Skip to main content

Decomposition and Clustering for the Visualization of Dynamical Systems

  • Chapter
  • First Online:
  • 737 Accesses

Part of the book series: Mathematics for Industry ((MFI,volume 4))

Abstract

We discuss recently developed methods for the visualization of dynamical systems which are based on the decomposition of the phase space of the system. The information of the system is represented by a directed graph and then the graph will be decomposed into smaller subsets which eventually defines a partition of the phase space. Depending on the purpose of visualization and the nature of the system, two different decompositions are introduced. The first decomposition algorithm is called Conley-Morse decomposition, which decompose the system according to the gradient-like structure of the system. On the other hand, the latter algorithm, an application of the peer pressure clustering algorithm for directed graphs, decompose each recurrent components of the system into further smaller non-invariant subsets according to the similarity of the dynamical behavior.

This is a preview of subscription content, log in via an institution.

Buying options

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   84.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD   119.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD   109.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Learn about institutional subscriptions

References

  1. Arai Z, Kalies W, Kokubu H, Mischaikow K, Oka H, Pilarczyk P (2009) A database schema for the analysis of global dynamics of multiparameter systems. SIAM J Appl Dyn Syst 8(3):757–789

    Article  MATH  MathSciNet  Google Scholar 

  2. Arai Z, Kokubu H, Pilarczyk P (2009) Recent development in rigorous computational methods in dynamical systems. Japan J Ind Appl Math 26(2–3):393–417

    Article  MATH  MathSciNet  Google Scholar 

  3. Conley C (1978) Isolated invariant sets and the Morse index, CBMS Regional Conference Series in Mathematics, vol 38. American Mathematical Society, Providence, RI

    Google Scholar 

  4. Dellnitz M, Junge O (2002) Set oriented numerical methods for dynamical systems? Handbook of dynamical systems, vol 2. North-Holland, pp. 221–264

    Google Scholar 

  5. Kepner J, Gilbert J (eds) (2011) Graph algorithms in the language of linear algebra. Society for Industrial and Applied Mathematics, Philadelphia, PA

    Google Scholar 

  6. Mischaikow K, Mrozek M (2002) Conley index. Handbook of dynamical systems, vol 2. North-Holland, pp 393–460

    Google Scholar 

  7. Szymczak A, Zhang E (2012) Robust Morse decompositions of piecewise constant vector fields. IEEE Trans Vis Comput Graph 18(6):938–951

    Article  Google Scholar 

  8. Szymczak A (2013) Morse connection graphs for piecewise constant vector fields on surfaces. Comput Aided Geom Des 30(6):529–541

    Article  MATH  MathSciNet  Google Scholar 

  9. The CREST Project Toward a paradigm shift created by mathematics of vortex-boundary interactions (2014). http://www.math.sci.hokudai.ac.jp/crest/

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Zin Arai .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2014 Springer Japan

About this chapter

Cite this chapter

Arai, Z. (2014). Decomposition and Clustering for the Visualization of Dynamical Systems. In: Anjyo, K. (eds) Mathematical Progress in Expressive Image Synthesis I. Mathematics for Industry, vol 4. Springer, Tokyo. https://doi.org/10.1007/978-4-431-55007-5_3

Download citation

  • DOI: https://doi.org/10.1007/978-4-431-55007-5_3

  • Published:

  • Publisher Name: Springer, Tokyo

  • Print ISBN: 978-4-431-55006-8

  • Online ISBN: 978-4-431-55007-5

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics