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Degrees of Freedom
Phase space is 6-Dimensional. This is the maximum # of degrees of freedom.
Adiabatic invariants involve an average over one of these dimensions.
Time is NOT a degree of freedom. For one thing, diffusion in all 6 phase space dimensions is possible. Time does not diffuse. In PDEs it introduces a parabolic dimension, d/dt = d2/dq2. One can always add a homogeneous solution, 0 = d2/dq2