What is Eigenvalue: Definition and 400 Discussions

In linear algebra, an eigenvector () or characteristic vector of a linear transformation is a nonzero vector that changes at most by a scalar factor when that linear transformation is applied to it. The corresponding eigenvalue, often denoted by



λ


{\displaystyle \lambda }
, is the factor by which the eigenvector is scaled.
Geometrically, an eigenvector, corresponding to a real nonzero eigenvalue, points in a direction in which it is stretched by the transformation and the eigenvalue is the factor by which it is stretched. If the eigenvalue is negative, the direction is reversed. Loosely speaking, in a multidimensional vector space, the eigenvector is not rotated.

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  1. M

    When can eigenvalue equations be used?

    Does anybody know what physical and mathematical conditions must be in place if we are to represent the states of physical systems using eigenvalue equations (so that we can represent the energy of a state |n> of a particle by H|n>=E|n>, etc?) Thanks!
  2. C

    Definitions of eigenstate, eigenvalue and eigenfunction?

    Homework Statement In quantum mechanics a physical observable is represented by an operator A. Define the terms eigenstate, eigenvalue and eigenfunction of a quantum mechanical operator. Homework Equations The Attempt at a Solution I think I know in that eq 'f' is the eigenfunction, and...
  3. M

    Know Eigenvalue and Eigenvector, How Do I Figure Out a Possible Original Matrix?

    Homework Statement This is a general question... I can easily go from a matrix A to its eigenvalues and then eigenvectors but how would I go from the eigenvalues and eigenvectors to a feasible original matrix? Any thoughts appreciated!
  4. M

    Is there more than one possibility for eigenvectors of a single eigenvalue

    I guess this is best explained with an example. The matrix (0 -1) has the eigenvalues ------------------------------------------------------------------ (1 0) i and -i. For -i we obtain ix1-x2=0 and x1+ix2=0. I got a corresponding eigen vector (1 i), but when I controlled this result with...
  5. S

    Understanding Quantum Physics: Exploring Operators and Eigenvalues

    I am new to quantum physics. Is there is any operator in quantum physics that does not show eigenvalue property? Give example please, thankx...
  6. P

    MAPLE Software Eigenvalue Problem Question

    Hi, this is probably really basic for anyone really good with MAPLE but I just solved an Eigenvalue problem in MAPLE and it displays the answer for lambda as a list since my problem contained a 6x6 matrix. My problem is that I want to be able to perform an operation of each individual output...
  7. P

    Solving Eigenvalue / Eigenvector Problem

    Homework Statement The problem is from a text on FEA, but I've "solved" the problem down to an eignenvalue/eigenvector problem. The point is to show that L_n = (2n-1)pi / (2a) and that the solution u(r,T) = sum [ a_n r^(L_n) ( cos (L_n * T) + (-1)^n sin (L_n * T) ] for n = 1 to infinity. L...
  8. Saladsamurai

    General Question(s) about Eigenvalue Problem

    Homework Statement I am having some trouble with this procedure and I am not exactly sure how to phrase my questions; so I will procede with one particular problem that is giving me trouble and perhaps someone can help to shed light on it. :smile: In one problem, I am given some matrix...
  9. B

    Diagonalize Matrix, Given an Eigenvalue and Eigenvector

    Homework Statement \begin{bmatrix} -7 && -16 && 4\\ 6 && 13 && -2\\ 12 && 16 && 1 \end{bmatrix} Diagonalize the matrix (if possible), given that one eigenvalue is 5, and that one eigenvector is {-2, 1, 2}Homework Equations A=PDP^{-1} The Attempt at a Solution If I were allowed to simply...
  10. S

    Eigenvalue of vector space of polynomials

    Let V=C[x]10 be the fector space of polynomials over C of degree less than 10 and let D:V\rightarrowV be the linear map defined by D(f)=f' where f' denotes the derivatige. Show that D11=0 and deduce that 0 is the only eigenvalue of D. find a basis for the generalized eigenspaces V1(0), V2(0)...
  11. T

    Eigenfunction and Eigenvalue Confusion

    Homework Statement given the following functions: y(x)= Acos(kx) y(x)=A sin(kx)-Acos(kx) y(x)=Acos(kx)+iAsin(kx) y(x)=A d(x-x0) Which are eigenfunctions of the position, momentum, potential energy,kinetic energy, hamiltonian, and total energy operators Homework Equations y(x) is...
  12. N

    Hamiltonian matrix eigenvalue calculation

    Homework Statement A spin system with only 2 possible states H = (^{E1}_{0} ^{0}_{E2}) with eigenstates \vec{\varphi_{1}} = (^{1}_{0}) and \vec{\varphi_{2}} = (^{0}_{1}) and eigenvalues E1 and E2. Verify this & how do these eigenstates evolve in time? Homework Equations...
  13. M

    Eigenvalue of the Hamiltonian

    Homework Statement Homework Equations The Attempt at a Solution I think I have to use the fact that [a+ , a] = 1 but I don't know where to apply this.
  14. N

    Prove or Disprove: a 3x3 matrix A can have 0 as a eigenvalue

    Homework Statement Prove or Disprove: a 3x3 matrix A can have 0 as a eigenvalue Homework Equations (xI-A)=0 The Attempt at a Solution I believe it's false just because I've never seen it. I have no idea how to prove it.
  15. L

    Is there a formula for calculating the derivative of the largest eigenvalue?

    Assume A=f(t) is an nxn matrix with all elements being non-negative. The eigenvalue with the largest absolute value is real and positive. We will call it r. Is there an analytical way to calculate dr/dt, or at least find the values of t for which dr/dt=0?
  16. J

    Energy Eigenvalue for a Two State System

    Homework Statement The Hamiltonian for a two state system is given by H=a(|1><1|-|2><2|+|1><2|+|2><1|) where a is a real number. Find the energy eigenvalue and the corresponding energy eigenstate.Homework Equations The Attempt at a Solution I don't know how to start, I'm looking for a hint...
  17. U

    Two coupled Sturm-Liouville Eigenvalue Problems in 2-D

    Hello everybody, I have been trying to solve coupled two eigenvalue (Sturm-Liouville) problems in terms of two (eigen) functions u[x,y] and v[x,y]. I have been using Mathematica trying to solve the coupled equations analytically in their original form, but the Mathematica doesn't seem to...
  18. L

    Solve Eigenvalue Problem: q, x, A, Ak

    Homework Statement Given that q is an eigenvalue of a square matrix A with corresponding eigenvector x, show that qk is an eigenvalue of Ak and x is a corresponding eigenvector. Homework Equations N/A The Attempt at a Solution I really haven't been able to get far, but; If x is an...
  19. T

    Odd result from an eigenvalue problem in the Euler equations

    Given the Euler equations in two dimensions in a moving reference frame: \frac{\partial U}{\partial t} + \frac{\partial F\left(U\right)}{\partial x} = 0 U = \left(\rho , \rho u , \rho v , \rho e \right) F\left(U\right) = \left(\left(1-h\right)\rho u , \left(1-h\right)\rho u^2...
  20. Z

    Product of reflection matrices without eigenvalue 1

    I'm wondering if anybody could suggest some techniques that might be brought to bear on the following problem: Suppose a finite sequence M_1,M_2,\dots,M_k of 4\times 4 orthogonal reflection matrices is given. I'm interested in determining conditions on these matrices that will guarantee that...
  21. K

    Solution to an eigenvalue problem ?

    "solution to an eigenvalue problem" ? I am trying to reproduce the results from a paper. The essence of the paper is hidden in just one equation (eq. 11) and some lines of text. For me this is going somewhat too fast. Below are the essential parts of the paper, describing the problem (and...
  22. S

    Eigenvectors with a repeated eigenvalue

    Homework Statement For the following linear system: \frac{dx}{dt} = -2x \frac{dy}{dt} = -2y Obtain the general solution. Homework Equations The Attempt at a Solution A= -2 0 0 -2 Using the determinant of A-\lambdaI I got a repeated eigenvalue of -2. I am...
  23. J

    How do I determine orthogonal eigenvectors for a repeated eigenvalue?

    Homework Statement There is an Hamiltonian operation which is given by (2 1 1) (1 2 1) = H ; 3-by-3 matrix (1 1 2) And let's have an arbtrary eigenvector (a) (b) = v ; (3x1) matrix (c) Then, from the characteristic equation, the eigenvalues are 1,4. Here eigenvalue 1 is...
  24. J

    Quantum mechanics - spin operator eigenvalue probability?

    Hi, I have this problem on a past exam paper I am having some trouble with: "in the conventional basis of the eigenstates of the Sz operator, the spin state of a spin-1/2 particle is described by the vector: u = \left( \stackrel{cos a}{e^i^b sina} \right) where a and B are constants...
  25. R

    Gerschgorins theorem in eigenvalue problem

    Hi. I was wondering if anyone can give me advice on how to answer the following question. Use Gerschgorin's theorem to show the effect of increasing the size of the matrix in your solution to the eigenvalue problem: y''+lambda*y=0 y(0)=y(1)=0 Thanks Main issue is that I don't...
  26. I

    Understanding Eigenvalues and the Role of Sigma in Integrals

    [URGENT] another Eigenvalue problem Homework Statement [PLAIN]http://img99.imageshack.us/img99/1762/222n.png Homework Equations N/A The Attempt at a Solution I've no clue what's going on for this one. What does that function even do anyway?
  27. I

    Efficiently Solving the Eigenvalue Problem: Sturm-Liouville Equation [URGENT]"

    [URGENT] Eigenvalue problem Homework Statement [PLAIN]http://img228.imageshack.us/img228/4990/111em.png Homework Equations Sturm-Liouville equation? The Attempt at a Solution I guess I'm just totally lost here. I've no idea how to start. It seems to me that maybe solving for...
  28. D

    Prove: (\lambda)^m is an Eigenvalue of A^m

    Let \lambda be an eigenvalue of A and let \mathbf{x} be an eigenvector belonging to \lambda. Use math induction to show that, for m\geq1, (\lambda)^m is an eigenvalue of A^m and \mathbf{x} is an eigenvector of A^m belonging to (\lambda)^m. A\mathbf{x}=\lambda\mathbf{x} p(1)...
  29. J

    1 Eigenvalue and 2 Eigenvectors

    Hi all, Let's say we have a symmetric matrix A with its corresponding diagonal matrix D. If A has only 1 eigenvalue, how do we show that there exists 2 eigenvectors? thanks!
  30. T

    Solving Eigenvalue Problems: What Is Induction?

    Homework Statement [PLAIN]http://img28.imageshack.us/img28/5227/79425145.jpg The Attempt at a Solution I'm not exactly sure how to go about this problem. How do I start?
  31. M

    Proving Eigenvector and Eigenvalue Relationship for A and A-cI

    Homework Statement If v is an eigenvector of A with corresponding eigenvalue \lambda and c is a scalar, show that v is an eigenvector of A-cI with corresponding eigenvalue \lambda-c. Homework Equations The Attempt at a Solution I started out thinking that I have to figure out how...
  32. D

    Does anyone know any free online eigenvalue solver?

    does anyone know any free online eigenvalue solver? thanks.
  33. T

    Eigenvalue Factorization and Matrix Substitution

    In my literature reviews I found a few things that I can't quite understand. Homework Statement I have the following equation: http://img717.yfrog.com/img717/6416/31771570.jpg I'm told that by using the eigenvalue factorization: http://img89.yfrog.com/img89/760/83769756.jpg , I can...
  34. S

    Hermitian matrix with negative eigenvalue

    Homework Statement Hello, I have the following problem: Suppose A is a hermitian matrix and it has eigenvalue \lambda <=0. Show that A is not positive definite i.e there exists vector v such that (v^T)(A)(v bar) <=0 The Attempt at a Solution Let w be an eigenvetor we have the following...
  35. T

    Help in Finding Eigenvectors Associated with Complet Eigenvalue

    The last matrix at the bottom of the second page is the Eigenvector found using Matlab. I'm trying to find it by hand. I found the Real Eigenvector associated with L=76.2348. But I've tried to find the Eigenvector's for the complex Eigenvalues for a while and can't get the answer given by...
  36. S

    Matrix with One Eigenvalue and Non-Eigenvector Eigenvectors

    Hi, this is my 1st post here and i was wondering if I could get some help Suppose wehave a 2x2 matrix A with one eigenvalue \lambda, but it is not a scalar matrix. Suppose \vec{v2} is a nonzero vector which is not an eigenvector of A; show that \vec{v1} = (A-\lambda)\vec{v2} is an eigenvector...
  37. S

    Find Eigenvalue: Solutions for Beginners

    Hi all, any help greatly appreciated. Please bear in mind that i have no experience in any Physics and genuinly have no idea how to these questions. Homework Statement An eigenfunction of the operator d^2/dx^2 is ψ = e^2x. Find the corresponding eigenvalue. Homework Equations...
  38. D

    Leslie matrix with no dominant eigenvalue

    Homework Statement What is the consequence for a population model if the Leslie matrix used has no dominant eigenvalue? Homework Equations x(k) = Ax(k-1), where A is the Leslie matrix, x is a vector representing the initial population distribution. x(k) is the vector of the...
  39. Z

    Prove that a square matrix is not invertible iff 0 is an eigenvalue of A

    Homework Statement Prove that a square matrix is not invertible if and only if 0 is an eigenvalue of A.Homework Equations The Attempt at a Solution Given: A\vec{x} = \lambda\vec{x} \Rightarrow A\vec{x} - \lambda\vec{x} = \vec{0} \Rightarrow (A - \lambda I)\vec{x} = \vec{0}...
  40. T

    Eigenvalue of the coherent state

    Hi all, the annihilation operator satisfies the equation \hat{a}|n>=\sqrt{n}|n-1> and \hat{a}|0>=0 so the matrix of \hat{a} should be http://www.tuchuan.com/a/2010020418032158925.jpg and zero is the only eigenvalue of this matrix. The coherent state is defined by...
  41. S

    Does A Have a Positive Eigenvalue Using Topology?

    Homework Statement Let A denote a 3x3 matrix with positive real entries. Show that A has a positive real Eigenvalue. Homework Equations This is a problem from a topology course, assigned in the chapter on fundamental groups and the Brouwer fixed point theorem.The Attempt at a Solution I...
  42. N

    2x2 matrix A has only one eigenvalue λ with eigenvector v

    This is a revision problem I have come across, I have completed the first few parts of it, but this is the last section and it seems entirely unrelated to the rest of the problem, and I can't get my head around it! Suppose that the 2x2 matrix A has only one eigenvalue λ with eigenvector v...
  43. K

    On the multiplicity of the eigenvalue

    On the multiplicity of the eigenvalue Dear friends, Might you tell me any hint on the multiplicity of the max eigenvalue, i.e., one, of the following matrix. 1 0 0 0 0 p21 0 p23 0 0 0 p32 0 p34 0...
  44. T

    Eigenvalue of 3D rotation matrix

    It was pretty cool to stumble upon Euler's formula as the eigenvalues of the rotation matrix. det(Rot - kI) = (cos t - k)2 + sin2t =k2-2(cos t)k + cos2t + sin2t =k2-2(cos t)k + 1 k = {2cos t +/- \sqrt{4cos^2(t) - 4}}/2 k = cos t +/- \sqrt{cos^2(t) - 1} k = cos t +/- \sqrt{cos^2(t) - cos^2t -...
  45. J

    Can a matrix A be decomposed if it doesn't have n distinct eigenvalues?

    If a n x n matrix A has an eigenvalue decomposition, so if it has n different eigenvalues, by the way, is it correct that a n x n matrix that doesn't have n different eigenvalues can't be decomposed? Are the more situations in which it can't be decomposed? Why can't I just put the same...
  46. S

    Eigenvalue true and false

    Let A and B be nxn matrices, where B is invertible. Suppose that 4 is an eigenvalue of A, and 5 is an eigenvalue of B. Find ALL true statements. A) 4 is an eigenvalue of A^T B) 4 is an eigenvalue of (B^−1)AB C) 265 is an eigenvalue of (A^4)+A+5I D) 8 is an eigenvalue of A+(A^T) E) 20 is an...
  47. W

    Eigenvalue Statements for Invertible Matrices

    Homework Statement Let A and B be n x n matrices, where B is invertible. Suppose that 2 is an eigenvalue of A, and −2 is an eigenvalue of B. Find ALL true statements below. A. −4 is an eigenvalue of AB B. 16 is an eigenvalue of A^3+A+6I C. 4 is an eigenvalue of A+A(Transpose) D. 2 is an...
  48. H

    Eigenvalue and eigenvectors of COMPLEX matrix

    dear all how do you find the eigenvalues and eigenvectors of a complex matrix? 0 ; -i ; 0 ; 0 i ; 0 ; -i*sqrt(2) ; 0 0 ; i*sqrt(2) ; 0 ; -i*sqrt(5) 0 ; 0 ...
  49. N

    Finding eigenvalue and normalized eigenstate of a hamiltonian

    Homework Statement The system described by the Hamiltonian H_0 has just two orthogonal energy eigenstates, |1> and |2> , with <1|1>=1 , <1|2> =0 and <2|2>=1 . The two eignestates have the same eigenvalue , E_0: H_0|i>=E_0|i>, for i=1 and 2. Now suppose the Hamiltonian for the...
  50. B

    Similar to an eigenvalue problem.help

    Consider the following linear homogeneous ordinary differential equation system: (NB this system describes the movement of the natural response of a two degree of freedom structural system made up of two lumped masses connected by elastic rigidities) : \left( \begin{array}{cc}...
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