2-form and dissipative systems

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Discussion Overview

The discussion revolves around the properties and implications of a dissipative system described by specific equations of motion. Participants explore the geometric understanding of mechanics, particularly focusing on the Lie derivative of a 2-form in phase space, the role of the Liouville operator, and the interpretation of the resulting differential equations in the context of dissipative dynamics.

Discussion Character

  • Exploratory
  • Technical explanation
  • Conceptual clarification
  • Debate/contested
  • Mathematical reasoning

Main Points Raised

  • One participant presents equations of motion for a dissipative system and questions the interpretation of the Lie derivative of the 2-form in phase space.
  • Another participant introduces the Liouville operator and discusses its components, including a probability-preserving term, while questioning the implications of using a symplectic form in a non-symplectic context.
  • A participant expresses uncertainty about the existence of a two-form in the absence of a Hamiltonian, despite acknowledging the existence of differential forms.
  • Concerns are raised about the interpretation of the Lie derivative not vanishing along the dynamical vector field, suggesting implications for volume preservation in phase space.
  • Participants discuss the potential to compute the area represented by the 2-form over time and explore methods to derive a differential equation for this area.
  • One participant suggests using the flow map to convert the problem into an ordinary differential equation (ODE) in time.
  • References to literature on flow maps and their relation to dynamical vector fields are shared, with some participants expressing their backgrounds in related fields.
  • Questions arise regarding the characterization of dissipative evolution in classical mechanics, drawing parallels to quantum mechanics and discussing potential analogues to the Lindblad-Gorini-Kossakowski-Sudarshan theorem.
  • Participants explore the nature of Markov processes in relation to classical dissipative systems and express interest in rigorous mathematical presentations of these concepts.

Areas of Agreement / Disagreement

Participants generally agree on the existence of the 2-form and its relation to area, but there is no consensus on the interpretation of the results or the implications of the differential equations derived from the discussion. Multiple competing views remain regarding the nature of dissipative dynamics and its mathematical characterization.

Contextual Notes

The discussion includes unresolved questions about the mathematical treatment of dissipative systems, the dependence on definitions of terms like symplectic and Hamiltonian, and the implications of omitting certain terms in the Liouville operator.

  • #31
homology said:
(1) only a single tangent vector? Why aren't the tangent spaces 2D?
They are. But curves in an n-dimensional manifold have tangents that are vectors in the n-dimensional tangent spaces. Here n=2.
homology said:
I also don't see why omega is no longer the area when it was before.
omega was never an area. It is a volume form, which means that (without your prefactor) omega(u,v) is the area of the parallelogram with vertices 0, u, v, and u+v.
homology said:
So then for my system: [...] The system is nonlinear, how should I represent F?
In a dynamical system, F(z) is a nonlinear map. For your system, F(z) is the vector with components -gamma z_1 - k sin z_2 and z_1/m. People also write div F or nabla dot F for trace F'.
homology said:
The particular stuff you're saying at the end of your last post (taking the trace of F' etc) is there a place I can find more on this? Otherwise I'm going to have to ask a number of questions which may become tiring for you.
I don't know where to find it; never look up these elementary things. Maybe others can help out.
 
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  • #32
A. Neumaier said:
Curves in an n-dimensional manifold have tangents that are vectors in the n-dimensional tangent spaces. here n=2.

omega was never an area. It is a volume form, which means that (without your prefactor) omega(u,v) is the area of the parallelogram with vertices 0, u, v, and u+v.

Okay, I probably have been careless in associating omega with area/volume. But in one of my previous posts I did express the area as \omega(\vec{u},\vec{v}) where u,v are tangent vectors at some point (not tangent to the curve, just tangent to the phase space and so giving some notion of area at that point.

In a dynamical system, F(z) is a nonlinear map. For your system, F(z) is the vector with components -gamma z_1 - k sin z_2 and z_1/m. People also write div F or nabla dot F for trace F'.

I don't know where to find it; never look up these elementary things. Maybe others can help out.

Okay,

<br /> \frac{d}{dt}\begin{pmatrix} p \\ q\end{pmatrix} = \begin{pmatrix} -\gamma p - k\sin(q) \\ p/m\end{pmatrix}<br />

So the divergence, is this just (\partial/\partial p, \partial/\partial q)? If so then that would give me \nabla\cdot F = -\gamma

If its terribly elementary then perhaps I just know it in a different context? My department doesn't do anything geometrical, so I do this on the side, slowly, very slowly. Is there a name, or term for F? Or F', or div(F)?

I mean, div(F) is the divergence of the dynamical vector field, which, if the system was Hamiltonian, should be zero correct?
 
  • #33
homology said:
So the divergence, is this just (\partial/\partial p, \partial/\partial q)?
No. It is dF_1/dp + dF_2/dq. You seem to have used that but what you wrote is quite different. You need to take much more care in writing formulas.
homology said:
If so then that would give me \nabla\cdot F = -\gamma
Yes. Thus dA/dt = -\gamma A
homology said:
I mean, div(F) is the divergence of the dynamical vector field, which, if the system was Hamiltonian, should be zero correct?
Yes. Prove it for a general Hamiltonian system, as an exercise!
 
  • #34
Apologies for the careless verbage and notation and gratitude for your help, I'll work on this and then post something coherent :)
 
  • #35
homology said:
Is it correct to say that

L_X\omega=\dot{\omega}

You want to say this

\phi^* L_X \omega = \frac{d}{dt} \phi^* \omega

The flow has time dependence, not the symplectic form, as Arnold already mentioned.

From this relation you probably immediately see

\frac{d}{dt} \phi^* \omega = - \gamma \phi^* \omega

which is the ODE you were looking for. I figured this out a while back, but I thought I would give you a chance to work it out yourself.
 
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  • #36
Also I believe I have determined that the positivity constraint for Fokker-Plank equations defined on a continuous phase space with only local operations (coordinates and derivatives) is that it be constructed from an exterior derivative (e.g. in this case, all derivatives to the left of all coordinates). Without admitting nonlocal operations (phase-space integrals) there does not appear to be as much interesting structure as with stochastic matrices.
 
  • #37
C. H. Fleming said:
Also I believe I have determined that the positivity constraint for Fokker-Plank equations defined on a continuous phase space with only local operations (coordinates and derivatives) is that it be constructed from an exterior derivative (e.g. in this case, all derivatives to the left of all coordinates). Without admitting nonlocal operations (phase-space integrals) there does not appear to be as much interesting structure as with stochastic matrices.
There are two kinds of dissipative stochastic processes forming a dynamical semigroup on measures: Diffusion processes (given by Fokker-Planck equations) and jump processes (given by master equations) - and their combinations. For diffusion processes, the drift can be arbitrary and the diffusion must be positive semidefinite. The master equations are essentially infinite-dimensional versions of Markov chains.
 
  • #38
I take it that A. Neumanaier's first name is Arnold? In any event it reminded me of a section of V.I. Arnold that I hadn't quite grasped (and still don't thus the post).

While it makes sense to me that the divergence of the vector field should give some measure of how the volume changes I wanted to see a derivation. So I looked in V.I.Arnold's text (Section 16)

He starts with a vector field \vec{F}(\vec{x}) with local coordinates \vec{x} and the associated flow g^t. My questions have to do mostly with the appearance of t\to 0 which will turn up shortly.

Let D(0) be a region and v(0) its volume. v(t)=vol(D(t)) where D(t)=g^tD(0). We can also express v(t) as,

<br /> v(t)=\int_{D(0)} det\frac{\partial g^t \vec{x}}{\partial \vec{x}}dx<br />

We can evaluate the derivative of g^t by first expanding it,

<br /> g^t\vec{x}=\vec{x}+\vec{F}(\vec{x})t+O(t^2), (t\to 0)<br />

which is mostly okay. The flow at t=0 is the identity and its time derivative gives the vector field and there would be higher order terms. Why is 't' going to zero?

Then he uses a neat little formula that for any matrix A, det(I+At)=1+t\cdot tr(A)+O(t^2) which I'd like to figure out eventually (but that's for another time). This gives us:

<br /> \frac{\partial g^t \vec{x}}{\partial \vec{x}}=1+tdiv(\vec{F})+O(t^2)<br />

Jamming this into the integral for v(t) and differentiating with respect to time we have:

<br /> <br /> \frac{dv}{dt}=\int_{D(0)}div(\vec{F})dx+\int_{D(0)}\frac{\partial O(t^2)}{\partial t}dx<br /> <br />

V.I.Arnold takes the limit as t\to 0 which gives the convenient result:

<br /> \frac{dv}{dt}|_{t=0}=\int_{D(0)}div(\vec{F})dx<br />

But I don't want the restriction of t=0?
 
  • #39
homology said:
I take it that A. Neumanaier's first name is Arnold? In any event it reminded me of a section of V.I. Arnold that I hadn't quite grasped (and still don't thus the post).
Yes, this is the derivation of the formula I used. And yes, my first name is his family name. But my family name is Neumaier, not Neumanaier.
homology said:
The flow at t=0 is the identity and its time derivative gives the vector field and there would be higher order terms. Why is 't' going to zero?
homology said:
But I don't want the restriction of t=0?
Then do a similar expansion around t=t_0 in place of t=0.
 
  • #40
doh...
 

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