Multi-source time sequence data cleaning and time sequence matching method
The invention discloses a multi-source time sequence data cleaning and time sequence matching method, which comprises an initialization step, a cleaning step, a navigation body trajectory screening step and a navigation body trajectory data time sequence matching step, and is characterized in that a...
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Format: | Patent |
Sprache: | chi ; eng |
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Zusammenfassung: | The invention discloses a multi-source time sequence data cleaning and time sequence matching method, which comprises an initialization step, a cleaning step, a navigation body trajectory screening step and a navigation body trajectory data time sequence matching step, and is characterized in that a restoration candidate result is generated by adopting an autoregression model, and a cleaning result is evaluated by utilizing reinforcement learning; time sequence data points containing continuous errors are repaired, it is guaranteed that the cleaning result of minimum modification is always very close to a true value, then the optimal cleaning result closest to the true value is obtained in real time in the cross-domain multi-source environment, and therefore the data quality is improved; then, through a time sequence matching mode, the heterogeneous multi-source test data time sequence is standardized and unified, and available data support is provided for multi-domain joint analysis and evaluation.
本发明公开了一种多 |
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