Among other things, techniques are described for randomized real time integrity check of a GPU accelerated neural network. A method includes generating an input data stream, wherein the input data stream comprises sensor data associated with an autonomous vehicle. The method includes inserting input test data into the input data stream during operation of the autonomous vehicle, wherein the input data stream is input to a neural network accelerated by a graphics processing unit. An output data stream from the neural network with a predetermined output corresponding to the input data stream is compared, and an integrity of the neural network accelerated by a graphics processing unit is verified.
REAL TIME INTEGRITY CHECK OF GPU ACCELERATED NEURAL NETWORK
ECHTZEITINTEGRITÄTSPRÜFUNG VON GPU-BESCHLEUNIGTEM NEURONALEM NETZWERK
VÉRIFICATION D'INTÉGRITÉ EN TEMPS RÉEL DE RÉSEAU NEURONAL ACCÉLÉRÉ PAR GPU
2024-10-02
Patent
Electronic Resource
English
IPC: | G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / B60W CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION , Gemeinsame Steuerung oder Regelung von Fahrzeug-Unteraggregaten verschiedenen Typs oder verschiedener Funktion / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen |
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