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Scale

The word “scale” has several different meanings.

Generally it means size.

Patterns

Which natural phenomenon end up on which type of scale?

scientific notation

orders of magnitude

significant digits

Set, Sequence, Progression, Series

Sequence = a progression of numbers

Series = the sum of a sequence (a scalar)

Recursive sequence, each value related to the one before:

  • arithmetic - add a constant to the previous number, $1, 3, 5, 7, 9,\cdots$
  • linear = arithmetic
  • algebraic = arithmetic
  • geometric - multiply the previous number by a constant, $1, 2, 4, 8, 16,\cdots$
  • exponential - raise the previous number by an exponent, $2, 4, 16, 256, 65536,\cdots$
  • logarithmic

Non-recursive sequence:

  • exponential - square an arithmetic sequence, $1^2, 2^2, 3^2, 4^2, 5^2,\cdots \rightarrow 1, 4, 9, 16, 25, \cdots$

The above examples use x 1,2,3,4,5 y 1,3,5,7,9

x 1,2,3,4,5 y 1,2,4,8,16

Same examples with x and y constant amount constant ratio

arithmetic sequence grows by a constant amount geometric sequence grows by a constant ratio

geometric sequence

initial value ratio

\begin{align} \text{initial value } c &= 120 \\ \text{ratio } r &= 0.6 \\ x &= 0,1,2,3,4,5 \\ y &= cr^x \\ x=0 &\implies y = (120)0.6^0 = 120 \\ x=1 &\implies y = (120)0.6^1 = 72 \\ x=2 &\implies y = (120)0.6^2 = 43.2 \\ x=3 &\implies y = (120)0.6^3 = 25.92 \\ x=4 &\implies y = (120)0.6^4 = 15.552 \\ x=5 &\implies y = (120)0.6^5 = 9.3312 \\ \end{align}

\begin{align} \text{initial value } c &= 1 \\ \text{ratio } r &= 2 \\ x &= 0,1,2,3,4,5 \\ y &= cr^x \\ x=0 &\implies y = (1)2^0 = 1 \\ x=1 &\implies y = (1)2^1 = 2 \\ x=2 &\implies y = (1)2^2 = 4 \\ x=3 &\implies y = (1)2^3 = 8 \\ x=4 &\implies y = (1)2^4 = 16 \\ x=5 &\implies y = (1)2^5 = 64 \\ \end{align}

\begin{align} y &= cr^x \\ x &= \{ 0,1,2,3,4,5 \} \\ \text{initial value } c &= 1 \\ \text{ratio } r &= 2 \\ x=0 &\implies y = (1)2^0 = 1 \\ x=1 &\implies y = (1)2^1 = 2 \\ x=2 &\implies y = (1)2^2 = 4 \\ x=3 &\implies y = (1)2^3 = 8 \\ x=4 &\implies y = (1)2^4 = 16 \\ x=5 &\implies y = (1)2^5 = 64 \\ \end{align}

Infinite Expression

\begin{align} a_0+a_1+a_2+\cdots \end{align}

Infinite Series

\begin{align} \sum\limits_{i=0}^\infty a_n = a_0+a_1+a_2+a_3+a_4+\cdots \end{align}

Harmonic Series

\begin{align} \sum\limits_{n=1}^\infty \frac{1}{n} = \frac{1}{1}+\frac{1}{2}+\frac{1}{3}+\frac{1}{4}+\cdots \end{align}

https://en.wikipedia.org/wiki/Harmonic_series_(mathematics)

Terms used in both music and math:

  • harmonic progression - referring to chord changes
  • scale - multiple kinds of scales in music: major, minor, 12-tone, pentatonic, etc.

Logarithmic vs exponential

opposites

  • exponential growth accellerates
  • logarithmic growth slows

software system efficiency - logarithmic growth of resource usage is a good thing, it “scales”

Warning

growth of bacteria shows exponential growth

but when plotted on a graph with a logarithmic scale, you get a straight line

transformations

arithmetic vs geometric sequence

the exponentiation of an arithmetic sequence results in a geometric sequence, why?

the logarithm of the geometric sequence results in the arithmetic sequence

Geometric Sequence vs Exponential Function

geometric sequence is discrete

exponential function is continuous

Ray Kurzweil: Second Half of the Chessboard

To Do

scale.txt · Last modified: 2021/03/14 10:17 by 127.0.0.1

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