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| Tags: applications, eigenvectors |
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#1
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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
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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. |
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#4
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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. -- ---------------------------- Christopher Grinde Ph.D student Mobile:+47 91137588 Tlph: +47 33037717 Web:http://cg.ans.hive.no ----------------------------- Vestfold University College Institute of microsystem technology. http://ri.hive.no/imst |
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#5
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"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 |
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#6
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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. |
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#7
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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. -- Brian Salter-Duke Humpty Doo, Nr Darwin, Australia 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. |
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#8
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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. |
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#9
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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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#10
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