Articles | Volume 22, issue 4
https://doi.org/10.5194/npg-22-371-2015
© Author(s) 2015. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/npg-22-371-2015
© Author(s) 2015. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Improved singular spectrum analysis for time series with missing data
Y. Shen
CORRESPONDING AUTHOR
College of Surveying and Geo-informatics, Tongji University, Shanghai, China
F. Peng
College of Surveying and Geo-informatics, Tongji University, Shanghai, China
Center for Spatial Information Science and Sustainable Development, Shanghai, China
B. Li
College of Surveying and Geo-informatics, Tongji University, Shanghai, China
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Cited
34 citations as recorded by crossref.
- An efficient improved singular spectrum analysis for processing GNSS position time series with missing data K. Ji et al. 10.1093/gji/ggae381
- Weighted multichannel singular spectrum analysis for post-processing GRACE monthly gravity field models by considering the formal errors Y. Shen et al. 10.1093/gji/ggab199
- A Comprehensive Survey on Imputation of Missing Data in Internet of Things D. Adhikari et al. 10.1145/3533381
- Modulation Recognition of Radar Signals Based on Adaptive Singular Value Reconstruction and Deep Residual Learning K. Chen et al. 10.3390/s21020449
- Extended Multiresolution Analysis for Filtering Incomplete Heterogeneous Geophysical Time Series K. Ji et al. 10.1109/TGRS.2024.3425955
- Iteration empirical mode decomposition method for filling the missing data of GNSS position time series X. Qiu 10.13168/AGG.2022.0012
- Filling missing values of multi-station GNSS coordinate time series based on matrix completion Z. Bao et al. 10.1016/j.measurement.2021.109862
- Bridging the gap between GRACE and GRACE follow-on monthly gravity field solutions using improved multichannel singular spectrum analysis F. Wang et al. 10.1016/j.jhydrol.2021.125972
- Seasonal driving sources and hydrological-induced secular trend of the vertical displacement in North China T. Feng et al. 10.1016/j.ejrh.2022.101091
- Reconstruction of Water Infiltration Rate Reducibility in Response to Suspended Solid Characteristics Using Singular Spectrum Analysis: An Application to the Caspian Sea Coast of Nur, Iran M. Taie Semiromi & D. Ghasemian 10.3390/hydrology5040059
- On the application of Monte Carlo singular spectrum analysis to GPS position time series S. Khazraei & A. Amiri-Simkooei 10.1007/s00190-019-01253-x
- Reconstruction of gappy GPS coordinate time series using empirical orthogonal functions C. Xu 10.1002/2016JB013188
- Model Agnostic Time Series Analysis via Matrix Estimation A. Agarwal et al. 10.1145/3287319
- Inter‐model Comparison of Turbidity‐Discharge Rating Curves and the Implications for Reservoir Operations Management K. Wang et al. 10.1111/1752-1688.12906
- Geophysical Signal Detection in the Earth’s Oblateness Variation and Its Climate-Driven Source Analysis H. Yu et al. 10.3390/rs13102004
- Singular spectrum analysis for the time-variable seasonal signals from GPS in Yunnan Province W. Tan et al. 10.1016/j.geog.2024.05.002
- Missing value imputation in time series using Singular Spectrum Analysis R. Mahmoudvand & P. Rodrigues 10.1142/S2335680416500058
- An Improved Principal Component Analysis Method for the Interpolation of Missing Data in GNSS-Derived PWV Time Series D. Zhu et al. 10.3390/rs15215153
- Reconstruction of groundwater levels to impute missing values using singular and multichannel spectrum analysis: application to the Ardabil Plain, Iran M. Taie Semiromi & M. Koch 10.1080/02626667.2019.1669793
- Analyzing Error Bounds for Seasonal-Trend Decomposition of Antarctica Temperature Time Series Involving Missing Data C. Kwok et al. 10.3390/atmos14020193
- A heuristic singular spectrum analysis method for suspended sediment concentration time series contaminated with multiplicative noise F. Wang et al. 10.1007/s40328-019-00269-1
- Data Adaptive Analysis on Vertical Surface Deformation Derived from Daily ITSG-Grace2018 Model W. Li 10.3390/s20164477
- Independent Component Extraction from the Incomplete Coordinate Time Series of Regional GNSS Networks T. Feng et al. 10.3390/s21051569
- Extended singular spectrum analysis for processing incomplete heterogeneous geodetic time series K. Ji et al. 10.1007/s00190-023-01764-8
- Multichannel Singular Spectrum Analysis in the Estimates of Common Environmental Effects Affecting GPS Observations M. Gruszczynska et al. 10.1007/s00024-018-1814-0
- Singular Spectrum Analysis With Conditional Predictions for Real‐Time State Estimation and Forecasting H. Ogrosky et al. 10.1029/2018GL081100
- Singular spectrum analysis for heterogeneous time series by taking its formal errors into account F. Wang 10.13168/AGG.2018.0029
- Improved multichannel singular spectrum analysis for post-processing GRACE monthly gravity field models F. Wang et al. 10.1093/gji/ggaa339
- An Adaptive Regularized Solution to Inverse Ill-Posed Models K. Ji et al. 10.1109/TGRS.2022.3205572
- Extended Principal Component Analysis for Spatiotemporal Filtering of Incomplete Heterogeneous GNSS Position Time Series K. Ji et al. 10.1109/TGRS.2023.3277460
- Brain–Computer Interface: The HOL–SSA Decomposition and Two-Phase Classification on the HGD EEG Data M. Antony et al. 10.3390/diagnostics13172852
- Estimates of Vertical Velocity Errors for IGS ITRF2014 Stations by Applying the Improved Singular Spectrum Analysis Method and Environmental Loading Models A. Klos et al. 10.1007/s00024-017-1494-1
- A method based on MTLS and ILSP for GNSS coordinate time series analysis with missing data Y. Ren et al. 10.1016/j.asr.2021.06.037
- An Improved DINEOF Algorithm Based on Optimized Validation Points Selection Method Z. Yang et al. 10.3390/w15030392
34 citations as recorded by crossref.
- An efficient improved singular spectrum analysis for processing GNSS position time series with missing data K. Ji et al. 10.1093/gji/ggae381
- Weighted multichannel singular spectrum analysis for post-processing GRACE monthly gravity field models by considering the formal errors Y. Shen et al. 10.1093/gji/ggab199
- A Comprehensive Survey on Imputation of Missing Data in Internet of Things D. Adhikari et al. 10.1145/3533381
- Modulation Recognition of Radar Signals Based on Adaptive Singular Value Reconstruction and Deep Residual Learning K. Chen et al. 10.3390/s21020449
- Extended Multiresolution Analysis for Filtering Incomplete Heterogeneous Geophysical Time Series K. Ji et al. 10.1109/TGRS.2024.3425955
- Iteration empirical mode decomposition method for filling the missing data of GNSS position time series X. Qiu 10.13168/AGG.2022.0012
- Filling missing values of multi-station GNSS coordinate time series based on matrix completion Z. Bao et al. 10.1016/j.measurement.2021.109862
- Bridging the gap between GRACE and GRACE follow-on monthly gravity field solutions using improved multichannel singular spectrum analysis F. Wang et al. 10.1016/j.jhydrol.2021.125972
- Seasonal driving sources and hydrological-induced secular trend of the vertical displacement in North China T. Feng et al. 10.1016/j.ejrh.2022.101091
- Reconstruction of Water Infiltration Rate Reducibility in Response to Suspended Solid Characteristics Using Singular Spectrum Analysis: An Application to the Caspian Sea Coast of Nur, Iran M. Taie Semiromi & D. Ghasemian 10.3390/hydrology5040059
- On the application of Monte Carlo singular spectrum analysis to GPS position time series S. Khazraei & A. Amiri-Simkooei 10.1007/s00190-019-01253-x
- Reconstruction of gappy GPS coordinate time series using empirical orthogonal functions C. Xu 10.1002/2016JB013188
- Model Agnostic Time Series Analysis via Matrix Estimation A. Agarwal et al. 10.1145/3287319
- Inter‐model Comparison of Turbidity‐Discharge Rating Curves and the Implications for Reservoir Operations Management K. Wang et al. 10.1111/1752-1688.12906
- Geophysical Signal Detection in the Earth’s Oblateness Variation and Its Climate-Driven Source Analysis H. Yu et al. 10.3390/rs13102004
- Singular spectrum analysis for the time-variable seasonal signals from GPS in Yunnan Province W. Tan et al. 10.1016/j.geog.2024.05.002
- Missing value imputation in time series using Singular Spectrum Analysis R. Mahmoudvand & P. Rodrigues 10.1142/S2335680416500058
- An Improved Principal Component Analysis Method for the Interpolation of Missing Data in GNSS-Derived PWV Time Series D. Zhu et al. 10.3390/rs15215153
- Reconstruction of groundwater levels to impute missing values using singular and multichannel spectrum analysis: application to the Ardabil Plain, Iran M. Taie Semiromi & M. Koch 10.1080/02626667.2019.1669793
- Analyzing Error Bounds for Seasonal-Trend Decomposition of Antarctica Temperature Time Series Involving Missing Data C. Kwok et al. 10.3390/atmos14020193
- A heuristic singular spectrum analysis method for suspended sediment concentration time series contaminated with multiplicative noise F. Wang et al. 10.1007/s40328-019-00269-1
- Data Adaptive Analysis on Vertical Surface Deformation Derived from Daily ITSG-Grace2018 Model W. Li 10.3390/s20164477
- Independent Component Extraction from the Incomplete Coordinate Time Series of Regional GNSS Networks T. Feng et al. 10.3390/s21051569
- Extended singular spectrum analysis for processing incomplete heterogeneous geodetic time series K. Ji et al. 10.1007/s00190-023-01764-8
- Multichannel Singular Spectrum Analysis in the Estimates of Common Environmental Effects Affecting GPS Observations M. Gruszczynska et al. 10.1007/s00024-018-1814-0
- Singular Spectrum Analysis With Conditional Predictions for Real‐Time State Estimation and Forecasting H. Ogrosky et al. 10.1029/2018GL081100
- Singular spectrum analysis for heterogeneous time series by taking its formal errors into account F. Wang 10.13168/AGG.2018.0029
- Improved multichannel singular spectrum analysis for post-processing GRACE monthly gravity field models F. Wang et al. 10.1093/gji/ggaa339
- An Adaptive Regularized Solution to Inverse Ill-Posed Models K. Ji et al. 10.1109/TGRS.2022.3205572
- Extended Principal Component Analysis for Spatiotemporal Filtering of Incomplete Heterogeneous GNSS Position Time Series K. Ji et al. 10.1109/TGRS.2023.3277460
- Brain–Computer Interface: The HOL–SSA Decomposition and Two-Phase Classification on the HGD EEG Data M. Antony et al. 10.3390/diagnostics13172852
- Estimates of Vertical Velocity Errors for IGS ITRF2014 Stations by Applying the Improved Singular Spectrum Analysis Method and Environmental Loading Models A. Klos et al. 10.1007/s00024-017-1494-1
- A method based on MTLS and ILSP for GNSS coordinate time series analysis with missing data Y. Ren et al. 10.1016/j.asr.2021.06.037
- An Improved DINEOF Algorithm Based on Optimized Validation Points Selection Method Z. Yang et al. 10.3390/w15030392
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Latest update: 13 Dec 2024