Probability Ellipsoid: Explaining Magnetic Field Axes

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SUMMARY

The discussion centers on the concept of probability tensors and probability ellipsoids in the context of Nuclear Magnetic Resonance (NMR) techniques. Participants explore the necessity for principal values to sum to one, which reflects the constraint that the magnetic field can only point along the three axes of the ellipsoid. The conversation emphasizes that this requirement stems from the nature of probability, where the total probability of all possible states must equal one. Additionally, the definition of the tensor relates to the net magnetization vector, highlighting its role in understanding variability in magnetization before or after perturbation.

PREREQUISITES
  • Understanding of Nuclear Magnetic Resonance (NMR) techniques
  • Familiarity with probability theory and tensors
  • Knowledge of magnetic field concepts and vector analysis
  • Basic grasp of ellipsoidal geometry in statistical contexts
NEXT STEPS
  • Research the mathematical formulation of probability tensors in NMR
  • Study the implications of principal component analysis in magnetic fields
  • Explore the relationship between net magnetization vectors and probability distributions
  • Investigate perturbation theory in the context of NMR techniques
USEFUL FOR

Researchers and students in physics, particularly those specializing in NMR techniques, as well as data scientists and statisticians interested in the application of probability tensors and ellipsoids in their fields.

ehrenfest
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Is anyone familiar with the concept of a probability tensor or a probability ellipsoid? I am learning about them in the context of NMR techniques.
Here is a page describing them: http://www3.interscience.wiley.com/cgi-bin/abstract/107633228/ABSTRACT?CRETRY=1&SRETRY=0

My question is, why would the principal values need to add up to 1? The principal values are the probability that the magnetic field points along that axis, so does the requirement that they add up to one mean that the magnetic field can only point along the three axes of the ellipsoid? Why can it not point anywhere else?
 
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The link doesn't work for me.
 
Since you are dealing with probability, it seems natural to consider that the probability of allowable states should sum to 1. The question you have is, "Why are there only a limited number of allowable states?" I believe that the tensor definition is of the net magnetization vector. The definition itself only deals with the vector sum of all allowable magnetization vectors. The ellipsoid should deal with some variablility about the net magetization vector itself either before or after some pertubation.
 

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