponential function with base b and exponent x, and interchange the role of the variables to define a new equation This new equation defines a new function.
Graphing The New Function Example:graph the function x2y
Logarithms The logarithm of x to the basebis the power to which we need to raise b in order to get x. Example: Answer:
Graphing ylog2 x Recall thaty log2x is equivalent to x2y
Logarithms on a Calculator Abbreviations Base 10 Base e Common Logarithm Natural Logarithm
Change of Base Formula To compute logarithms other than common and natural logarithms we can use: Example:
Application Example: How long will it take an $800 investment to be worth $1000 if it is continuously compounded at 7% per year? Apply ln to both sides About 3.2 years
Logarithmic Functions A more general logarithmic function has the form or, alternatively, Example: