Journal cover Journal topic
Nonlinear Processes in Geophysics An interactive open-access journal of the European Geosciences Union
Journal topic

Journal metrics

Journal metrics

  • IF value: 1.699 IF 1.699
  • IF 5-year value: 1.559 IF 5-year
    1.559
  • CiteScore value: 1.61 CiteScore
    1.61
  • SNIP value: 0.884 SNIP 0.884
  • IPP value: 1.49 IPP 1.49
  • SJR value: 0.648 SJR 0.648
  • Scimago H <br class='hide-on-tablet hide-on-mobile'>index value: 52 Scimago H
    index 52
  • h5-index value: 21 h5-index 21
Volume 21, issue 4
Nonlin. Processes Geophys., 21, 777-795, 2014
https://doi.org/10.5194/npg-21-777-2014
© Author(s) 2014. This work is distributed under
the Creative Commons Attribution 3.0 License.

Special issue: Physics-driven data mining in climate change and weather...

Nonlin. Processes Geophys., 21, 777-795, 2014
https://doi.org/10.5194/npg-21-777-2014
© Author(s) 2014. This work is distributed under
the Creative Commons Attribution 3.0 License.

Research article 28 Jul 2014

Research article | 28 Jul 2014

Toward enhanced understanding and projections of climate extremes using physics-guided data mining techniques

A. R. Ganguly et al.
Related authors  
Non-parametric Bayesian mixture of sparse regressions with application towards feature selection for statistical downscaling
D. Das, J. Dy, J. Ross, Z. Obradovic, and A. R. Ganguly
Nonlin. Processes Geophys., 21, 1145-1157, https://doi.org/10.5194/npg-21-1145-2014,https://doi.org/10.5194/npg-21-1145-2014, 2014
Related subject area  
Subject: Time Series, Complex Networks, Stochastic Processes, Extreme Events | Topic: Climate, Atmosphere, Ocean, Hydrology, Cryosphere, Biosphere
Comparison of stochastic parameterizations in the framework of a coupled ocean–atmosphere model
Jonathan Demaeyer and Stéphane Vannitsem
Nonlin. Processes Geophys., 25, 605-631, https://doi.org/10.5194/npg-25-605-2018,https://doi.org/10.5194/npg-25-605-2018, 2018
Short summary
Idealized models of the joint probability distribution of wind speeds
Adam H. Monahan
Nonlin. Processes Geophys., 25, 335-353, https://doi.org/10.5194/npg-25-335-2018,https://doi.org/10.5194/npg-25-335-2018, 2018
Short summary
Nonlinear analysis of the occurrence of hurricanes in the Gulf of Mexico and the Caribbean Sea
Berenice Rojo-Garibaldi, David Alberto Salas-de-León, María Adela Monreal-Gómez, Norma Leticia Sánchez-Santillán, and David Salas-Monreal
Nonlin. Processes Geophys., 25, 291-300, https://doi.org/10.5194/npg-25-291-2018,https://doi.org/10.5194/npg-25-291-2018, 2018
Short summary
A general theory on frequency and time–frequency analysis of irregularly sampled time series based on projection methods – Part 1: Frequency analysis
Guillaume Lenoir and Michel Crucifix
Nonlin. Processes Geophys., 25, 145-173, https://doi.org/10.5194/npg-25-145-2018,https://doi.org/10.5194/npg-25-145-2018, 2018
Short summary
A general theory on frequency and time–frequency analysis of irregularly sampled time series based on projection methods – Part 2: Extension to time–frequency analysis
Guillaume Lenoir and Michel Crucifix
Nonlin. Processes Geophys., 25, 175-200, https://doi.org/10.5194/npg-25-175-2018,https://doi.org/10.5194/npg-25-175-2018, 2018
Short summary
Cited articles  
Alexander, L. and Perkins, S.: Debate heating up over changes in climate variability, Environ. Res. Lett., 8, 041001, https://doi.org/10.1088/1748-9326/8/4/041001, 2013.
Armbrust, M., Stoica, I., Zaharia, M., Fox, A., Griffith, R., Joseph, A. D., Katz, R., Konwinski, A., Lee, G., Patterson, D., and Rabkin, A.: A view of cloud computing, Commun. ACM, 53, 50–58, https://doi.org/10.1145/1721654.1721672, 2010.
Bain, C. L., De Paz, J., Kramer, J., Magnusdottir, G., Smyth, P., Stern, H., and Wang, C.: Detecting the ITCZ in Instantaneous Satellite Data using Spatiotemporal Statistical Modeling: ITCZ Climatology in the East Pacific, J. Climate, 24, 216–230, https://doi.org/10.1175/2010JCLI3716.1, 2011.
Balakrishnan, S., Rinaldo, A., Singh, A., and Wasserman, L.: Tight Lower Bounds for Homology Inference, arXiv:1307.7666, 2013a.
Balakrishnan, S., Narayanan, S., Rinaldo, A., Singh, A., and Wasserman, L.: Cluster Trees on Manifold, in: Neural Information Processing Systems 2013, Lake Tahoe, Nevada, USA, 26 pp., 2013b.
Publications Copernicus
Special issue
Download
Citation
Share