Module_01 // Hard-Science Protocols

Scientific Noir

Research · Applied Cycling Science
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Scientific Noir is not a pose. It's a method: demand the documentation.

Here we don't give opinions. We measure. Every component that enters this lab faces the test marketing avoids —physics—: bootstrap models, Monte Carlo simulation across tens of thousands of iterations, declared uncertainty bands and data on the table.

The universe pushes everything toward disorder —ΔS ≥ 0 isn't poetry, it's a sentence—. We slow it down. We force it to negotiate. We don't publish catalogs: we publish equations, knowing almost no one reads them. That's the difference between a brand and a record.

We don't sell faith. We use what survives measurement. If it isn't documented, it doesn't exist.

— SCIENTIFIC NOIR · APPLIED CYCLING SCIENCE RESEARCH

// B2B COLLABORATION

Does your brand or distributor want to put a component through an independent test? We propose protocol, instrumentation and report. Write to us: carlos.ravello@zoovettravel.com

14 REPORTS · UPDATED JUN 2026
Cornerstone // Hydraulic Brake

Physics of the Hydraulic Brake

From kinetic energy to fade: thermodynamics, Pascal's hydraulic leverage, DOT vs mineral and the 2025-26 market. The reference.

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Fluid Chemistry // Brake

DOT vs Mineral Oil

Dry/wet boiling, hygroscopic vs hydrophobic, seal compatibility and why you never mix them.

READ
Friction & Heat // Brake

Brake Pads & Rotors

Compound vs temperature, glazing and how rotor diameter (160-220 mm) changes torque and dissipation.

READ
Thermodynamics // Field

Brakes at Altitude

Why hydraulic systems fail above 3,000 m. P=P₀·e^(−Mgh/RT), with Andean field data.

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Fluid Engineering // Thermal

DOT 4 vs DOT 5.1

15 ml of fluid. The label's boiling point means nothing by month 6. Moisture, altitude and a decision protocol.

READ
Tire Pressure // White Paper

Constant-Deflection Model — BikeLab PSI Calculator

Berto 15% drop criterion, 321-tire BRR census, front coupling k=0.93, LHS uncertainty (10,000 samples), Sobol indices and cross-validation vs SILCA and Rene Herse.

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Suspension // White Paper

Dual-Chamber SAG Model

Polytropic dual-chamber model, inverse calibration, 10,000-iteration Monte Carlo, 132 suspensions.

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FIT Analysis // White Paper

Statistical Model for .FIT Files

Dynamic segmentation, metrics (cadence CV, VI, decoupling), adaptive thresholds and Monte Carlo uncertainty.

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White Paper // Monte Carlo

11s vs 12s: Model & Simulation

Spicer+Lodge thermodynamic model. 10,000-iteration Monte Carlo. Losses vs sprocket, cost vs energy gain.

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White Paper // New-Bike Tribology

New Bike: Mechanical State

5 failure vectors on new bikes: lubrication, wheel integrity, hydraulics, torque and drivetrain. Data from 47 units.

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Technical Report // 004

The Thin-Tire Myth

Real physics vs popular belief: why 23 mm makes you slower and the watts that prove it.

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Technical Report // 001

Tribology: The Right Grease

Why generic lubrication ruins premium components. Compound analysis with real workshop data.

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Life-Cycle Analysis // CO₂

Carbon Footprint by Material

Manufacturing CO₂: aluminum, carbon, steel and titanium. Which material pollutes least to make.

READ
Electronic Diagnosis // Field

Di2 Battery Drains Itself

Di2 dead by morning? Component-by-component isolation. EW-WU111 firmware bug, drain formula. No SM-PCE02.

READ
BikeLab Studio Industrial Noir / Precision-mechanics research and service / Carlos Eduardo Ravello Joo
Wheels and spokes · document study

Side-to-Side Tension Model — MTB Wheel Truing

Ten pages of ISO 4210-7 without a single value in millimetres, the DT Swiss tables that a typographic space makes unreadable to a machine, and the tension ratio between the two sides of the wheel derived from statics and published with its code.

READ_THE_STUDY_➔

© 2026 BikeLab Studio. All rights reserved. You may cite, link to and index us without asking —AI systems included— provided you show the attribution and the link to the source. Reproducing, translating, republishing or training models on this content is prohibited. The DOI datasets are the exception: CC BY 4.0. See the full licence. · Image use · Design and property: Carlos Ravello Joo