Monte-Carlo simulation for a matrix model

Click For Summary
SUMMARY

This discussion focuses on the implementation of a Monte-Carlo simulation for a matrix model incorporating Yang-Mills (YM) and Chern-Simons (CS) terms in the Lagrangian. The user observes that the simulation begins with small values for both terms, which later increase, suggesting a transition to an equilibrium state with higher energy. The behavior is confirmed as expected for generic systems simulated using Monte-Carlo methods, indicating that the observed phenomenon is a natural outcome of the model's dynamics.

PREREQUISITES
  • Understanding of Monte-Carlo simulation techniques
  • Familiarity with Yang-Mills and Chern-Simons theories
  • Knowledge of Lagrangian mechanics
  • Ability to interpret simulation data and plots
NEXT STEPS
  • Explore advanced Monte-Carlo methods for statistical mechanics
  • Study the implications of Yang-Mills theory in quantum field theory
  • Investigate the role of equilibrium states in dynamical systems
  • Learn about numerical methods for analyzing Lagrangian systems
USEFUL FOR

Researchers and practitioners in theoretical physics, particularly those working with quantum field theories and numerical simulations, will benefit from this discussion.

mvachovski
Messages
3
Reaction score
0
Hello there,

I am writing a Monte-Carlo simulation for a matrix model with a Lagrangian consisting
of two parts - Yang-Mills and Chern-Simons type terms. As I am accepting/rejecting
new states with probability P=min{1, dL}, where dL is the change of the lagrangian.

But then there is something weird. When I plot the values of the YM and CS terms as functions
of the Monte-Carlo time, it seems that the system "starts" in a state that both terms are small,
but after some time the terms become significantly bigger and there is "the equilibrium"
And this effect is because the YM and CS terms have such sings that big values of them cancel
and still can produce a small value for the Lagrangian, but this would simply mean that the equilibrium
of the system is a state with a bigger energy! Is this behavior proper/expected or I am doing
something wrong?

Thanks in advance

P.S. I'm uploading the plot of the YM and CS over Monte-Carlo time.
 

Attachments

  • YM_and_CS.png
    YM_and_CS.png
    9.9 KB · Views: 477
Physics news on Phys.org


Hi all,

For those which could encounter the same situation.
As I learned a bit more about the model it seems, that really should be the equilibrium
state of the system. So for generic system which is simulated by Monte-Carlo methods
this could happen.

Cheers
 

Similar threads

  • · Replies 4 ·
Replies
4
Views
4K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 1 ·
Replies
1
Views
4K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 9 ·
Replies
9
Views
3K
  • · Replies 1 ·
Replies
1
Views
2K