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Applications of Eigenvectors!?



 
 
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  #1  
Old December 17th 03 posted to sci.math,sci.physics,sci.electronics,sci.bio,sci.chem
Steven O.
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Posts: 10
Default Applications of Eigenvectors!?

Math is a hobby for me. I've been reading up on Eigenvectors and
Eigenvalues. It get the manipulations involved, but can't imagine the
applications -- and the books I have don't help. Can people provide a
few examples?

Specific examples, if possible -- not just, they are used in
electronics, or physics, or whatever, but rather, something like:

M is the matrix which describes such-and-such physical property or
transformation or process, its eigenvectors V correspond to such and
such property, and the eigenvalues of V and M indicate such-and-such.

Thanks in advance for all replies.
Steve O.

Standard Antiflame Disclaimer: Please don't flame me. I may actually *be* an idiot, but even idiots have feelings.
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  #2  
Old December 17th 03 posted to sci.math,sci.physics
Varn Nine
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Posts: 8
Default Applications of Eigenvectors!?

Steven O. wrote:

Math is a hobby for me. I've been reading up on Eigenvectors and
Eigenvalues. It get the manipulations involved, but can't imagine the
applications -- and the books I have don't help. Can people provide a
few examples?

Specific examples, if possible -- not just, they are used in
electronics, or physics, or whatever, but rather, something like:

M is the matrix which describes such-and-such physical property or
transformation or process, its eigenvectors V correspond to such and
such property, and the eigenvalues of V and M indicate such-and-such.


The inertia tensor of 3d objects can be written as a
symmetric positive definite matrix. It is used to calculate
angular momentum out of angular velocity. If the axis of
rotation of a (free) body is along one of the eigenvectors,
angular momentum will have the same direction as angular
velocity and the axis of rotation will remain the same.
There are three such axes, perpendicular to each other.
(Symmetric matrices are diagonalizable in an orthogonal
basis.)

Thanks in advance for all replies.
Steve O.


  #4  
Old December 17th 03 posted to sci.math,sci.physics,sci.electronics,sci.bio,sci.chem
Christopher Grinde
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Posts: 3
Default Applications of Eigenvectors!?

Steven O. wrote:

Math is a hobby for me. I've been reading up on Eigenvectors and
Eigenvalues. It get the manipulations involved, but can't imagine the
applications -- and the books I have don't help. Can people provide a
few examples?

Specific examples, if possible -- not just, they are used in
electronics, or physics, or whatever, but rather, something like:

M is the matrix which describes such-and-such physical property or
transformation or process, its eigenvectors V correspond to such and
such property, and the eigenvalues of V and M indicate such-and-such.

Thanks in advance for all replies.
Steve O.

Standard Antiflame Disclaimer: Please don't flame me. I may actually
*be* an idiot, but even idiots have feelings.


A common use of eigenvalues and eigenvectors is in the analysis of dynamic
mechanical systems.
Given an undamped mechanical system described by the differential equations
[M](d^2x)/(dt^2)+[K]u=0
where M is mass, K is spring stiffness
(d^2x)/(dt^2) is acceleration and x is position,
the eigenvalues of the system notes the squared ressonant frequencies of the
system and the eigenvectors are the decomposed patterns of motion.

--
----------------------------
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Mobile:+47 91137588
Tlph: +47 33037717
Web:http://cg.ans.hive.no
-----------------------------
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Institute of microsystem technology.
http://ri.hive.no/imst

  #5  
Old December 17th 03 posted to sci.math,sci.physics,sci.electronics,sci.bio,sci.chem
Dirk Van de moortel
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Posts: 15,355
Default Applications of Eigenvectors!?


"Steven O." om wrote in message
...
Math is a hobby for me. I've been reading up on Eigenvectors and
Eigenvalues. It get the manipulations involved, but can't imagine the
applications -- and the books I have don't help. Can people provide a
few examples?

Specific examples, if possible -- not just, they are used in
electronics, or physics, or whatever, but rather, something like:

M is the matrix which describes such-and-such physical property or
transformation or process, its eigenvectors V correspond to such and
such property, and the eigenvalues of V and M indicate such-and-such.


Imagine P being the matrix of transition probabilities from
one state of a system to another of some system.
P_ij is the probability that the system goes from state i to
state j. The sum of each row is one:
sum( P_ij, j = 1...n ) = 1.
This is the transition matrix of a so-called Markov chain.

Under certain circumstances the infinite matrix product
limit converges such that
limit( P_ij^(n), n--infinity) = p_j for all i,j.
where [ p_j, j=1...n ] is the limit vector of the probabilities
of the system being in the different states.
Here P_ij^(n) is the i,j element of the product matrix P^n,
with the transition probabilities from state i to state j after
n steps (as opposed to after 1 step as P_ij).

In stead of calculating the limit, one can try to find the
vector [ p_i ] of the probabilities of the initial states,
such that these probabilities are not influenced by the
evolution of the system, i.o.w. find the vector [ p_i ]
such that
sum( p_i * P_ij, i=1...n ) = p_j for all j,
i.o.w. find an eigenvector with eigenvalue 1 of the
transposed matrix P^t.
This eigenvector with probabilities of the initial system
being in the different states, does not change when the
sytem evolves.

Dirk Vdm


  #6  
Old December 19th 03 posted to sci.math,sci.physics,sci.electronics,sci.bio,sci.chem
dtn
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Posts: 2
Default Applications of Eigenvectors!?

If M is a matrix of force constants of a molecule, the eigenvalues are the
vibrational frequencies and the eigenvectors are the normal modes.
Ref. I. Wilson, ca. 1930's.

"Steven O." om wrote in
message ...
Math is a hobby for me. I've been reading up on Eigenvectors and
Eigenvalues. It get the manipulations involved, but can't imagine the
applications -- and the books I have don't help. Can people provide a
few examples?

Specific examples, if possible -- not just, they are used in
electronics, or physics, or whatever, but rather, something like:

M is the matrix which describes such-and-such physical property or
transformation or process, its eigenvectors V correspond to such and
such property, and the eigenvalues of V and M indicate such-and-such.

Thanks in advance for all replies.
Steve O.

Standard Antiflame Disclaimer: Please don't flame me. I may actually

*be* an idiot, but even idiots have feelings.


  #7  
Old December 20th 03 posted to sci.math,sci.physics,sci.electronics,sci.bio,sci.chem
Brian Salter-Duke
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Posts: 8
Default Applications of Eigenvectors!?

On Fri, 19 Dec 2003 22:26:25 GMT, dtn wrote:
If M is a matrix of force constants of a molecule, the eigenvalues are the
vibrational frequencies and the eigenvectors are the normal modes.
Ref. I. Wilson, ca. 1930's.


The eigenvalues are the square of the vibrational frequencies. You get
negative eigenvalues at a transition stucture or any stationary point
other than a local minimum.

"Steven O." om wrote in
message ...
Math is a hobby for me. I've been reading up on Eigenvectors and
Eigenvalues. It get the manipulations involved, but can't imagine the
applications -- and the books I have don't help. Can people provide a
few examples?

Specific examples, if possible -- not just, they are used in
electronics, or physics, or whatever, but rather, something like:

M is the matrix which describes such-and-such physical property or
transformation or process, its eigenvectors V correspond to such and
such property, and the eigenvalues of V and M indicate such-and-such.

Thanks in advance for all replies.
Steve O.

Standard Antiflame Disclaimer: Please don't flame me. I may actually

*be* an idiot, but even idiots have feelings.



--
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My real address is b_duke(AT)octa4(DOT)net(DOT)au
Use this for reply or followup
Honorary Fellow in Chemistry, Northern Territory University.
  #8  
Old December 20th 03 posted to sci.physics
Rene Tschaggelar
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Posts: 59
Default Applications of Eigenvectors!?

Forget the math for now.
Eigenvectors and eigenvalues are used to detect
independent subsets.
Eg, the eigenvector of a rotation is the axis of the rotation.

Rene
--
Ing.Buero R.Tschaggelar - http://www.ibrtses.com
& commercial newsgroups - http://www.talkto.net


Steven O. wrote:
Math is a hobby for me. I've been reading up on Eigenvectors and
Eigenvalues. It get the manipulations involved, but can't imagine the
applications -- and the books I have don't help. Can people provide a
few examples?

Specific examples, if possible -- not just, they are used in
electronics, or physics, or whatever, but rather, something like:

M is the matrix which describes such-and-such physical property or
transformation or process, its eigenvectors V correspond to such and
such property, and the eigenvalues of V and M indicate such-and-such.


  #9  
Old December 20th 03 posted to sci.math,sci.physics,sci.electronics,sci.bio,sci.chem
Daniel Grubb
external usenet poster
 
Posts: 57
Default Applications of Eigenvectors!?


Math is a hobby for me. I've been reading up on Eigenvectors and
Eigenvalues. It get the manipulations involved, but can't imagine the
applications -- and the books I have don't help. Can people provide a
few examples?

Specific examples, if possible -- not just, they are used in
electronics, or physics, or whatever, but rather, something like:

M is the matrix which describes such-and-such physical property or
transformation or process, its eigenvectors V correspond to such and
such property, and the eigenvalues of V and M indicate such-and-such.


1) If M is the inertial matrix, the eigenvectors are those angular
velocities where the angular momentum is parallel to the angular velocity.

2) If M is the 'Hamiltonian' matrix, the eigenvalues are the allowed
energies of the system. The eigenvectors represent the 'stable' states
of the system.

3) (generalization of 2)) If M is the matrix that describes an observble,
the eigenvalues are the allowed measured values of that observable.

4) In analysis of small oscillations, there are matrices M and V representing
the masses and potentials. The solutions to the eigenvalue problem
det(-Mw^2 +V)=0 give the frequencies w of the system. The eigenvectors
correspond to normal modes of the system.

5) If M represents a rotation matrix, the eigenvector represents the axis
of rotation. (Unless the rotation is through an angle of 0 there is just
one real eigenvalue.)

That's a start

--Dan Grubb

 




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