Slopes and Areas
• Frequently we will want to know the slope of a curve at some point.
• Or an area under a curve.
We calculate area under a curve as the sum of areas of many rectangles under the curve.
We calculate slope as the change in height of a curve during some small change in horizontal position: i.e. rise over run
Review: Axes
• When two things vary, it helps to draw a
picture with two perpendicular axes to show what they do. Here are some examples:
y
x
x
t
y varies with x x varies with t
Here we say “ y is a function of x” . Here we say “x is a function of t” .
Positions
• We identify places with numbers on the axes
The axes are number lines that are perpendicular to each other.
Positive x to the right of the origin (x=0, y=0), positive y above the origin.
Straight Lines
• Sometimes we can write an equation for how one variable varies with the other. For example a straight line can be described as
y = ax + b Here, y is a position on the
line along the y-axis, x is a position on the line along the x-
axis, a is the slope, and b is the
place where the line hits the y-axis
Straight Line Slope
y = ax + b The slope, a, is just the rise y divided by the run x. We can do this anywhere on the line.
So the slope of the line here is y = -3
x Remember: Rise over Run2 and up and right are positive
Proceed in the positive x direction for some number of units, and count the number of
units up or down the y changes
y- intercept
y = ax + b is our equation for a line
b is the place where the line hits the y-axis
The intercept b is y = +3 when x = 0 for this line
We want an equation for this line
y = ax + b is the general equation for a line
So the equation of the line here is y =
-
3 x + 32
Equation of our example line
We plugged in the slope and y intercept
An example: a PT diagram for 2 phases
• Suppose we plot the boundary between the stable PT conditions for two minerals
At, for example, 1 GPa and T= 300K, Phase 2 is stable
• • Suppose a piston moves up due to expansion of a confined gas
• • V1 = 1000 cm3, under a confining pressure of 10 bars
• • V2 = 2000 cm3, pressure relaxes to 5 bars
• • Work is done…
Another example
Trig
• Perpendicular axes and lines are very handy. Recall we said we use them for vectors such as velocity. To break a vector r into
components, we use trig. The rise is r .. sin and the run is r cos
This vector with size r and direction , has been broken down into components.
Along the y-axis, the rise is y = +r sin Along the x-axis, the run is x = +r cos
Demo: The sine is the ordinate (rise) divided by the hypotenuse
sin = rise / r so the rise = r sin
Similarly the run = r cos
hypotenuse
rise
run
Whenever possible we work with unit vectors so r = 1, simplifying calculations.
Okay, sines and cosines, but what’s a Tangent?
A Tangent Line is a line that is going in the
direction of a point proceeding along the curve.
A Tangent at a point is the slope of the curve there.
A tangent of an angle is the sine divided by the cosine.
Positive slopes shown in green, zero slopes are black, negative are red.
Tangents to curves
• Here the vector r vector r shows the velocity of an ion moving along the blue line f(x)
• At point P, the particle has speed the length of rr and the direction shown makes an angle to the x-axis
slope = f(x + h) –f(x) (x + h) – x
This is rise over run as always Lets see that is r sin tan
r cos
P
The slope is a tangent to the curve.
P
Slope at some point on a curve
• We can learn the same things from any curve if we have an equation for it.
We say y = some function f of x, written y = f(x). Lets look at the small interval between x and x+h. y is different for these two values of x.
The slope is rise over run as always slope = f(x + h) –f(x)
(x + h) – x
rise
derivative dy/dx = f(x + h) –f(x) lim h=>0 h
The exact slope at some point on the curve is found by making the distance between x and x+h small, by making h really small. We call it the derivative.
This is inaccurate for a point on a curve, because the slope varies.
run
A simple derivative for Polynomials
• The exact slope “derivative” of f(x)
f’(x) = f(x + h) – f(x) = f(x + h) – f(x) lim h=>0 (x + h) – x lim h=>0 h
is known for all of the types of functions we will use in Petrology.
For example, suppose y = x
nwhere n is some constant and x is a variable Then y’(x) = dy/dx = nx
n-1dy/dx means “The small change in y with respect to a small change in x”
Some Examples for Polynomials
• (1) Suppose y = x
4. What is dy/dx?
dy/dx = 4x
3• (2) Suppose y = x
-2What is dy/dx?
dy/dx = -2x
-3We just saw for polynomials y = xn the dy/dx = nxn - 1
Differentials
• Those new symbols dy/dx mean the really accurate slope of the function y = f(x) at any
point. We say they are algebraic, meaning dx and dy behave like any other variable you
manipulated in high school algebra class.
• The small change in y at some point on the
function (written dy) is a separate entity from dx.
• For example, if y = x
n• dy/dx = nx
n-Ialso means dy = nx
n-Idx
Variable names
• There is nothing special about the letters we use except to remind us of the axes in our
coordinate system
• For example, if y = u
n• dy = nu
n-Idu is the same as the previous formula.
y = un
u
Constants Alone
• The derivative of a constant is zero.
• If y = 17, dy/dx = 0 because constants don’t change, and the constant line has zero slope
Y = 17 17
y
x
For any dx, dy = 0
X alone
• Suppose y = x What is dy/dx?
• Y = x means y = x1. Just follow the rule.
• Rule: if y = xn then dy/dx = nxn – 1
• So if y = x, dy/dx = 1x0 = 1
• Anything to the power zero is one.
A Constant times a Polynomial
• Suppose y = 4 x
7What is dy/dx?
• Rule: The derivative of a constant times a polynomial is just the constant times the derivative of the polynomial.
• So if y = 4 x
7, dy/dx = 4
.( 7x
6)
Multiple Terms in a sum
• The derivative of a function with more than one term is the sum of the individual
derivatives.
• If y = 3 + 2t + t
2then dy/dt = 0 + 2 +2t
• Notice 2t = 2t
1For polynomials y = xn dy/dx = nxn - 1
The derivative of a product
• In words, the derivative of a product of two
terms is the first term times the derivative of
the second, plus the second term times the
derivative of the first.
Exponents
• a
ma
n= a
m+na
m/a
n= a
m-n• (a
m)
n= a
mn(ab)
m= a
mb
m• (a/b)m
= a
m/b
ma
-n= 1/a
nSuppose m and n are rational numbers
You can remember all of these just by experimenting
For example 22 = 2x2 and 24= 2x2x2x2 so 22x24 = 2x2x2x2x2x2 = 26 reminds you of rule 1
Rule 6, a-n = 1/an , is especially useful
Logarithms
• Logarithms (Logs) are just exponents
• if by = x then y = logb x
• log10 (100) = 2 because 102 = 100
• Natural logs (ln) use e = 2.718 as a base
• For example ln(1) = loge(1) = 0 because e0 = (2.718)0 = 1
Anything to the zero power is one.
e
• e is a base, the base of the so-called natural logarithms just mentioned. e ~ 2.718
• It has a very interesting derivative (slope).
• Suppose u is some function
• Then d(e
u) = e
udu
• “The derivative of e
uis e
utimes the derivative of u”
• Example: If y = e
2xwhat is dy/dx?
• here u = 2x, so du = 2
• Therefore dy/dx = e
2x .2
Integrals
• The area under a function between two values of, for
example, the horizontal axis is called the integral. It is a sum of a series of very tall and thin rectangles, and is indicated by a script S, like this:
•
Integrals
• To get accuracy with areas we use extremely
thin rectangles, much thinner than this.
Example 1
• If y=3x5 Then dy/dx = 15x4
• Then y = 15x4 dx = 3x5 + a constant
Integration is the inverse operation for differentiation
We have to add the constant as a reminder because, if a constant was present in the original function, it’s derivative would be zero and we wouldn’t see it.
Example2: a trick
Sometimes we must multiply by one to get a
known integral form. For example, we know:
A useful method
• When a function changes from having a
negative slope to a positive slope, or vs. versa, the derivative goes briefly through zero.
• We can find those places by calculating the
derivative and setting it to zero.
Getting useful numbers
• Suppose y = x2.
• (a) Find the minimum
If y = x2 then dy/dx = 2x1 = 2x. Set this equal to zero 2x=0 so x=0
y = x2 so if x = 0 then y = 0
Therefore the curve has zero slope at (0,0)
Getting useful numbers
• Suppose y = x2.
• TODO: Find (a) the location of the minimum, and (b) the slope at x=3 (a)See previous page
(b) dy/dx = 2x , so set x=3
then the slope is 2x = 2 . 3 = 6
Getting useful numbers
• Here is a graph of y = x2
• Notice the slope is zero at (0,0), the minimum
• The slope at (x=3,y=9) is +6/1 = 6