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Deterministic Chaos and the Chao Circuit
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Determinism and Randomness
Classical physics is deterministic! If you know where you started you know where you are going Randomness: Quantum randomness is truly random and unpredictable A lot of randomness is actually complexity and uncertainty
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Deterministic Chaos If we have a system with two things present
A sensitivity to initial conditions A non-linear response Then we can get a system response that appears random but is actually chaotic “Chaotic” in this case means complex and unpredictable but not truly random
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Deterministic Chaos This combination can produce a great deal of complexity in the response. Fractals -- geometric chaos “Butterfly effect” -- where we have unpredictable transient response due to a very large sensitivity to small disturbances.
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Linear Dynamical Systems
Well behaved Not chaotic x and y follow smooth trajectories Generally solvable, predictable and intuitive “dot” indicates time derivative
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RLC Driven Linear Oscillator
Linear circuit VR = IR VL = L dI/dt I = C dVC/dt Excite with a step Oscillating response State-space (plot of v(t), i(t)) shows a spiral
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Non-linear systems Lorentz system
Simple non-linear system of 3 variables Produces deterministic chaos State-space plot shows the movement (trajectory) of x,y and z in time The state-space description shows two “attractors” around which the “system” orbits
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Double Pendulum Another non-linear system is the double (jointed) pendulum Also produces chaos Trajectory is very sensitive to the initial starting point
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Double Pendulum
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Oscillator Circuits Circuits are used to create “self starting” oscillators. Use a transistor to provide non-linearity Design to oscillate at a particular frequency. Your first oscillator will be your first amplifier! Need to make sure it is not chaotic
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The lab: Chua Circuit For your lab you will build and test a non-linear circuit that can oscillate and also produce chaos. Circuit uses diodes and a opamp to produce a non-linear element (negative resistance). By changing the value of R and R1 you can change the behavior from oscillation to chaos.
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Non-linear elements Diode Opamp Simple semiconductor device
Exponential non-linearity Opamp Ideal amplifier Very high gain Complex circuit Clamping at max/min
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Other Chaotic Systems Weather Economics History (cliodynamics) Etc.
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