An artificial intelligence-based energy router life prediction method and device

Abstract

The invention relates to an artificial intelligence-based life prediction method for an energy router, which includes constructing a life prediction model based on a residual network, using the historical abnormal data of the energy router under test as training data, and training the life prediction model to be compatible with the Constructing a life prediction data set from the abnormal data of energy routers of the same device model as the tested energy router in real-time operation; using the trained life prediction model to predict the life prediction data set, and obtaining the life expectancy of the tested energy router remaining useful life. The invention avoids the static prediction model of the life of the energy router, improves the reliability of the life prediction of the energy router, and establishes a relevant early warning level according to the life prediction value of the energy router, so as to remind staff to replace the energy router in time. The invention also relates to an artificial intelligence-based energy router life prediction device.

Description

technical field [0001] The present invention relates to the technical field of information processing, in particular to an artificial intelligence-based energy router life prediction method and device. Background technique [0002] With the development of distributed energy and micro-grid technologies, a large number of energy supply or energy consumption devices need to be connected to the energy transmission network, and the energy router can realize the interconnection, scheduling and control of various energy networks. The energy router is a kind of power equipment that integrates information technology and power electronic conversion technology. It realizes the efficient utilization and transmission of distributed energy. Its high reliability is an important guarantee for the normal maintenance and operation of the energy network system. If the energy router A unified limit is set for the running time, and all of them will be replaced when it expires, which will cause a...

AI Technical Summary

Problems solved by technology

The energy router is a kind of power equipment that integrates information technology and power electronic conversion technology. It realizes the efficient utilization and transmission of distributed energy. Its high reliability is an important guarantee for the normal maintenance and operation of the energy network system. Make a unified limit on the running time, and replace all of them when it expires, which will cause a large number of usable energy routers to be replaced, resulting in a waste of energy

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