resonanceAN AUDIO / VISUAL LAB

RESEARCH NOTES / VERSION 0.8.1

The structure behind
the image.

A music visualizer can show the signal directly, drive a numerical model, or map musical features to geometry. These notes explain which choice each view makes, and what its image can tell you.

This is an interactive demonstrator with a technical report. A numerical reconstruction and modal-refinement comparison is complete; it is not a peer-reviewed paper. The listener study remains a proposal. Read the report and results ↗

SIX VIEWS / MODELS & MAPPINGS

What each view actually does.

01 / Five-band sand

band peak → virtual plate response → interior phase slice
dX = bounded drift dt + √(2D) dW

Five colored grain populations follow the strongest peak in their own ranges: Sub 20–60 Hz, Bass 60–250 Hz, Mids 250–2,000 Hz, Highs 2,000–6,000 Hz, and Air 6,000–16,000 Hz. They do not isolate instruments.

Each peak drives the complex harmonic response of a scaled virtual plate with 36 sine modes. A continuously selected phase displays interior nodal curves. Transition smoothing defaults to 0.12 seconds; coefficient changes preserve all grain positions. There is no preset shape catalog or target projection.

Every simply supported sine mode is zero at the rim. This view divides out their shared boundary factor without changing interior zeros of the selected phase slice. Faster bounded drift, a soft inward rim force, and diffusion emphasize readable forms. About 18% of grains remain looser to retain motion and finite-width clusters.

These are declared display choices, not validated dry-sand mechanics or the response of the original metal plate. Low bands use an 8,192-sample FFT; upper bands use 2,048 samples. Frequency changes therefore have a finite resolution and response time.

Measured layers retains version 0.4's three softly filtered copies of the sixteen-mode plate. Plate model retains its original broadband calculation: a 0.30 m square in Fit, or the visible rectangle with a 0.30 m short edge in Fill, 2 mm thick, E = 200 GPa, density = 7,800 kg/m³, Poisson ratio 0.30, damping 0.015, and fractional exciter position (0.41, 0.38). Their boundary nodes remain visible.

02 / Wave field

u_tt = c² ∇²u − damping + forcing
c² Δt² (Δx⁻² + Δy⁻²) ≤ 1

A 72 × 72 grid advances a damped wave equation with fixed edges at a numerical step of 1/180. Two sources share a 1.8 Hz visual frequency, with a π/3 phase offset. Input RMS controls forcing strength.

The simulation uses normalized units and a separate visual clock. Contours are normalized to the current field amplitude. Source locations and visible frequency are design choices; they do not reproduce a particular fluid experiment.

03 / Stereo trace

x(t) = L(t) y(t) = R(t)

Pairs of channel samples form a phase portrait. Identical channels produce a line; generated tones with rational frequency ratios produce repeating loops.

The tone preview uses analytic sine functions. During playback, the trace uses synchronized left/right samples from one 2,048-sample AudioWorklet window. File and capture pause retains that last measured window. Display gain changes the size of the trace, not the audio.

04 / Spectrum

Δf = sample rate / 4096 T = 4096 / sample rate

A 4,096-sample Web Audio FFT with a Blackman window. At 48 kHz, the window spans 85.33 ms and bins are spaced 11.72 Hz apart. Bars show band maxima on a log-frequency axis.

Analyser smoothing is 0.65. The displayed magnitude is relative and clipped between −100 and −20 dB. It is not calibrated power. Paused tone previews mark synthetic frequencies. Paused files and capture retain the last measured spectrum; they do not switch to a synthetic tone.

05 / Flow orb

v = p × ∇Ψ
q̈ + 2ζωq̇ + ω²q = ω² F(sound,t)

Independent trails retain their curl-driven flow and 80-position histories. A shared liquid envelope gives bass broad order-2 waves, mids order-3 folds and treble order-4 ripples. Damped oscillators react to the band envelopes and release toward a sphere in silence.

The relative oscillation rates use the Rayleigh mode ordering reviewed by Easter, Bojarevics and Pericleous (2011). Our forcing, visible time scale, damping and 0.17 deformation cap are display choices. A sampled volume correction normalizes the shared envelope at its current base radius; loudness slightly changes that radius.

The tangent velocity construction is motivated by Bridson, Hourihan and Nordenstam (2007). Numerical advection, independent radial layers and surface deformation do not constitute a calibrated fluid simulation. There is no pressure or viscosity solver.

06 / Constellation

relative cell magnitude → spring target
recent maximum → fading peak tip

Fixed rays follow 64 logarithmic display cells from 40 to 16,000 Hz. Each ray extends with its cell's relative strength, gated by overall loudness. A damped 3 Hz visual spring smooths extension and return. A faint outer tip holds the recent maximum with a 0.45-second exponential decay.

Directions and assignments stay fixed, making the changes traceable to sound. The default has 129 rays. Color labels broad frequency ranges; low cells can share an FFT bin. This is a spectral display with chosen dynamics, not source separation or a stellar model.

TECHNICAL REPORT / REPRODUCIBLE PLATE COMPARISON

Interference, and the limits of sixteen modes.

Plate model and Measured layers use the full second-moment field: V(x,y) = sum_i sum_j B_i(x,y) B_j(x,y) mean(q_i q_j). A common sinusoid drives different natural-frequency groups at the same forcing frequency. Their cross terms therefore matter. This is the reconstruction tested in the report, before particle motion or display normalization.

The saved comparison uses a unit sinusoidal point force, an 81 × 81 grid, five drive frequencies and aspect ratios 1 and 1.5. Same-bank agreement checks the formula for the retained modes. A separate 4 × 4 versus 24 × 24 modal comparison checks truncation; the larger reference is still an approximation. Tiny reconstruction errors do not imply accurate real sand or a complete high-frequency plate model.

These links select Tone, the fitted square Plate model and an optional grayscale activity overlay. All normal views and controls remain available. Dark areas are quiet, light areas active; the field is normalized to its own maximum. Grains remain visible and are governed by illustrative transport. Play tone switches from analytical preview to measured worklet second moments.

Loading the saved numerical results…

Relative spatial L2 errors before display normalization
Aspect Drive, Hz Previous diagonal, % Coherent same-bank, fraction 4 × 4 vs 24 × 24, %
Square plate activity at 200 and 2000 Hz: previous diagonal powers, corrected coherent field and a 24 by 24 modal reference. The corrected low-frequency geometry approaches the reference, while missing high-frequency modes remain visible.
Each panel is independently normalized to show geometry. The numerical errors above use raw fields. These are calculated activity fields, not photographs or measured grain distributions.

Download the actual result data — JSON ↗ · Read methods and limitations — technical report ↗

COLOR / MUSICAL FEATURES

Different frequencies, different colors.

A separate 2,048-sample analyser supplies faster music features; at 48 kHz its window spans 42.67 ms. The 3D features use a 0.025-second attack and 0.13-second release envelope. Spectrum keeps its longer 4,096-sample window. These window sizes are not measurements of total visual latency.

Frequency colors keep each population's color fixed: five in Five-band sand and three in the other views. Grain identities are interleaved throughout the plate; orb strands and constellation directions retain their seeded bands. Five-band sand follows spectral peaks, while Measured layers uses three softly filtered input banks. Spectrum assigns colors by frequency; wave colors follow contour levels. These mappings do not isolate voices or instruments.

Sound palette shifts the selected palette smoothly when positive spectral change crosses an adaptive threshold. Colors coexist instead of flashing the whole view between flat colors. The cue follows the positive spectral-change principle described in librosa’s onset-strength documentation, with a custom linear-magnitude calculation and gate. It is not a benchmarked onset detector or beat tracker. Single color remains available for monochrome or a chosen tint.

Sand starts with 15,000 grains: 3,000 in each of its five frequency populations, or 5,000 in each measured layer. Settings can increase the total to 90,000. Adding grains preserves existing positions. Fill canvas uses a complete rectangular plate and wave domain. Grain size stays fixed, and every boundary remains visible. Rectangular dimensions change modal frequencies and spatial derivatives. Toggle it off to return to the square. The 3D views keep their full proportions.

A QUICK WALKTHROUGH / RECORDED TEST NOTES

Sound, given shape.

Choose Demo music to hear a locally generated sixteen-second passage. Switch between Flow orb and Constellation: the bass, chord, arpeggio, and percussion sections drive the same measured audio pipeline as an uploaded track. Pause holds the current shape; Tone supplies a steady signal for comparison.

To inspect physical resonance, choose Sand → Appearance → Plate model, then open Adjust beside the Tone label and try the 267 Hz preset. Move the slider a little, then return to the preset. The frequency you hear drives the plate; the listening-volume slider only changes what reaches the speakers.

The sand reference began with three photographs, labeled 345, 3835, and 3975 Hz. Copying those numbers into a program would not reproduce the pictures. The plate's dimensions, thickness, supports, and point of excitation all affect its resonances. The photographs show a center fastening. Our square has supported edges.

That choice gives us sine modes we can calculate directly. Plate model retains sixteen modes; Five-band sand uses thirty-six on each scaled virtual plate. Plate model and Measured layers retain the full modal second-moment matrix, including interference between groups. Their sixteen-mode bank remains a low-order approximation: the numerical comparison found substantial high-frequency truncation errors, especially in rectangular plates. Five-band sand is a separate designed musical mapping.

The grains are a second model. Plate model retains normalized position-dependent diffusion. Measured layers adds a low-activity attraction baseline, overlapping band input, and slower relative field envelopes. Both keep stochastic motion and reflecting boundaries. These rendering choices have not been experimentally calibrated, so they cannot estimate settling time in a real experiment. Five-band sand additionally chooses a phase slice, removes the shared boundary factor, and uses faster bounded drift with a soft rim force. These choices emphasize interior patterns while preserving continuous grain positions.

For a simpler picture of the signal, switch to Stereo trace. Left goes horizontally, right vertically. Identical channels give you a line. The 3:2 generated-tone option gives you a loop. A music file can look quite different.

Wave field uses two slow sources, driven in strength by the audio. Its ripples have their own clock. Spectrum uses a 4,096-sample FFT: roughly 85 ms per window at 48 kHz. The bars report relative magnitude.

One useful check is already reproducible: at the modeled 535 Hz resonance, the browser's modal mean-square response was 0.9933 times the analytic prediction in the recorded test. That's a check of the oscillator pipeline, not experimental validation of the grains.

Open a local audio file when you're ready. It stays on your device. You can also open a YouTube link, play the video, and use Connect tab audio. Select the playing browser tab and enable Share audio. The embedded player supplies playback; the browser supplies the audio stream after your permission. Captured audio is analyzed without being replayed. Pause visuals stops analysis while the video can continue playing.

AI-ASSISTED PROJECT

Development notes.

Developed with the help of AI tools, including Codex. AI assistance was used in literature exploration, technical writing, implementation, and numerical verification. The technical report documents the methods, reproducible results, and model limitations.

PRIMARY SOURCES & TECHNICAL NOTES

Read further.

The wider review considers fifteen visualization families, including reaction–diffusion, fluid flow, coupled oscillators, swarmalators, and spectral geometry. The bibliography contains 63 references and records whether each paper was inspected in full or through its abstract and metadata.

WHAT WOULD MAKE THIS RESEARCH?

A question, and evidence to answer it.

One proposed study compares physical, direct musical, and hybrid control within the same plate scene. Another compares stochastic particles with a continuum density solver. Both require controlled inputs, defined error measures, and reproducible experiments.

A public repository, demonstration, and archived report can make the work inspectable. A scholarly claim needs an original contribution and supporting results. Neither an archive DOI nor a polished website establishes peer review.

Return to the visualizer ↗