← USPTO Patent Grants

Method and apparatus for detecting manipulation of a technical device in a motor vehicle utilizing methods of artificial intelligence

Grant US12579126B2 Kind: B2 Mar 17, 2026

Assignee

Robert Bosch GmbH

Inventors

Adrien Serout, Jens Stefan Buchner, Markus Hanselmann, Nicolas Ide, Stefan Nagel, Thomas Branz, Thilo Strauss

Abstract

A method for detecting manipulation of a technical device, particularly a technical device in a motor vehicle, especially an exhaust-gas treatment device. The method includes: providing a time series of an input vector having one or more system variables and having at least one manipulated variable for an intervention in the technical device; utilizing a data-based manipulation detection model which includes a recurrent neural network that is designed to determine a state vector as a function of the input vector, and an autoencoder which is designed to determine a reconstructed vector as a function of the state vector, detecting an anomaly as a function of a reconstruction error, which is a function of the reconstructed vector; and detecting a manipulation as a function of the reconstruction error.

CPC Classifications

G06F 16/0365 G06F 16/2365 G06F 21/552 G06F 21/566 F01N 2610/02 F01N 3/00 G06N 3/045 G06N 3/088 G06N 3/044 G06N 3/08 Y02T 10/40

Filing Date

2021-08-18

Application No.

17445356

Claims

8