second lecture : pp. 59-82 george g. lendaris, may 7, 2002
DESCRIPTION
Support slides for second lecture on Chapter 3 in Analysis of Dynamic Psychological Systems v. 1 , Plenum, 1992: “Basic Principles of Dynamical Systems” F.D. Abraham, R.H. Abraham, & C.D. Shaw. Second Lecture : pp. 59-82 George G. Lendaris, May 7, 2002 - PowerPoint PPT PresentationTRANSCRIPT
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 1/38
Support slides for second lecture on Chapter 3 in Analysis of Dynamic Psychological Systems v. 1, Plenum, 1992:
“Basic Principles of Dynamical Systems” F.D. Abraham, R.H. Abraham, & C.D. Shaw
Second Lecture: pp. 59-82George G. Lendaris, May 7, 2002
SySc 610: Systems Approach to Research in Applied PsychologyPortland State University
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 2/38
TOPICS (May 7, 2002)
INTERACTING BIOLOGICAL POPULATIONS Lotka-Volterra Model
SUSTAINED OSCILLATORS FORCED COUPLED OSCILLATORS
Periodically Driven Damped Oscillators Forced Linear Spring and Response Diagram Forced Hard Springs and the Cup Catastrophe
Periodically Driven Self-Sustaining Oscillators
Entrainment and Braids Response Diagram for Frequency Changes
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 3/38
INTERACTIVE BIOLOGICAL POPULATIONSLOTKA-VOLTERRA MODEL
The Lotka-Volterra model describes
interactions between two species in an ecosystem:
predator and prey.
The Lotka-Volterra model is by definition a “Dynamical Model” in which the rate of change of the two populations is a function of both populations’ densities
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 4/38
INTERACTIVE BIOLOGICAL POPULATIONS, cont.
LOTKA-VOLTERRA MODEL(PREDATOR-PREY)
(Hare)(Fox)
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 5/38
INTERACTIVE BIOLOGICAL POPULATIONS, cont.
PREDATOR–PREY: STELLA MODEL
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 6/38
INTERACTIVE BIOLOGICAL POPULATIONS, cont.
PREDATOR–PREY: STELLA MODEL OUTPUT
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 7/38
INTERACTIVE BIOLOGICAL POPULATIONS, cont.
PREDATOR-PREY: RATES OF CHANGE
Equations used to model the dynamics look like the following:
dycxydtdy
bxyaxdtdx
rate of change of the prey population (variable x)
rate of change of the predator p population (variable y)
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 8/38
INTERACTIVE BIOLOGICAL POPULATIONS, cont.
PREDATOR-PREY: SAMPLE VECTOR FIELD
Figure 16
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 9/38
INTERACTIVE BIOLOGICAL POPULATIONS, cont.
PREDATOR-PREY: SAMPLE VECTOR FIELD
Figure 17
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 10/38
INTERACTIVE BIOLOGICAL POPULATIONS, cont.
PHASE PORTRAIT - PERIODIC ORBITS (no friction)
The populations follow one and only one of the trajectories in the phase portrait, depending on:
Their initial sizes Rates of change of their respective sizes.
Source: http://two.ucdavis.edu/~aking/mam99/phspln.htm
Rab
bit
Fox
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 11/38
INTERACTIVE BIOLOGICAL POPULATIONS, cont.
PHASE PORTRAIT - PERIODIC ORBITS (with friction)
B) Ecological friction induces ecological static equilibrium (to attractor state)
With intraspecific competition, the dynamics have only a single, attracting equilibrium, with damped oscillations relaxing to it. Fixed Point, or Source: http://two.ucdavis.edu/~aking/mam99/phspln.htm
Rab
bit
Fox
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 12/38
INTERACTIVE BIOLOGICAL POPULATIONS, cont.PHASE PORTRAIT - PERIODIC ORBITS (with friction), cont.
C) Limit cycle attractor.
Source: http://two.ucdavis.edu/~aking/mam99/phspln.htm
Rab
bit
Fox
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 13/38
INTERACTIVE BIOLOGICAL POPULATIONS, cont.VECTOR FIELD/PHASE PORTRAIT
Source: http://two.ucdavis.edu/~aking/mam99/phspln.htm
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 14/38
SUSTAINED OSCILLATORS
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 15/38
SUSTAINED OSCILLATORS
MUSICAL INSTRUMENTS
Lord Rayleigh (1877) used the damped oscillator to describe percussive musical instruments, then generalized to sustained instruments (reeds, strings, etc.).
These systems exhibit internal friction (damping) and restoring forces (which oppose/assist the externally applied force sustaining the oscillation)
As before, dimensions of the state space are defined to represent the displacement and velocity of the vibrating object.
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 16/38
SUSTAINED OSCILLATORS
MUSICAL INSTRUMENTS, cont.
In basic model:
Restoring Force is a negative linear function of the displacement
Friction is a cubic function of the velocity (for small motions near the origin, friction is a positive function of velocity, thus assisting motion [~ negative friction]).
Figure 18A
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 17/38
Left insert: Force is a negative linear function of reed displacement
Right insert: Force is a cubic function of reed velocity
Phase Portrait:Point repellor at origin -- from which trajectories spiral outward to a limit cycle.
Larger motions - regular friction: damps trajectories in toward the limit cycle.
The SIGN CHANGE of friction forces creates SUSTAINED OSCILLATION.
SUSTAINED OSCILLATORSMUSICAL INSTRUMENTS, cont.
GENERAL MODELFOR REED WOODWIND INSTRUMENT
Reed displacement: X
Reed velocity: V
Figure 18A
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 18/38
Phase Portrait:
Repelling Equilibrium Point at origin.
Periodic Attractor around the origin.
Amperage, i
Average Voltage, V
SUSTAINED OSCILLATORS
ELECTRONIC OSCILLAOR (Helmholtz, Van der Pol)
Vacuum Tube Radio TransmitterFigure 18B
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 19/38
SUSTAINED OSCILLATORS
RELAXATION OSCILLAOR
This type of model was employed to model heartbeat.Contributed to start of electronic experimental dynamics
Figure 18C
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 20/38
FORCED COUPLED OSCILLATORS
Periodically Driven Damped Oscillators Periodically Driven Self-Sustaining Oscillators-----------------------------------------------------------------Classic example: Effect of mechanical vibration on
pendulum or spring (e.g., via Duffing)Biological example: Effect of climatic seasons on predator-prey model.
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 21/38
FORCED COUPLED OSCILLATORS: DAMPED
Actual devices studied by Raleigh, Duffing, and Ludeke. The driven oscillator only approximately sustained; the driven oscillator is damped
Figure 19A
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 22/38
FORCED COUPLED OSCILLATORS: DAMPED, cont.
Model equivalent to Duffing’s. A connecting rod drives a spring connected to the sliding wieght. There is a frequency control on the driving turntable and a strobe light is switched on at fixed point in the driving cycle.
Figure 19B
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 23/38
a) Driving cycle bent into ring, with isochronous harmonic attractor b) Trajectory approaching the attractor, strobe plane as
phase zero
FORCED COUPLED OSCILLATORS: DAMPED, cont.
Figure 20A
Figure 20B
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 24/38
c) Strobe section (Poincaré section), phase zero, showing several attractive points and several trajectories approaching one of them (P4) d) Response diagram: response amplitude as a function of driving frequency, ω, ωo is the resonant frequency of the driven spring
FORCED COUPLED OSCILLATORS: DAMPED, cont
Figure 20C
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 25/38
a). Force is an inverse cubic function of displacement b). Response diagram: Amplitude of the attractor as the control parameter, the driving frequency, ω, is increased and decreased, showing the hysteresis loop of Duffing (double fold catastrophe)
FORCED COUPLED OSCILLATORS: DAMPED, cont : HARD SPRING
Figure 21A Figure 21B
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 26/38
c). Large and small amplitude attractors at an intrahysteresis frequency d). Strobe plane of C, showing the basins for each of
the attractors, and the saddle cycle and separatrix between the two cyclic attractors
FORCED COUPLED OSCILLATORS: DAMPED, cont.:HARD SPRING
Figure 21C Figure 21D
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 27/38
The Ring Model completed for the Forced Hard Spring
FORCED COUPLED OSCILLATORS: DAMPED, cont : HARD SPRING
Figure 21
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 28/38
FORCED COUPLED OSCILLATORS: DAMPED, cont : HARD SPRING
Figure 22
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 29/38
We consider forcing an oscillator with a periodic attractor rather than a point attractor.
The state space may be a toroidal surface.
FORCED COUPLED OSCILLATORS: DAMPED, cont : 2-D TORUS MODEL
Figure 23A
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 30/38
Coupled system considered as perturbation of uncoupled system. Alternate closed closed trajectories are cyclic attractors and repellors.
FORCED COUPLED OSCILLATORS: DAMPED, cont : 2-D TORUS MODEL
Figure 23B
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 31/38
The 1D vertical ring of the driven oscillator is replaced by 1 2D V/X plane
FORCED OSCILLATORS: SELF-SUSTAINING
3-D RING MODEL
Figure 24A
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 32/38
FORCED OSCILLATORS: SELF-SUSTAININGUNCOUPLED OSCILLATOR
The torus is an invariant manifold. It is attractive, but not an attractor.
Figure 24B
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 33/38
FORCED OSCILLATORS: SELF-SUSTAINING UNCOUPLED OSCILLATOR, cont.
Oscillators coupled showing isochronous trajectory. In phase case; the periodic trajectory is an attractor.
In the Poincaré section or strobe plane we would see a trajectory (discrete) approaching a point as a series of points as the trajectory successively crossed the plane while spiraling closer to the limit cycle.
Figure 25A
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 34/38
FORCED OSCILLATORS: SELF-SUSTAININGUNCOUPLED OSCILLATOR, cont.
Periodic out-of-phase saddle, attracts amplitudes but repels phases as ribbons arrows show
Figure 25B
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 35/38
FORCED OSCILLATORS: SELF-SUSTAINING
UNCOUPLED OSCILLATOR, cont.
Coupled oscillators showing isochronous trajectory. Out-of-phase case; this periodic trajectory is a repellor shown winding around its locating torus.
Figure 26
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 36/38
FORCED OSCILLATORS: SELF-SUSTAININGUNCOUPLED OSCILLATOR, cont.
Composite of braided periodic attractor and saddle on invariant torus with central repellor.
Figure 27
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 37/38
FORCED OSCILLATORS: SELF-SUSTAININGRESPONSE DIAGRAM
Van der Pol System. Superimposition of Frequency Response Diagram for Three Different Strength Springs. Two parameters: Driving frequency and Spring strength.
Figure 28
Systems Approach to Research in Applied Psychology, Spring 2002, G. Lendaris 38/38
NEXT CLASS
CLASS 12
Dynamical Systems 3
“Basic Principles of Dynamical Systems” F.D. Abraham, R.H. Abraham, & C.D. Shaw
Pages 82-113