Module_01 // Hard-Science Protocols

Scientific Noir

Research · Applied Cycling Science
← HOME

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: [email protected]

24 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.

READ
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.

READ
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.

READ
Suspension // White Paper

Dual-Chamber SAG Model

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

READ
FIT Analysis // White Paper

Statistical Model for .FIT Files

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

READ
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.

READ
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.

READ
Technical Report // 004

The Thin-Tire Myth

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

READ
Technical Report // 001

Tribology: The Right Grease

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

READ
Tribology // Stribeck

Drivetrain Friction

F_f=μN+η(dv/dy)A: mixed regime and real power losses in the chain.

READ
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
Thermodynamics // ΔS≥0

Entropy

Why every kilometer pushes your bike toward disorder. Time's arrow points to ruin; maintenance slows it.

READ
Thermodynamics // dS/dt

Negentropy

The workshop as a system that reduces entropy: dS/dt=deS/dt+diS/dt. Real physics, not metaphor.

READ
Materials // Basquin's Law

Metal Fatigue

Why bearings, frame and drivetrain fail without warning. The crack is born long before it shows.

READ
Materials // σ=F/A

Mechanical Stress

Real loads on frame, spokes and components. Where tension concentrates and why it fails there.

READ
Signals // γ²_xy(f)

System Coherence

Coherence function to verify suspension and drivetrain alignment. Physics-based diagnosis.

READ
Acoustics // SNR

Mechanical Noise

SNR=P_signal/(P_noise+4kTR): read your bike's sounds as signal, not nuisance.

READ
Model // dM/dt=−λM

Component Degradation

Exponential model on tires, chain and seals. Predictive maintenance, not reactive.

READ
Reliability // Miner's Rule

Service Life Cycle

T=1/f and D=Σ(n/N): how much each component has left and how to compute the real service interval.

READ
Electrochemistry // Corrosion

Corrosion on the Coast

Humidity turns oxidation into electrochemical corrosion, spontaneous by thermodynamics. How to slow it.

READ
Series // Applied Physics

Scientific Noir: The Episodes

10 episodes of physics applied to the bike: entropy, fatigue, corrosion, friction and more.

READ
BikeLab Studio Industrial Noir / Precision-mechanics research and service / Carlos Eduardo Ravello Joo