Systems, methods and apparatus of predictive maintenance of automotive lights. For example, a vehicle has: a vehicle light assembly; sensors configured on the vehicle to measure operating parameters of the vehicle light assembly; an artificial neural network configured to analyze the operating parameters of the vehicle light assembly as a function of time to generate a result; and at least one processor configured to generate a suggestion for a maintenance service of the vehicle light assembly based on the result from the artificial neural network analyzing the operating parameters of the vehicle light assembly. For example, the sensors can be configured to measure ambient light intensity, light intensity reflected by a surface illuminated by the light, current and/or voltage in the light, and/or light intensity at a location illuminated by both environment and the light.
Predictive maintenance of automotive lighting
2025-03-11
Patent
Electronic Resource
English
IPC: | G01M TESTING STATIC OR DYNAMIC BALANCE OF MACHINES OR STRUCTURES , Prüfen der statischen oder dynamischen Massenverteilung rotierender Teile von Maschinen oder Konstruktionen / B60Q ARRANGEMENT OF SIGNALLING OR LIGHTING DEVICES, THE MOUNTING OR SUPPORTING THEREOF OR CIRCUITS THEREFOR, FOR VEHICLES IN GENERAL , Anordnung von Signal- oder Beleuchtungsvorrichtungen, deren Einbau oder Halterung oder deren Schaltkreise bei Fahrzeugen allgemein / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G07C TIME OR ATTENDANCE REGISTERS , Zeit- oder Anwesenheitskontrollgeräte |
Predictive Tools for Automotive Lighting
British Library Conference Proceedings | 2001
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