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Networks (with applications to neuroscience)
Lecture in the summer term 2011
Staff: Dr. Philipp Hövel
Start: June 6, 2011
Tentative dates:
Mondays: (6.6, (13.6.), 20.6.): 9:00 - 13:00
Tuesdays: (7.6., 14.6., 21.6.): 9:00 - 13:00
Fridays: (10.6., 17.6., 24.6.): 14:00 - 15:30
Room: BCCN lecture hall (Haus 6), Philippstr. 13, 10115 Berlin (directions, campus map)
For students of the Physics Programme (Master and Diplom-Hauptstudium), the International Master Program Computational Neuroscience as well as interested members of Graduiertenkolleg 1558 (Nonequilibrium Collective Dynamics in Condensed Matter and Biological Systems) and the Sonderforschungsbereich 910 (Control of self-organizing nonlinear systems: Theoretical methods and concepts of application).
When attending this course 3 credit points within the ECTS system can be obtained.
For physics students (MSc): This course can be combined with a course on Theoretische Physik VI: Vertiefung, e.g., Nichtgleichgewichtsstatistik (WS 2010/11) to a physikalischen Wahlpflichtmodul (grundlagenorientierte Studienrichtung).
Another lecture with the related topic "Nichtlineare Dynamik in Physiologie und Medizin" is given by Dr. Markus Dahlem.
Contents
A tentative outline looks as follows:
- Frist week:
Monday (6.6.): Preliminaries, Introduction, Network characteristics
Tuesday (7.6.): Network topologies (random, regular, lattice, small-world)
Friday (10.6.): Graph theory - Second week:
Monday (13.6.): No lecture due to holiday
Tuesday (14.6.): Social networks (robustness, mobility)
Friday (17.6.): Epidemics, disease prediction - Third week:
Monday (20.6.): Neural models, network motifs, time delays
Tuesday (21.6.): Synchronization in neural networks, reconstruction of networks (based on predefined spike patterns)
Friday (24.6.): Master stability function, wrap up, NetEvo software - Fourth week:
Monday (27.6.): Oral examinations
Scheinkriterien
- Active participation
- Solving exercise sheets
- Benotete Scheine can be obtained on the basis of an oral examination (during the week of Monday, June 27)
e-learning
Visualizations for nonlinear dynamics (including the FitzHugh-Nagumo model) can be found here: OWL project.
Exercise Sheets
Title | Due date | File |
---|---|---|
Network characteristics Graph theory | 10.6.2011 | Uebung1.pdf |
SIS model | 17.6.2011 | Ubeung2.pdf |
Reaction-diffusion, Master stability function formalism | 24.6.2011 | Uebung3.pdf |
Office hours
Name | Phone | Room | Office hours |
---|---|---|---|
Dr. Philipp Hövel | 314-27658 | TU Berlin: EW 633 | Tue: 13:00 - 14:00 |
2093-6313 | BCCN: 0.24 (Haus 2) | by appointment |
Literature
Literature concerning the topic of this lecture:
- Claudius Gros: Complex and Adaptive Dynamical Systems: A Primer, Springer (2010)
- Niloy Ganguly: Dynamics On and Of Complex Networks: Applications to Biology, Computer Science, and the Social Sciences (Modeling and Simulation in Science, Engineering and Technology), Springer (2009)
- Mark Newman: Networks: An Introduction, Oxford University Press (2010)
- Sergey N. Dorogovtsev: Lectures on Complex Networks (Oxford Master Series in Physics, Computational, and Theoretical Physics), Oxford University Press (2010)
- Guido Caldarelli: Scale-Free Networks: Complex Webs in Nature and Technology (Oxford Finance), Oxford University Press (2007)
- Marco Thiel: Nonlinear Dynamics and Chaos: Advances and Perspectives (Understanding Complex Systems), Springer (2010)
- Erik Mosekilde: Chaotic Synchronization: Applications to Living Systems (World Scientific Series on Nonlinear Science Series a), World Scientific (2002)
- Christof Koch: Biophysics of Computation: Information Processing in Single Neurons, Oxford University Press (1999)
Further references on nonlinear dynamics in general:
- Vadim S. Anishchenko: Nonlinear Dynamics of Chaotic and Stochastic Systems: Tutorial and Modern Developments (Springer Series in Synergetics)
- Luigi Fortuna: From Physics to Control Through an Emergent View (World Scientific Series on Nonlinear Science, Series B)
- Heinz Georg Schuster: Reviews of Nonlinear Dynamics and Complexity: Volume 1 (Annual Reviews of Nonlinear Dynamics and Complexity)
- Heinz Georg Schuster: Reviews of Nonlinear Dynamics and Complexity: Volume 2 (Annual Reviews of Nonlinear Dynamics and Complexity (Vch))
- Heinz Georg Schuster: Reviews of Nonlinear Dynamics and Complexity: Volume 3 (Annual Reviews of Nonlinear Dynamics and Complexity (Vch))
- Fatihcan M. Atay, Complex Time-Delay Systems, Springer (2010)
- A. L. Fradkov, I. V. Miroshnik, V. O. Nikiforov, Nonlinear and adaptive control of complex systems, Kluwer (1999)
- A. L. Fradkov, Cybernetical Physics: From Control of Chaos to Quantum Control, Springer, (2007)
- Eckehard Schöll, Hans Georg Schuster, Handbook of chaos control (Second completely revised and enlarged edition) Wiley (2008)
- Wolfram Just, Axel Pelster, Michael Schanz, Eckehard Schöll, Delayed Complex Systems: An Overview, Theme Issue of Phil. Trans. R. Soc. A 368, 303 (2010)
- Lutz Schimansky-Geier, Bernold Fiedler, Jürgen Kurths, Eckehard Schöll, Analysis and control of complex nonlinear processes in physics, chemistry and biology, World Scientific (2007)
- Thomas Erneux, Applied Delay Differential Equations, Springer (2009)
- Crispin W. Gardiner, Handbook of stochastic method, Springer (2004)
- Nicolas G. van Kampen, Stochastic processes in physics and chemistry, North-Holland Publ. (2008)
- Ruslan L. Stratonovich, Topics in the Theory of Random Noise, Vols. I and II, Gordon and Breach (1963)
- Ed Ott, Chaos in dynamical systems, Cambridge Univ. Press (2002)
- Aleksandr S. Mikhailov, Foundations of Synergetics I. Distributed Active Systems, Springer (1990)
- James D. Murray, Mathematical Biology,Vol. 19 of Biomathematics Texts, Springer (1989)
- Hermann Haken, Synergetics. Introduction and Advanced Topics, Springer (2004)
- John Guckenheimer, Nonlinear oscillations, dynamical systems, and bifurcations of vector fields, Springer (1986)
- Steven H. Strogatz, Nonlinear Dynamics And Chaos: With Applications To Physics Biology, Chemistry And Engineering (Studies in Nonlinearity), Westview Press (2000)
- Jack K. Hale and Sjoerd M. Verduyn Lunel, Introduction to functional differential equations, Springer (1993)
- Richard Bellman, and Kenneth L Cooke, Differential-difference equations, New York-London: Academic Press. (1963)
- A. Bellen and M. Zennaro and A. Bellen, Numerical Methods for Delay Differential Equations, Oxford Univ Pr (2003)