User guide
Anti-lock braking system (ABS) engineering for e-scooters: longitudinal dynamics, slip ratio λ, modulator architecture, wheel-speed sensors, ECU control loop, and why 8-10-inch wheels require different calibration than motorcycle ABS (Bosch eBike ABS 2018 → Blubrake → Niu KQi 4 Pro 2023 → NAMI Burn-E 2 2024)
Anti-lock braking system (ABS) is a closed-loop service that keeps wheel slip λ = (v − ωR)/v within the peak-friction window (10-20% per Pacejka «Tire and Vehicle Dynamics» 3rd ed. 2012, Butterworth-Heinemann), instead of letting it slide into 100% lockup. The canonical [«Brake system engineering»](@/guide/brake-system-engineering.md) article covers hydraulics, friction materials, and DOT fluids; §8 there mentions eABS in three paragraphs — this deep-dive expands that section into a full 11-section discipline. Why e-scooter ABS is harder than motorcycle: a wheel of radius R=0.1 m vs R=0.3 m for a motorcycle has roughly `(0.1/0.3)² ≈ 11×` less polar inertia `I_w = ½·m·R²`, which means **lockup in <100 ms** from peak-μ instead of ~300 ms on a motorcycle. The modulator needs a higher ECU sample rate and a faster actuator (solenoid valve dump time <15 ms). A wheel-speed sensor (tone ring + Hall-effect) with the same pole count delivers 3× lower absolute frequency at the same linear speed — resolution at 5 km/h requires proportionally more teeth. Control-loop architecture: slip-ratio estimator with reference vehicle speed via select-high (because an e-scooter has no GPS or auxiliary sensor), target slip 10-20% through a PI loop with anti-windup. Industrial implementations: Bosch eBike ABS (launched 2018-08-30, Magura-supplied hydraulic, initially Performance Line CX, now extended across most Bosch motors); Blubrake (Italian startup since 2017, single-channel front-only); Continental Engineering Services CSC-100; **Niu KQi 4 Pro 2023 — the first mass-market e-scooter with factory-fitted ABS** (Bosch supplier, front-wheel single-channel); NAMI Burn-E 2 2024 with ABS option. Test methodology — ECE R78 (UN ECE motorcycle Type Approval), FMVSS 122 (49 CFR 571.122 USA motorcycle), EN 15194 (e-bike type approval, ABS not required), EN 17128 (PLEV — also not required). EU Regulation 168/2013 for the L3e-A1+ motorcycle category >125 cc requires ABS, but PLEV / e-scooter fall outside that category. Cost-benefit: BOM adds 200-400 USD to scooter MSRP. Stopping-distance improvement per Bosch field data: dry tarmac 5-12%, wet tarmac 15-30%. Sources ENG-first (0 RU): Bosch eBike Systems press release 2018-08-30 + product pages; Blubrake whitepapers; Continental Engineering Services portfolio; Niu KQi 4 Pro 2023 launch coverage (Electrek, The Verge); UNECE R78; 49 CFR 571.122; EN 15194; EN 17128; Pacejka «Tire and Vehicle Dynamics» 3rd ed. 2012; Limebeer & Sharp «Bicycles, motorcycles, and models» IEEE Control Systems Magazine 26(5):34-61 (2006); Cossalter «Motorcycle Dynamics» 2nd ed. 2006.