The main cause of stalling is cavitation in the Fuel Pump due to insufficient fuel. When the oil level is low, the pump body is exposed to the fuel vapor environment, and the vacuum degree of the blades exceeds -85 kpa (the safety threshold is -70 kpa), causing cavitation bubbles in the gasoline, and the flow rate attenuation increases sharply from the normal 3% to 41%. The actual measurement data of Harley-Davidson Sportster shows that when the remaining fuel in the fuel tank is less than 1.5L, the pressure fluctuation range at the fuel pump outlet reaches ±200kPa (standard ±50kPa), and the probability of triggering the ECU fuel cut-off protection increases by 90%. The 2023 European Motorcycle Accident Investigation Report indicates that 68% of engine stalling accidents on mountain road curves are caused by low oil level cavitation. The fuel vortex effect intensifies the fuel supply interruption. When the remaining fuel of the Yamaha MT-09 is less than 20% of the fuel tank capacity, if the lateral G-force exceeds 0.8G when accelerating through a corner, it will cause the fuel to rotate at a speed of 500rpm, forming a vortex cavity with a diameter of over 50mm. At this moment, the Fuel Pump impeller instantly sucks in 40% of the volume of air, and the rail pressure drops sharply to less than 150kPa (the normal value is 350kPa), and the air-fuel ratio deviates from the combustible range (> 22:1). The actual test of the racing car shows that the probability of stalling at a low fuel level at a 45° Angle at the 9th turn of the track is 14 times that of paved roads. The sharp increase in impurity concentration blocks key pathways. The fuel tank of the Kawasaki Ninja 650, which has traveled 30,000 kilometers, has a sediment density of impurities at the bottom of 98g/m³ (only 5g/m³ when fully filled), and when the fuel level is less than 15%, the clogging rate of the micro-holes in the pump inlet filter screen exceeds 80%. The flowmeter monitoring shows that the filtration pressure difference has soared from the normal value of 15kPa to 110kPa, and the actual oil supply has decreased by 65%. The maintenance records of Ducati dealers show that after disassembling vehicles with low fuel levels that were turned off, 93% of them had a filter impurity coverage rate of more than 75%, and the cleaning cost reached ¥1,200. Thermal management failure causes material deformation. When the remaining Fuel is less than 4L, the Fuel Pump loses the fuel cooling protection, and the temperature of the motor winding rises at a rate of 18℃/min. When the shell temperature exceeds 125℃ (the oil level at normal temperature is only 65℃), the thermal expansion of the nylon impeller reaches 0.15mm, the frictional resistance moment increases by 280%, and the rotational speed drops from the normal 4800rpm to 2900rpm. During the high-temperature environment test of the BMW R1250GS, after driving at a low fuel level for 20 minutes, the fuel pump current rose from 4.8A to 7.2A, and the power loss accounted for 31% of the entire vehicle's electrical system. Structural defects are prominent in specific vehicle models. The tank depth of KTM 1290 Super Adventure is 380mm. When the oil level is low, the height from the oil inlet to the liquid surface exceeds 120mm (the design allowable value is 80mm), and the vacuum suction lift exceeds the limit of the vane pump. The actual measurement shows that when the oil level is below 1/4, the probability of fuel supply interruption reaches 57%. It is necessary to modify the sunken fuel filter element (extending the Z-shaped suction pipe to 10mm from the bottom of the tank) to reduce the risk to 4%. The Honda Africa Twin solution is equipped with a secondary fuel tank pump. When the main pump is short of fuel, it can switch the fuel supply path with a response speed of 0.8 seconds. The ultimate early warning threshold needs to be combined with sensor technology. Modern motorcycles adopt a three-stage protection strategy: When the fuel level is less than 30%, the dashboard will flash a warning (yellow). When the flow rate is less than 15%, activate the fuel pump pressure reduction mode (limit the flow rate to 70%). <8% forced power reduction (50% reduction in engine output torque) When the sensor system of Ducati Multistrada V4 detects that the oil pump current fluctuates by more than ±1.5A for 10 seconds, it automatically switches to the limp mode, reducing the low oil level stall accident rate from 22% in 2019 to 1.7% in 2023.