Experiment · Brownian motion · Controlled comparison

A smaller spread. But how much smaller?

Double the particle radius from 0.5 to 1 μm, and keep the liquid (1.35 mPa·s at 290.15 K), the observation time and the random draws. Then tell what you changed from what changed as a consequence. It is a synthetic model calculation with modern SI constants, not historical measurements.

One controlled variation

Change one thing. Keep the question clear.

Static worked comparison

Static worked comparison, calculated when this site was built.

Baseline and variant sample RMS on the same axesSolid line: baseline. Dashed line: variant. Markers show the selected observation intervals. Remeasuring one recording changes the marker, not the full recorded curve. The tables below contain the selected values.010 sElapsed timeRMS displacement (μm)2.4594
Baseline: solid line and round marker. Variant: dashed line and square marker. Both use one time axis and one displacement scale. These are synthetic sample readouts, not observations. The full curves overlap when only the observation interval changes.

Starting is explicit. It reconstructs the pinned baseline in a worker before enabling changes. Pinning a new baseline accepts the current completed setup as the starting point for your next question.

Same seed (common random numbers): isolates the effect of the change; these are not independent trials. The same recording grid, tracer count, selected coordinate and model are retained. A physical setup change creates a new run; a measurement change reads the existing recording.

Vary one independent input

Your choice is recorded only when you apply a request. Changing it afterward does not alter a completed result’s prediction.

A second changed input is refused before calculation. Pin the current result to start a different comparison. Temperature does not silently change viscosity. Off-grid observation times are refused rather than rounded.

What was held fixed?

Independent inputs · values belong to the completed results below
InputUnitBaselineVariantRole
TemperatureK290.15290.15Held fixed (locked)
ViscositymPa·s1.351.35Held fixed (locked)
Particle radiusμm0.51Physically changed
Trial seedno unit19051905Held fixed (locked)
Tracer countno unit400400Held fixed (locked)
Recording resolutions0.020.02Held fixed (locked)
Recording lengths1010Held fixed (locked)
Observation intervals11Held fixed (locked)
Selected dimensionno unit11Held fixed (locked)
Selected axisno unit00Held fixed (locked)
Statisticno unitrmsrmsHeld fixed (locked)

What changed as a consequence?

Accepted readouts · ratio means variant divided by baseline
QuantityUnitBaselineVariantRatioDifference
Model diffusion coefficientμm²/s0.314850.157420.5−0.15742
Model coordinate RMS displacementμm0.793530.561110.70711−0.23242
Sample coordinate RMS displacementμm0.844280.596990.70711−0.24728
Sample signed meanμm0.00250340.00177020.70711−0.00073323
Sample coordinate mean squareμm²0.71280.35640.5−0.3564
Model interval-dependent apparent speedμm/s0.793530.561110.70711−0.23242
Inspect the two accepted identities

Baseline

Model: bm01-host-preview-v1; constants: modern-si-2019; stream: philox-box-muller-host-v1; allocation: bm-01.latent.v1; executable: source:sha256:6e9e4cb91ff4a2493d2b641284d3697eec06b64a62f056de23ddc501ecb7aa67.

Host calculation; no WASM artifact is claimed.

Variant

Model: bm01-host-preview-v1; constants: modern-si-2019; stream: philox-box-muller-host-v1; allocation: bm-01.latent.v1; executable: source:sha256:6e9e4cb91ff4a2493d2b641284d3697eec06b64a62f056de23ddc501ecb7aa67.

Host calculation; no WASM artifact is claimed.

Read the generated comparison statement

Physically changed: Particle radius from 0.5 μm to 1 μm. Held fixed: Temperature 290.15 K, Viscosity 1.35 mPa·s, Trial seed 1905, Tracer count 400, Recording resolution 0.02 s, Recording length 10 s, Observation interval 1 s, Selected dimension 1, Selected axis 0, Statistic rms. Re-described: nothing. Changed as a consequence (variant / baseline readouts): Model diffusion coefficient (ratio 0.5); Model coordinate RMS displacement (ratio 0.70711); Sample coordinate RMS displacement (ratio 0.70711); Sample signed mean (ratio 0.70711); Sample coordinate mean square (ratio 0.5); Model interval-dependent apparent speed (ratio 0.70711).

Why halving diffusivity does not halve displacement

Within this diffusion model, doubling radius or viscosity halves the diffusion coefficient. The coordinate RMS displacement scales with the square root of that coefficient, so its ratio is about 0.70711, not 0.5, at the same elapsed time.

Using common random numbers makes the corresponding sampled paths scale together. This isolates the setup change; it does not provide two independent experiments. This comparison does not offer independent-seed confidence intervals.

Changing the observation interval asks a different question of the same recording. Four times the time gives twice the model coordinate RMS; the finite sample can differ. The apparent speed depends on the chosen interval and is undefined at zero time.

Return to the displacement argument

Open the completed variant settings in the full tracer lab

Keep this comparison and your explanation

Optional and private. Save the finished comparison, its exact settings and your own explanation. Your words are not analyzed or assessed, and the notebook stays on this device unless you export it.

You made no prediction before running it. You can still save the comparison and your explanation.

Your explanation, in your own words

Up to 10,000 characters per text field and 64 KiB per complete entry; the notebook has a total device-storage budget. Nothing is silently shortened. Replaying is a separate explicit action in the notebook.

Open your notebook and saved comparisons

Double the particles' radius and keep everything else the same, and they spread less, but not half as much. The typical distance falls to about 0.71 of what it was, because it goes as the square root of a coefficient that halves.

Section 3 gives the diffusion coefficient of a suspended sphere as D = (RT/N) · 1/(6πkP), where k is the liquid's viscosity and P the sphere's radius, so D is inversely proportional to the radius. Section 4 gives the typical displacement along one axis as λx = √(2Dt). The comparison pins a baseline, spheres of radius 0.5 μm in a liquid of 1.35 mPa·s at 290.15 K watched for 1 s, and changes the radius alone, to 1 μm. D falls from 0.315 to 0.157 μm²/s, exactly half. The model's RMS displacement falls from 0.794 to 0.561 μm, a ratio of 0.70711, which is 1/√2 and not 0.5. Both runs use the same seed, so the 400 sampled paths are built from the same random draws, and the sample RMS falls from 0.844 to 0.597 μm in exactly the same ratio. That isolates the effect of the one change. It is not a second, independent trial, and it says nothing about how much a fresh trial would differ. Other single changes follow the same two formulas: twice the viscosity halves D just as twice the radius does, and four times the observation interval doubles the model's RMS, because it reads the same recording at a later time. Raising the temperature raises D in proportion only if the viscosity stays fixed, which in a real liquid it does not; the lab holds it fixed and says so.

Modern qualifications

Einstein printed D = (RT/N) · 1/(6πkP) in Section 3 and λx = √(2Dt) in Section 4, then put in numbers for one size of sphere in water in Section 5. He varied nothing, and had no measurement to compare. Perrin's measurements of 1908 and 1909 used grains of several radii, and he took the agreement of the values of N they gave as evidence that the formula held as the radius changed. The shared-seed method used here, called common random numbers, is a modern simulation technique for comparing two settings; it isolates one change and is not a substitute for repeated experiments.