Introducing Chaos Theory Keke Gai’s Presentation RES 7023 Lawrence Technological University.
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Transcript of Introducing Chaos Theory Keke Gai’s Presentation RES 7023 Lawrence Technological University.
Introducing Chaos Theory
Keke Gai’s PresentationRES 7023Lawrence Technological University
What is Chaos Theory?
The picture is retrieved by Shutterstock Images from http://www.shutterstock.com/pic-17548057/stock-photo-chaos-theory.html
The image retrieved from Ruggles, R. (1998). The State of the Notion: Knowledge Management in Practice. California Management Review, 40(3), 80-89.
Definition
First stated by Edward Lorentz in 1960s. Introduced by James A. Yorke and his partners a
s a new paradigm in 1975 (Yorke, 1975) Dr. Kellert (1993) defines Chaos Theory as a qual
itative study of unstable aperiodic behavior in deterministic nonlinear dynamical systems (p.2).
Definition
Highlights the impossibility of long-term prediction for nonlinear systems.
The mathematics of chaos privileges a qualitative approach
Dynamical Models
Dynamical systems Population models Financial models
Celestial mechanics
Lorenz’s Contributions
Strange attractors The butterfly effect Origin of the Lorenz
equations Complex Behavior of
Simple Systems
Edward Lorenz
The Butterfly Effect
first described by Lorenz in 1972
Technical name: Sensitive Dependence on Initial Conditions.
“Physicists like to think that all you have to do is say, these are the conditions, now what happens next?” ---- Richard P. Feynman
Difference between Random Data and Chaotic Data
Random Data Non-deterministic
Chaotic Data No asymptotically peri
odic No Lyapunov expone
nt vanishes The largest Lyapunov
exponent is strictly positive
Where is Chaos Theory applied in?
Career development Geology Mathematics Microbiology Biology Computer science Economics Engineering Finance Tourism
Medicine Meteorology Planning Philosophy Physics Politics Population dynamics Psychology Robotics Hydrology
Chaos Theory in Management
Two traditional application of chaos theory (Jonathan, 1994)
Creating a dynamical model from the structural equations
Applicable when the structure equations describing a system that is now known
Chaos Theory in Management
Application Example:The population fluctuations of a species
The logistic equation is:
The example is retrieved by Johnson & Burton’s (1994) article
Application Example
Plots of the logistic equation at different parameter values
Limitation
Lack analytical tractability & predictive power
Lack theoretical & empirical work in organizational adaptation, learning, and creativity
Conclusion
Chaos theory provides us with an alternative imagery
Obstacles for chaos theory research Metaphors can lead to new insights
For More Information
Please visit:
Chaostheoryresearch.wordpress.com
Reference Abraham, F. D., Gilgen, Albert R. (1995). Chaos Theory in Psychology. Contributions in Psychology, 27. Bloch, D. P. (2005). Complexity, Chaos, and Nonlinear Dynamics: a New Perspective on Career Development. Career Development Quarterly, 53(3). Cartwright, T. J. (1991). Planning and Chaos Theory. Journal of the American Planning Association, 57(1). Davies, B. (1999). Exploring Chaos Theory and Experiment. Reading, Massachusetts: Perseus Books. D. Hristu-Varsakelis, C. K. (2008). Evidence for Nonlinear Asymmetric Causality in US Inflation, Metal, and Stock Returns. Discrete Dynamics in Nature
and Society, 2008(2008), 6. Gleick, J. (1987). Chaos Making a New Science. New York 10010, U.S.A.: Viking Penguin Inc. Glendinning, P. (1994). Stability, Instability, and Chaos: an Introduction to the Theory of Nonlinear Differential Equations. Cambridge CB2 1RP, United
Kingdom: The University of Cambridge Press. Harney, M. (2009). Applying Chaos Theory to Embedded Applications. Design Article, from
http://eetimes.com/design/embedded/4008311/Applying-Chaos-Theory-to-Embedded-Applications Hayek, F. A. V. (1989). The Pretence of Knowledge. The American Economic Review, 79(6), 3-7. James A. Yorke, T.-Y. L. (1975). Period Three Implies Chaos. The American Mathematical Monthly, 82(10). Jonathan L. Johnson, B. K. B. (1994). Chaos and Complexity Theory for Management. Journal of Management Inquiry, 3(4), 320-328. Kellert, S. H. (1993). In the Wake of Chaos: Unpredictable Order in Dynamical Systems. Chicago: The University of Chicago Press, Ltd., London. L. Douglas Kiel, E. E. (1997). Chaos Theory in the Social Sciences: Foundations and Applications: The University of Michigan Press. Leonidas D. Lasemidis, J. C. S. (1996). Review: Chaos Theory and Epilepsy. Neuroscientist, 2(2), 118-126. Levy, David L. (2000) "Applications and Limitations of Complexity Theory in Organization Theory and Strategy", in Jack Rabin, Gerald J. Miller, and W.
Bartley Hildreth (editors), Handbook of Strategic Management, Second Edition (New York: Marcel Dekker) Mckercher, B. (1998). A Chaos Approach to Tourism. Tourism Management, 20(4), 425-434. Peters, E. E. (1994). Fractal Market Analysis: Applying Chaos Theory to Investment and Economics: John Wiley & Sons, Inc. Ruelle, D. (1991). Chance and Chaos. Princeton, NJ: Princeton University Press. Sivakumar, B. (2000). Chaos Theory in Hydrology: Important Issues and Interpretations. Journal of Hydrology, 1(20). Tsoukas, H. (1998). Introduction: Chaos, Complexity and Organization Theory. Organization, 5(3), 291-313. Werndl, C. (2009). What are the New Implications of Chaos for Unpredictability? The British Journal for the Philosophy of Science Advance Access, 1(2
6). William J. Baumol, J. B. (1989). Chaos: Significance, Mechanism, and Economic Applications. Journal of Economic Perspectives, 3(1), 77-105.
THANK YOU FOR LISTENING
Keke Gai
Feb. 2012