Articles | Volume 22, issue 4
https://doi.org/10.5194/npg-22-371-2015
https://doi.org/10.5194/npg-22-371-2015
Research article
 | 
10 Jul 2015
Research article |  | 10 Jul 2015

Improved singular spectrum analysis for time series with missing data

Y. Shen, F. Peng, and B. Li

Related authors

Regional Terrestrial Water Storage Changes in the Yangtze River Delta over the Recent 20 years
Fengwei Wang, Jianhua Geng, Yunzhong Shen, Yanlin Wen, and Tengfei Feng
EGUsphere, https://doi.org/10.5194/egusphere-2024-1406,https://doi.org/10.5194/egusphere-2024-1406, 2024
Short summary

Related subject area

Subject: Time series, machine learning, networks, stochastic processes, extreme events | Topic: Solid earth, continental surface, biogeochemistry
Extraction of periodic signals in Global Navigation Satellite System (GNSS) vertical coordinate time series using the adaptive ensemble empirical modal decomposition method
Weiwei Li and Jing Guo
Nonlin. Processes Geophys., 31, 99–113, https://doi.org/10.5194/npg-31-99-2024,https://doi.org/10.5194/npg-31-99-2024, 2024
Short summary
Stability and uncertainty assessment of geoelectrical resistivity model parameters: a new hybrid metaheuristic algorithm and posterior probability density function approach
Kuldeep Sarkar, Jit V. Tiwari, and Upendra K. Singh
Nonlin. Processes Geophys., 31, 7–24, https://doi.org/10.5194/npg-31-7-2024,https://doi.org/10.5194/npg-31-7-2024, 2024
Short summary
Application of Lévy processes in modelling (geodetic) time series with mixed spectra
Jean-Philippe Montillet, Xiaoxing He, Kegen Yu, and Changliang Xiong
Nonlin. Processes Geophys., 28, 121–134, https://doi.org/10.5194/npg-28-121-2021,https://doi.org/10.5194/npg-28-121-2021, 2021
Short summary
Seismic section image detail enhancement method based on bilateral texture filtering and adaptive enhancement of texture details
Xiang-Yu Jia and Chang-Lei DongYe
Nonlin. Processes Geophys., 27, 253–260, https://doi.org/10.5194/npg-27-253-2020,https://doi.org/10.5194/npg-27-253-2020, 2020
Short summary
A fast approximation for 1-D inversion of transient electromagnetic data by using a back propagation neural network and improved particle swarm optimization
Ruiyou Li, Huaiqing Zhang, Nian Yu, Ruiheng Li, and Qiong Zhuang
Nonlin. Processes Geophys., 26, 445–456, https://doi.org/10.5194/npg-26-445-2019,https://doi.org/10.5194/npg-26-445-2019, 2019
Short summary

Cited articles

Broomhead, D. S. and King, G. P.: Extracting qualitative dynamics from experimental data, Physica D, 20, 217–236, 1986.
Buchanan, P. A. and Ruhl, C. A.: Summary of suspended-solids concentration data, San Francisco Bay, California, water year 1998, Open File Report 99-189, US Geological Survey, San Francisco, 41 pp., 2000.
Buchanan, P. A. and Schoellhamer, D. H.: Summary of suspended solids concentration data, San Francisco Bay, California, water year 1997, Open File Report 00-88, US Geological Survey, San Francisco, 52 pp., 1999.
Golyandina, N. and Osipov, E.: The "Catterpillar"-SSA method for analysis of time series with missing data, J. Stat. Plan. Inf., 137, 2642–2653, 2007.
Hassani, H. and Mahmoudvand, R.: Multivariate singular spectrum analysis: a general view and new vector forecasting approach, Int. J. Energy Stat., 1, 55–83, 2013.
Download