Unit health state prediction based on VMD-TCN

نویسندگان

چکیده

Abstract To address the problem that it is difficult to accurately predict health status of hydropower units using real-time monitoring data, this paper proposes a method for predicting trend based on variational modal decomposition (VMD) and time convolution network (TCN); considering nonlinear factors series unit vibration index, prediction model VMD-TCN established achieve accurate status. And multiple sets comparison experiments are designed verify higher accuracy faster proposed model.

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ژورنال

عنوان ژورنال: Journal of physics

سال: 2023

ISSN: ['0022-3700', '1747-3721', '0368-3508', '1747-3713']

DOI: https://doi.org/10.1088/1742-6596/2520/1/012031