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 | IRTF: A new tensor factorization for irregular multidimensional data ...
By integrating the proposed IRTF and TV-CST, we establish an irregular multidimensional data recovery model. From (d), we can observe that our method preserves the color and the edge of the spatial-irregular multidimensional data as compared with traditional tensor factorization with preprocessing.
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 | False data injection attacks data recovery in smart grids: A graph ...
False data injection (FDI) attacks, one of the most classical cyber attacks, have increasingly posed a significant threat to the security and reliability of power systems [5]. Such attacks, mislead the system state estimation results, by manipulating the measurements of sensors, and thereby affecting the secure operations of the power system [6]. Research on FDI attacks and their data recovery ...
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 | Adaptive and robust low-rank tensor completion for missing and ...
Extensive experiments demonstrate the effectiveness, robustness, and adaptivity of the proposed method. In general, the proposed method achieves up to a 10 % and 12 % performance improvement in missing data imputation and missing and corrupted data recovery tasks respectively compared to the existing nonconvex LRTC method.
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 | Localized anomaly detection and recovery of marine engine data to ...
In this research study SVD analysis is performed within data clusters for localized anomaly detection and missing data recovery. While localized models can effectively capture the nonlinear dynamics of the vessel, they are more straightforward to interpret and analyze the results compared to complex DL-based models.
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