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.
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.
What was held fixed?
| Input | Unit | Baseline | Variant | Role |
|---|---|---|---|---|
| Temperature | K | 290.15 | 290.15 | Held fixed (locked) |
| Viscosity | mPa·s | 1.35 | 1.35 | Held fixed (locked) |
| Particle radius | μm | 0.5 | 1 | Physically changed |
| Trial seed | no unit | 1905 | 1905 | Held fixed (locked) |
| Tracer count | no unit | 400 | 400 | Held fixed (locked) |
| Recording resolution | s | 0.02 | 0.02 | Held fixed (locked) |
| Recording length | s | 10 | 10 | Held fixed (locked) |
| Observation interval | s | 1 | 1 | Held fixed (locked) |
| Selected dimension | no unit | 1 | 1 | Held fixed (locked) |
| Selected axis | no unit | 0 | 0 | Held fixed (locked) |
| Statistic | no unit | rms | rms | Held fixed (locked) |
What changed as a consequence?
| Quantity | Unit | Baseline | Variant | Ratio | Difference |
|---|---|---|---|---|---|
| Model diffusion coefficient | μm²/s | 0.31485 | 0.15742 | 0.5 | −0.15742 |
| Model coordinate RMS displacement | μm | 0.79353 | 0.56111 | 0.70711 | −0.23242 |
| Sample coordinate RMS displacement | μm | 0.84428 | 0.59699 | 0.70711 | −0.24728 |
| Sample signed mean | μm | 0.0025034 | 0.0017702 | 0.70711 | −0.00073323 |
| Sample coordinate mean square | μm² | 0.7128 | 0.3564 | 0.5 | −0.3564 |
| Model interval-dependent apparent speed | μm/s | 0.79353 | 0.56111 | 0.70711 | −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 argumentOpen the completed variant settings in the full tracer lab
Keep this comparison and your explanation
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You made no prediction before running it. You can still save the comparison and your explanation.
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 comparisonsDouble 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.
Start with the coefficient. Section 3 balances two effects on a sphere in a liquid: the osmotic pressure that pushes suspended particles from where they are crowded to where they are sparse, and Stokes's drag, a force 6πηa times the sphere's speed, that resists their motion. In modern notation the balance gives D = kBT/(6πηa). Put in the baseline. The numerator is 1.380649 × 10−23 J/K × 290.15 K = 4.006 × 10−21 J. The denominator is 6π × 0.00135 Pa·s × 0.5 × 10−6 m = 1.272 × 10−8 kg/s. Their quotient is D = 3.148 × 10−13 m²/s, which is 0.315 μm²/s. The radius sits in the denominator, so twice the radius doubles the denominator and halves D, to 0.157 μm²/s. Nothing else in the formula moved. Now the displacement. With t = 1 s, 2Dt for the baseline is 6.297 × 10−13 m², and its square root is 7.94 × 10−7 m, or 0.794 μm. For the larger sphere 2Dt is half as large, 3.148 × 10−13 m², and its square root is 5.61 × 10−7 m, or 0.561 μm. Halving what is under a square root divides the root by √2, since √(x/2) = √x/√2, and 1/√2 = 0.70711. So the tempting sentence 'twice the radius, half the displacement' is false, and the true one is 'twice the radius, about 71 percent of the displacement'. To halve the displacement you would need a quarter of D, which means four times the radius. The ratio does not depend on the time either: at one minute, 0.794 μm × √60 = 6.15 μm for the small spheres and 0.561 μm × √60 = 4.35 μm for the large ones, still in the ratio 0.70711. The sampled paths keep that ratio for a different reason. Each path is a sum of steps, each step a standard normal draw multiplied by √(2Dh), where h = 0.02 s is the recording step. With the same seed both runs use the same draws, and only the multiplier changes, by √(1/2). Every position shrinks by that factor, and so does the sample RMS: 0.844 μm becomes 0.597 μm. The sample RMS sits about 6 percent above the model's 0.794 μm because 400 tracers are a finite sample. With the draws shared, that sampling error is shared too, and it cancels from the ratio. That is what makes the comparison sharp, and it is also why it cannot say how much a second, independent trial would differ.
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.