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Research on State Evaluation and Prediction System of Hydraulic Turbine Based on Pressure Pulsation Parameters
| Content Provider | Scilit |
|---|---|
| Author | Jiang, Xiaoping Gao, Xiang Hu, Jiawei Wang, Ziting Wang, Lele |
| Copyright Year | 2021 |
| Description | Journal: Iop Conference Series: Earth and Environmental Science The pressure pulsation parameter of hydraulic turbine is one of the important indexes reflecting hydraulic stability of hydraulic turbine. Based on the pressure pulsation of the turbine, the health condition of the turbine unit is evaluated and predicted in this paper. Based on the measured data of pressure pulsation at four characteristic position of the hydraulic turbine, clustering was conducted by k-means method, and the health status of the hydraulic turbine unit was evaluated by finding the optimal k value for health status classification. The time series relationship of pressure pulsation was determined, and the evaluation result was taken as the prediction feature to establish the trend prediction model of pressure pulsation of hydraulic turbine set based on the time series change of long and short term memory network (LSTM). To realize real-time health assessment and prediction of unit running state and achieve quantitative assessment of equipment health state can provide technical basis for guiding unit maintenance. |
| Related Links | https://iopscience.iop.org/article/10.1088/1755-1315/774/1/012035/pdf |
| ISSN | 17551307 |
| e-ISSN | 17551315 |
| DOI | 10.1088/1755-1315/774/1/012035 |
| Journal | Iop Conference Series: Earth and Environmental Science |
| Issue Number | 1 |
| Volume Number | 774 |
| Language | English |
| Publisher | IOP Publishing |
| Publisher Date | 2021-06-01 |
| Access Restriction | Open |
| Subject Keyword | Journal: Iop Conference Series: Earth and Environmental Science Characterization and Testing of Materials Hydraulic Turbine Pressure Pulsation |
| Content Type | Text |
| Resource Type | Article |
| Subject | Earth and Planetary Sciences Physics and Astronomy Environmental Science |