Apparatus and associated methods relate to predicting failure and/or estimating remaining useful life of an air-data-probe heater. Failure is predicted or useful life is estimated based on an electrical metric of the electrical operating power provided to a resistive heating element of the air-data-probe heater. The electrical metric of the air data probe heater is one or more of: i) phase relation between voltage across the resistive heating element and leakage current, which is conducted from the resistive heating element to a conductive sheath surrounding the resistive heating element; ii) a time-domain profile of leakage current through the heating element insulation during a full power cycle; and/or iii) high-frequency components of the electrical current conducted by the resistive heating element and/or the voltage across the resistive heating element.

An apparatus performs methods for device diagnostics based on signals from digital outputs. The apparatus includes an input/output module with a digital output module to be coupled to a device. The input/output module measures one or more characteristics of a digital signal provided by the digital output module, where at least one of the one or more characteristics of the digital signal is associated with an output current of the digital output module. The input/output module also performs one or more diagnostics using the one or more measured characteristics of the digital signal.

A method for detecting an electrical fault in an electrical installation comprises steps of includes: measuring an alternating electric current flowing through the electrical installation; detecting an electrical fault on the basis of the measured electric current; and tripping the electrical protection device when an electrical fault is identified by the electronic control device. The detection of the fault includes identifying a transition of the measured current from a first level to a second level with a duration lower than a predefined threshold which is lower than or equal to 10% of the nominal period of the alternating electric current, the first level and the second level corresponding to current values of opposite sign but the amplitude of which, in terms of absolute value, is higher than a predefined current threshold equal to the product of the trip threshold of the protection device and a weighting coefficient.

A method for detecting an electrical fault in an electrical installation comprises steps of includes: measuring an alternating electric current flowing through the electrical installation; detecting an electrical fault on the basis of the measured electric current; and tripping the electrical protection device when an electrical fault is identified by the electronic control device. The detection of the fault includes identifying a transition of the measured current from a first level to a second level with a duration lower than a predefined threshold which is lower than or equal to 10% of the nominal period of the alternating electric current, the first level and the second level corresponding to current values of opposite sign but the amplitude of which, in terms of absolute value, is higher than a predefined current threshold equal to the product of the trip threshold of the protection device and a weighting coefficient.

A method of analyzing events for an electrical system includes: receiving event stream(s) of events occurring in the electrical system, the events being identified from captured energy-related signals in the system; analyzing, an event stream(s) of the events to identify different actionable triggers therefrom, the different triggers including a scenario in which a group of events satisfies one or more predetermined triggering conditions; analyzing, over time, the different actionable triggers to identify a combination of occurring and/or non-occurring actionable triggers which satisfies a predefined trigger combination condition and an analysis time constraint; and in response to the observation of the combination, taking one or more actions to address the events. The analysis time constraint can be a time period duration and/or sequence within which time-stamped data of events in the event stream(s) and the associated actionable triggers are considered or not considered in the analysis to identify the combination.

A method of analyzing events for an electrical system includes: receiving event stream(s) of events occurring in the electrical system, the events being identified from captured energy-related signals in the system; analyzing, an event stream(s) of the events to identify different actionable triggers therefrom, the different triggers including a scenario in which a group of events satisfies one or more predetermined triggering conditions; analyzing, over time, the different actionable triggers to identify a combination of occurring and/or non-occurring actionable triggers which satisfies a predefined trigger combination condition and an analysis time constraint; and in response to the observation of the combination, taking one or more actions to address the events. The analysis time constraint can be a time period duration and/or sequence within which time-stamped data of events in the event stream(s) and the associated actionable triggers are considered or not considered in the analysis to identify the combination.

A method for monitoring an electrotechnical device, the electrotechnical device including three phases respectively connected to three phases of an electrical network and the method making it possible to determine an alert on the basis of a comparison between specific parameters associated with each of the phases and obtained from temperature and current measurements on each of the phases.

A method for monitoring an electrotechnical device, the electrotechnical device including three phases respectively connected to three phases of an electrical network and the method making it possible to determine an alert on the basis of a comparison between specific parameters associated with each of the phases and obtained from temperature and current measurements on each of the phases.

An insulation impedance detection method includes: An inverter injects a first common-mode voltage into an alternating current side, where the first common-mode voltage is divided by an alternating current grounding insulation impedance of an alternating current cable and a direct current grounding insulation impedance of a photovoltaic unit. The inverter can obtain an impedance value of the alternating current grounding insulation impedance based on the first common-mode voltage, a voltage divided by the alternating current grounding insulation impedance for the first common-mode voltage (a second common-mode voltage on the alternating current grounding insulation impedance), and an impedance value of the direct current grounding insulation impedance. The alternating current grounding insulation impedance is detected by using a necessary device, namely, the inverter in a photovoltaic power generation system. In this way, an additional detection device is not mounted, which reduces costs and complexity of alternating current grounding insulation impedance detection.

An insulation impedance detection method includes: An inverter injects a first common-mode voltage into an alternating current side, where the first common-mode voltage is divided by an alternating current grounding insulation impedance of an alternating current cable and a direct current grounding insulation impedance of a photovoltaic unit. The inverter can obtain an impedance value of the alternating current grounding insulation impedance based on the first common-mode voltage, a voltage divided by the alternating current grounding insulation impedance for the first common-mode voltage (a second common-mode voltage on the alternating current grounding insulation impedance), and an impedance value of the direct current grounding insulation impedance. The alternating current grounding insulation impedance is detected by using a necessary device, namely, the inverter in a photovoltaic power generation system. In this way, an additional detection device is not mounted, which reduces costs and complexity of alternating current grounding insulation impedance detection.