An anomalous region detection system includes a controller configured to, receive data being grouped in patches, encode, via parameters of an encoder, the data to obtain a series of local latent representations for each patch, calculate, for each patch, a Contrastive Predictive Coding (CPC) loss from the local latent representations to obtain updated parameters, update the parameters of the encoder with the updated parameters, score each of the series of the local latent representations, via the Contrastive Predictive Coding (CPC) loss, to obtain a score associated with each patch, smooth the score to obtain a loss region, mask the data associated with the loss region to obtain verified data, and output the verified data.

A circuit arrangement for switching an electrical load comprising an electrical switching element with a control input and an output; a control unit connected to the control input to drive the electrical switching element, in a first switching state, to generate a first output signal forming a switch-on signal for the load and, in a second switching state, to generate a second output signal, smaller than the first output signal, forming a switch-off signal for the electrical load; a safety output connected electrically to the electrical switching element output and to which the electrical load is connected; a decoupling apparatus arranged between the electrical switching element output and the safety output; a first output signal detecting apparatus connected to the electrical switching element output; and a second output signal detecting apparatus arranged in a circuit path between the decoupling apparatus and the safety output.

The invention relates to a safety switching device (10) comprising a control side (40) with at least one single-error tolerance, having a first and second control unit (12, 14), each formed on an actuation side (50) for emitting a switch command (20) to at least two switching elements (52, 54, 56), and comprising a monitoring unit (30, 30.1, 30.2, 30.3) having a first and a second connection element (31, 36), and which monitoring unit (30, 30.1, 30.2, 30.3) is designed to emit the switch command (20) to at least one switching element (52, 54, 56) of a load circuit (23), characterised in that the at least two switching elements (52, 54, 56) are each designed as standard components that are free from a forced guidance of the contacts (62) thereof, and the first connection element (31) is directly connected to the second control unit (14) via a first feedback channel (42) and the second connection element (36) is directly connected to the first control unit (12) via a second feedback channel (44).

A method for fail-safe provision of an analog output value for a control process designed for functional safety, wherein the output value is specified by a control unit as a digital output value and, in a first step, the digital output value is converted into the analog output value via a converter, in a second step, the analog output value is converted into a fail-safe digital output value using fail-safe criteria via a read-back device and, in a third step, the originally provided digital output value is compared with the converted fail-safe digital output value, where in the event of the comparison revealing a deviation or of a plausibility criterion being infringed, a safety action is performed, otherwise, the analog output value is output to the control process with the aid of a release device.

The invention relates to a safety switching device (10) comprising a control side (40) with at least one single-error tolerance, having a first and second control unit (12, 14), each formed on an actuation side (50) for emitting a switch command (20) to at least two switching elements (52, 54, 56), and comprising a monitoring unit (30, 30.1, 30.2, 30.3) having a first and a second connection element (31, 36), and which monitoring unit (30, 30.1, 30.2, 30.3) is designed to emit the switch command (20) to at least one switching element (52, 54, 56) of a load circuit (23), characterised in that the at least two switching elements (52, 54, 56) are each designed as standard components that are free from a forced guidance of the contacts (62) thereof, and the first connection element (31) is directly connected to the second control unit (14) via a first feedback channel (42) and the second connection element (36) is directly connected to the first control unit (12) via a second feedback channel (44).

A method for fail-safe provision of an analog output value for a control process designed for functional safety, wherein the output value is specified by a control unit as a digital output value and, in a first step, the digital output value is converted into the analog output value via a converter, in a second step, the analog output value is converted into a fail-safe digital output value using fail-safe criteria via a read-back device and, in a third step, the originally provided digital output value is compared with the converted fail-safe digital output value, where in the event of the comparison revealing a deviation or of a plausibility criterion being infringed, a safety action is performed, otherwise, the analog output value is output to the control process with the aid of a release device.

A circuit arrangement for switching an electrical load comprising an electrical switching element with a control input and an output; a control unit connected to the control input to drive the electrical switching element, in a first switching state, to generate a first output signal forming a switch-on signal for the load and, in a second switching state, to generate a second output signal, smaller than the first output signal, forming a switch-off signal for the electrical load; a safety output connected electrically to the electrical switching element output and to which the electrical load is connected; a decoupling apparatus arranged between the electrical switching element output and the safety output; a first output signal detecting apparatus connected to the electrical switching element output; and a second output signal detecting apparatus arranged in a circuit path between the decoupling apparatus and the safety output.