Foundations included in this file
Fractions and ratios
What does dividing one quantity by another tell you?
The fraction 6/2 is 3, because 2 fits into 6 three times; it also says that 6 is three times 2. Every fraction a/b works the same way. The bottom number can never be zero, since no count of zeros adds up to 6.
When the two quantities have different units, their ratio is a new quantity with a unit of its own: 12 micrometres travelled in 4 seconds is 3 micrometres per second. When they have the same unit, the units cancel and the ratio is a plain number: 2 particles out of 8 is 0.25 of the group.
Worked example: Fourteen metres in ten seconds
- A steady walk covers 14 metres in 10 seconds.
- Divide the distance by the time: 14 divided by 10 is 1.4, and the unit divides with it, so the rate is 1.4 metres per second.
- After 60 seconds the same walk has covered 84 metres, and 84 divided by 60 is 1.4 again. The walk is steady, so the ratio does not depend on how long it is watched.
- Metres and seconds are different units, so neither cancels and what comes out is a new quantity that keeps a unit of its own.
- The drawing below is the other case: 2 particles out of 8 has the same unit above and below, they cancel, and 0.25 is left as a plain number.
Where this lesson stops
A ratio of two quantities in the same unit is a plain number. A ratio of different units, such as micrometres per second, is a new quantity and keeps its unit.
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A sign records direction
How can movement add up to zero?
On the ruler below, the starting point is zero. A final mark three units to the right has displacement +3; one three units to the left has displacement −3. Adding the signed displacements gives zero. Adding the distances from the start gives six.
Displacement compares where something ends with where it started, whatever it did in between. A walker who goes three units right and comes back has displacement zero after walking six, which is the lower pair of arrows in the drawing.
Worked example: Two walkers, opposite directions, average zero
Two walkers both finish one unit from their start, one at −1 and the other at +1. The signed average is zero. The average distance is one.
Where this lesson stops
The sign names a direction relative to a chosen axis; it does not mean a negative distance.
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Powers of ten and physical units
How do you write a very small length without counting zeros?
The Brownian paper works its example, in §5, for particles 0.001 mm across. In metres that is 0.000001 m: easy to miscount by one zero, which is a factor of ten. Written as 10⁻⁶ m, the −6 says the decimal point has moved six places to the left, and that length has a name of its own, the micrometre (μm).
The unit goes through the arithmetic with the number. A micrometre is 10⁻⁶ m, so a square micrometre is 10⁻¹² m², not 10⁻⁶ m²: squaring a length squares its unit, power of ten included.
Worked example: Squaring six micrometres
- 1 micrometre (1 μm) is 10⁻⁶ metres, or 0.000001 m.
- The paper's displacement after one minute, about 6 μm, is 6 × 10⁻⁶ m.
- Squaring it squares the number and the unit: (6 × 10⁻⁶ m)² = 36 × 10⁻¹² m² = 3.6 × 10⁻¹¹ m².
Where this lesson stops
A measurement is a number and a unit together. Squaring it squares both: (6 × 10⁻⁶ m)² is 3.6 × 10⁻¹¹ m².
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Adding and averaging
What does an average keep, and what does it lose?
Four jars hold 3, 1, 1 and 3 marbles. Pour them together and there are 8. Share the 8 equally between the four jars and each holds 2. Two is the average, although no jar held 2 to begin with.
The average keeps the total and the count and nothing else, so 3, 1, 1, 3 and 2, 2, 2, 2 have the same average. Listing every value twice doubles both the total and the count, and the average stays at 2.
Worked example: Three mornings with the same average
- One morning the four jars hold 3, 1, 1 and 3 marbles. Add them: 8. Divide by the four jars: an average of 2.
- Another morning they hold 8, 0, 0 and 0. Add them: 8 again. Divide by four: 2 again, and now three jars are empty.
- A third morning every jar holds 2, which is the average itself. Add them: 8. Divide by four: 2.
- Write any of those three lists out twice over. The total doubles to 16 and the count doubles to 8 jars, and 16 divided by 8 is still 2.
- Four descriptions and one average. It keeps the total and the count, and the differences between the mornings are what it leaves behind.
Where this lesson stops
An average is the total shared equally among the observations, and two very different lists can have the same one.
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Density is not probability
What does the height of a probability curve mean?
Mark where 100 particles end up on a ruler divided into 2 μm bins. If 30 land in one bin, that bin holds a probability of about 0.3, and the density there is 0.3 divided by 2 μm, or 0.15 per micrometre. Measured in metres the same density is 150,000 per metre, while the bin still holds 0.3: the height depends on the unit of length, and the probability does not.
The probability of the interval from a to b is the integral of the density over that interval.
Under a smooth curve, any single exact position has probability zero, since an interval of zero width has no area. At the starting instant of the Brownian problem every particle sits at one point. No curve can draw that: the whole probability, 1, sits on the single point, and a curve appears only once the particles have begun to spread.
Worked example: A flat density across four micrometres
- Spread the probability evenly over 4 μm. The density is 1 divided by 4 μm, or 0.25 per micrometre.
- The area over the whole 4 μm is 0.25 per μm × 4 μm = 1.
- A 1 μm piece has probability 0.25 × 1 = 0.25, and a 2 μm piece has 0.5.
- Squeeze the same probability into 2 μm and the height doubles to 0.5 per micrometre, while the total stays 1. The height was never a probability.
Where this lesson stops
The height of the curve is a density, a probability per unit length. Only the area over an interval is a probability.
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Adding continuously
How do you add up something that varies continuously?
Chance spread along a line is measured per unit length: a density. Where the density is the same all along a stretch, the chance of the stretch is the density times its length. A particle equally likely to be anywhere in a 4 µm stretch has density 0.25 per micrometre, and the chance of finding it in the first 1.5 µm is 0.25 × 1.5 = 0.375.
Where the density changes from place to place, cut the line into narrow strips. Each strip contributes its height times its width, as if the density were flat across it. Add the strips, then cut them narrower and add again. For a smooth curve the totals settle on one value, and that value is the integral:
The integral of p of x from a to b is the value that the sum of p of x i times delta x settles on as delta x shrinks.
The units multiply. A probability density is a probability per metre, so a strip of it, times a width in metres, is a plain probability. For a density the whole area must be 1, because the particle has to be somewhere. The Brownian paper's §4 writes exactly that for the chances of a jump Δ, ∫φ(Δ) dΔ = 1, and the light-quanta paper's §3 adds entropy over every frequency, S = v∫φ dν.
One more tool recurs in the papers: integration by parts. It is the product rule for derivatives added up over an interval, and it moves a derivative from one factor to the other at the price of an endpoint term:
The integral of u times the derivative of v equals u v at b minus u v at a, minus the integral of v times the derivative of u.
The endpoint term, uv at b minus uv at a, is part of the answer. It disappears only when uv is zero at both ends, as it is for a density that falls to zero far out on both sides.
Worked example: A rising density, added up in narrower strips
- A particle's density rises steadily across a 4 µm stretch, from 0 at the left end to 0.5 per micrometre at the right. The whole area is a triangle, ½ × 4 × 0.5 = 1.
- Four strips 1 µm wide, each taking the height at its left edge: 0 + 0.125 + 0.25 + 0.375 = 0.75.
- Eight strips 0.5 µm wide: the heights add to 1.75, and times 0.5 that is 0.875.
- Sixteen strips 0.25 µm wide: 0.9375. The shortfall halves each time the strips do: 0.25, then 0.125, then 0.0625.
- The totals settle on 1, the area of the triangle. That settled value is the integral.
A flat density gives the same total for every cut, which is why the uniform stretch above needed no strips. A curved one, such as the Brownian bell curve, does, and the integral is the value the totals settle on.
Where this lesson stops
An integral is a total of height times width over a range, in the units of both. The widths and any endpoint term are part of the calculation, not decoration on the integral sign.
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Probability and independence
When you square a sum of random steps, why do the mixed terms average to zero?
Flip a coin twice and take one step for each flip: a metre to the right for heads, a metre to the left for tails. How far from the start do you end up, on average?
- The four outcomes, right-right, right-left, left-right and left-left, are equally likely: one chance in four each.
- They leave you 2 m to the right, back at the start, back at the start, or 2 m to the left.
- Square those distances so that left and right count alike: 4, 0, 0 and 4. Their average is 2, one square metre for each step.
Combining the two steps added nothing beyond one square metre each. In symbols, with Δ₁ and Δ₂ for the two steps, squaring the sum gives each step squared and a mixed term, twice their product:
Delta one plus delta two, squared, equals delta one squared plus two delta one delta two plus delta two squared.
In the coin walk the product of the two steps is +1 for right-right and left-left and −1 for the other two, so on average it is zero and the mixed term adds nothing. Two conditions make that happen. Independence: learning the first step does not change the chances for the second, so the chance of a pair is the product of the two chances. Centring: each step averages zero, left as likely as right. Then the average of the product is the product of the averages, zero times zero:
The average of delta one times delta two equals the average of delta one times the average of delta two, which is zero.
Both conditions matter. If each step drifts, averaging +1, the product of the averages is 1, not 0. If the second step tends to copy the first, the product is positive more often than negative. The Brownian paper's §4 assumes that a particle's motions in successive intervals are independent, as long as the intervals are not chosen too small.
Worked example: What changes when the second step copies the first
- Now let the second flip always copy the first. Only right-right and left-left can happen, one chance in two each.
- The product of the two steps is +1 every time, so the mixed term no longer averages zero.
- You always end 2 m from the start, so the squared distance is 4 every time: the average is 4, not 2. Independence removed that extra 2.
Where this lesson stops
Before dropping a mixed term, ask two things: does learning one step change the chances for the next, and does each step average zero?
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Quantities and units
Can a number of metres be compared with a number of seconds?
"The particle moved 6" says nothing until the unit is added: 6 micrometres, or 6 seconds? A physical quantity is a number times a unit, and the number alone changes when the unit does. Six micrometres is 0.006 millimetres: the same length, written with another unit.
Quantities of different kinds cannot be added or compared: 3 metres plus 2 seconds has no meaning. So in a correct equation every term, on both sides, carries the same units. Checking that is the quickest test a formula can pass or fail.
Take the Brownian diffusion coefficient, D=kBT/(6πηa). Boltzmann's constant is in joules per kelvin, T in kelvins, the viscosity η in pascal-seconds and the radius a in metres. The units work out to square metres per second, which is what a diffusion coefficient must be. The worked example below goes through it.
Units also tell apart quantities that share a letter. The light paper's ρν is an energy per unit volume per unit of frequency, joules per cubic metre per hertz, not per unit of wavelength: two different quantities with different units. And its L is the speed of light in §§1 and 2 but an absorbed energy in §9. A unit check starts from what the quantity is, not from its letter.
Worked example: Checking that D comes out in square metres per second
- kBT: joules per kelvin times kelvins is joules, which are newton-metres.
- 6πηa: 6π has no units, and pascal-seconds times metres is (newtons per square metre) × seconds × metres, which is newton-seconds per metre.
- Divide: newton-metres divided by newton-seconds per metre is square metres per second.
- With numbers: 1.380649 × 10⁻²³ × 290.15 ÷ (6π × 1.35 × 10⁻³ × 5 × 10⁻⁷) = 3.15 × 10⁻¹³ m²/s. That is the modern Boltzmann constant (set modern-si-2019) with the paper's water at 17 °C and its particle.
Where this lesson stops
This lesson stops at checking units. Converting the papers' own units into SI units is a separate step, with its own conventions.
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Temperature and thermal energy
What does a temperature say about the jostling of molecules and grains?
The air in a room at 20 °C is a crowd of molecules moving in every direction and colliding billions of times a second. Warm the room and, on average, they move faster. The kinetic theory of heat reads temperature this way: through the average energy of motion of the particles, taken over very many of them.
For any particle in equilibrium with its surroundings, the average energy of motion along each direction is the same:
The average of one half m v x squared equals one half k B T.
Here m is the particle's mass, vx its speed along x, T the absolute temperature, and kB = 1.38 × 10⁻²³ joules per kelvin is Boltzmann's constant. It equals R/N, the gas constant shared out per molecule. The Brownian paper writes RT/N where a modern text writes kBT; the paper's own letter k means the viscosity, not this constant.
The average is the point. One molecule's energy of motion changes at every collision, from almost nothing to several times the average. The temperature fixes how energy is shared out over many particles. It is not the energy of any one of them.
Nothing in the rule mentions size. A grain ten billion times heavier than a molecule has the same average energy of motion, so it moves more slowly, by the square root of the mass ratio. That is why a suspended grain belongs to the same thermal story as a dissolved molecule, as §1 of the paper insists.
Worked example: A nitrogen molecule and a half-micrometre grain at 20 °C
- At T = 293 K, kBT = 1.381 × 10⁻²³ × 293 = 4.05 × 10⁻²¹ J, so the average energy of motion along one direction is half of that, 2.02 × 10⁻²¹ J.
- A nitrogen molecule has a mass of 4.65 × 10⁻²⁶ kg. Setting 21mvx2 equal to 21kBT gives a typical speed along one direction of √(4.05 × 10⁻²¹ ÷ 4.65 × 10⁻²⁶), about 295 metres a second.
- A grain of radius 0.5 μm and density 1200 kg/m³ has a mass of 6.3 × 10⁻¹⁶ kg, about 1.4 × 10¹⁰ times the molecule's. The same average energy gives it about 2.5 millimetres a second.
- In water that motion is turned about within some 70 nanoseconds: the grain's mass divided by its drag coefficient 6πηa. That is far too brief to follow, so what a microscope sees is the net result of the zigzag.
This is why the Brownian paper asks for a displacement over a time rather than a speed: the thermal speed is real, but it turns about far faster than any observer can watch.
Where this lesson stops
This lesson stops at the average energy of motion. How the jostling of many molecules makes a grain wander, and how far, is §4 of the Brownian paper.
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Energy of motion and inertia
If a body moves at the same speed but carries less energy of motion, what has changed?
A force that pushes a body through a distance does work on it, and the work becomes the body's energy of motion, its kinetic energy. That is separate from energy stored inside the body, as heat or in its chemistry.
For one body at everyday speeds, doubling the speed multiplies the energy of motion by four. At a fixed speed, doubling the mass doubles it. The mass-energy paper's title asks about a body's Trägheit, its inertia: its resistance to a change in its motion, which is measured by pushing it, not by weighing it.
In Newtonian mechanics, kinetic energy is one half times inertial mass times speed squared.
This formula holds at speeds small compared with the speed of light, and it is not exact close to that speed. So the mass-energy argument works with the exact expression and reads the mass from its low-speed limit, where it takes this form.
Worked example: Two bodies at the same speed, different masses
- Two bodies move at 2 metres per second.
- The 3 kg body has ½ × 3 × 2² = 6 joules of energy of motion; the 2 kg body has ½ × 2 × 2² = 4 joules.
- The speed is the same, and the energies differ by 2 joules because the masses differ by 1 kg.
At the same low speed, the kinetic-energy drop equals one half times the mass decrease times the squared speed.
Here the two masses are given, so the example proves nothing about mass and energy. The 1905 argument runs the other way: it computes the energy difference from the light the body gives off, finds that it has this form, and reads the mass difference from the coefficient of ½v².
Where this lesson stops
At the same low speed, less energy of motion means less mass. The comparison gives only a difference in mass, never the total energy stored inside the body.
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