Analysis and Prediction of Sea Ice Evolution using Koopman Mode Decomposition Techniques

Abstract

The prediction of future sea ice concentration in the northern and southern hemisphere was performed using Koopman Mode Decomposition for varied year ranges and prediction years. For prediction one year in the future, it was found that northern hemisphere sea ice concentration was better predicted with longer year ranges as inputs to Koopman Mode Decomposition, and the prediction success varied differently for different years and year ranges in different regions.

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Document Details

Document Type
Technical Report
Publication Date
Sep 30, 2018
Accession Number
AD1061586

Entities

People

  • Maria Fonoberova

Tags

Communities of Interest

  • Space

DTIC Thesaurus Topics

  • Artificial Satellites
  • Coastal Regions
  • Complex Numbers
  • Data Visualization
  • Decomposition
  • Dynamics
  • Electronic Mail
  • Geographic Regions
  • Hemispheres
  • Ice
  • Military Research
  • Northern Hemisphere
  • Oceans
  • Regions
  • Sea Ice
  • Southern Hemisphere
  • Technical Information Centers

Fields of Study

  • Environmental science

Readers

  • Computational Modeling and Simulation
  • Polar and Arctic Studies
  • Wave Propagation and Nonlinear Chaotic Dynamics.