% 6G4Z3001_1314 \\ Mathematics Fundamentals % Killian O'Brien % Oct 2013
See the unit's Moodle area for info on:
- Syllabus
- Teaching team & pattern
- Assessment
- Resources
- Convergence is the concept of an (infinite) process getting closer and closer to some limiting state.
- Divergence is where the process does not converge.
This is important to understand as it is fundamental to much of applied mathematics, e.g.
- Mathematical models of the real world are almost always only approximations and so only offer approximations to the truth.
- This is ok as long as we can in principle make the approximations as good as we want, i.e. make them converge to the actual truth.
Figure taken from A National Strategy for Advancing Climate Modeling by US National Academy of Sciences
In addition ...
- The mathematical problems set up on these already approximate models are almost always impossible to solve exactly ...
- ... and we can only find approximate solutions to them (so called numerical solutions).
- This is ok as long as we can in principle make the approximations as good as we want, i.e. make them converge to the actual solution.
- For time based models, such as weather/climate, these approximations get poorer and poorer as we look into the future, i.e. they diverge from the actual solution.
- The integers
$\mathbb{Z}$ and rationals$\mathbb{Q}$ can be rigorously described without too much trouble, $$ \mathbb{Z} = \left { \dots, -3, -2, -1, 0 , 1, 2, 3, \dots \right } \textit{ positive and negative whole numbers},$$ $$ \mathbb{Q} = \left { , \frac{n}{m} , : , n,m \in \mathbb{Z}, m \neq 0 \right } \textit{ ratios of integers} .$$
(See Piotr's Set Theory lectures for explanation of this ${ \quad }$notation.)
-
Non-rational numbers (so called irrationals) are harder to describe rigorously and precisely, e.g.
$$\sqrt{2} , , \pi , , e $$ -
One way to do so is to describe them as the limits of infinite sequences or infinite sums of rational numbers, e.g. $$ \frac{\pi}{4} = \sum_{n=1}^\infty \frac{(-1)^{n+1}}{2n-1} = 1 - \frac{1}{3} + \frac{1}{5} - \frac{1}{7} + \dots $$ Many such interesting summation formulas exist for
$\pi$ . -
Infinite sequences and sums of mathematical objects and their convergence / divergence properties are a fundamental part of calculus and analysis: the study of the number line (2-d plane, 3-d space, ...) and functions defined on them.
- So there is lots of convergence & divergence going on
- This needs to be studied and understood
- We will study sequences and series and their convergence/divergence.
Definition (1.1) A sequence is a list of elements (usually numbers) indexed by the positive integers. We usually use a single letter, with subscript, to denote the elements of a sequence, as in
Example (1.1)
-
The sequence of positive integers
$1,2,3, \dots $ , or$\left { z_m \right }$ , where the rule is$$z_m = m . $$ -
The Fibonacci sequence:
$1, 1, 2, 3, 5, 8, 13, ...$ or$\left {f_n \right }$ , where the rule is$$f_1 = 1, f_2 = 1 \text{ and } f_m = f_{m-1}+f_{m-2} \text{ for all } m \geq 2, $$ i.e. each element is the sum of the previous two elements. This type of rule for a sequence, where each term is defined using the values of some previous terms, is called a recurrence relation. -
The sequence of odd positive integers: $1, 3, 5, 7, ...
$or $ \left {a_n\right }$, where$$a_n = 2n-1.$$ -
The sequence of prime numbers: $2, 3, 5, 7, 11, 13, ... $ or
$\left { p_m \right }$ , where$$p_m = ???.$$
Definition (1.2)
An arithmetic sequence has a common difference between successive elements and a geometric sequence has a common ratio of successive elements. So we can write an arithmetic
sequence as
Examples (1.2 through 1.5)
-
The sequences of positive integers and odd positive integers above are actually arithmetic sequences. The sequence of positive integers can be written as
$\left { a_n \right }$ , where$$a_n = n = 1 + (n - 1),$$ so 1 is the initial element and 1 is the common difference. The sequence of odd positive integers can be written as$\left { a_n \right }$ , where$$a_n = 1 + (n - 1)2 ,$$ so 1 is the initial element and 2 is the common difference. -
The sequence, $$ 1, \frac{1}{2}, \frac{1}{4} , \frac{1}{8}, \dots $$ of powers of
$\frac{1}{2}$ , is geometric as it has the form$\left {a_n \right }$ , where$$a_n = \left ( \frac{1}{2} \right )^{n-1},$$ so 1 is the initial element and 2 the common ratio. -
Compound interest awarded on investments or charged on debts provide examples of geometric sequences. Suppose a bank offers an annual compound interest rate of
$r %$ on an initial deposit of$P$ units. Then the value of the deposit after$n$ years is given by$$v_n = P \left ( 1 + \frac{r}{100} \right )^n .$$ -
The sequence
$\left { x_n \right }$ , where$$x_n = \frac{1}{n^2} ,$$ is neither arithmetic nor geometric, as it is not possible to express it in the required form.
Definition (1.3)
A sequence
Two approaches ...
-
Examine the difference between consecutive terms, i.e.
$a_{n+1} - a_n$ and then try to establish one of the inequalities $$ a_{n+1} - a_n \geq 0 \quad \text{ or } \quad a_{n+1} - a_n \leq 0 .$$ -
Examine the quotient of consecutive terms, $$ \frac{a_{n+1}}{a_n} ,$$ and try to establish one of the inequalties $$ \frac{a_{n+1}}{a_n} \geq 1 \quad \text{ or } \quad \frac{a_{n+1}}{a_n} \leq 1 .$$
-
Strict inequalities here will establish the strict version of increasing / decreasing as appropriate.
Example (1.6)
Investigate the sequence
NB: $n!$ is the factorial of $n$, defined by,
Ivestigate by computing some values...
and then prove it.
The above computation is performed by a Sage cell. In Matlab, use the plot
command.