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Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET PDF Download

 Cayley-Hamilton theorem is quite an important theorem used in matrix theory. This theorem is named after its founder mathematicians Arthur Cayley and William Hamilton.

Explanation: 
Let us consider that A be an n×nn×n square matrix and if its characteristic polynomial is defined as:
P(λ)=|A−λ In
Where, I is the identity matrix of same order as A .

Then, according to Cayley-Hamilton theorem:
P(A)  = O 
Where, O  represents the zero matrix of same order as A .
We can say that if we replace λ by matrix A , then the relation would be equal to zero. Hence matrix A annihilates its own characteristic equation. 

 

Proof

Let us assume a square matrix A of dimension n×nn×n. If P(λ) be its characteristic polynomial, then by the definition of characteristic polynomial:

Also, let us suppose that Q(λ) be the adjoint matrix of A−λI, such that:

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

 

We have the formula:
(adjA)A = (detA)I

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

Also, we have:

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

On comparing (1) and (2), we get:

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

On multiplying ascending powers of A in each equation,

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

On adding all the equations together, Everything on left hand side cancels out and we obtain,

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

Hence, the statement of Cayley Hamilton theorem is proved.

 

Examples

The examples based on Cayley Hamilton theorem are illustrated below:
Example 1 :  Prove Cayley Hamilton theorem for the following matrix?

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

Solution:  Let A = Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

Let us find characteristic polynomial of given matrix.

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

In order to prove the statement of Cayley Hamilton theorem for A, we need to show that:

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

P(A) = O, hence Cayley Hamilton theorem for given matrix A is proved.


Example 2 : If Cayley Hamilton theorem holds for the matrix, then find its inverse.

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

Its characteristic polynomial is -

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

According to Cayley Hamilton theorem -

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

Therefore, equation (1) becomes - 

 

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET

Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET


Applications

Cayley Hamilton theorem is widely applicable in many fields not only related to mathematics, but in other scientific fields too. This theorem is used all over in linear algebra. One can easily find inverse of a matrix using Cayley Hamilton theorem. It also plays an important role in solving ordinary differential equations. This theorem is quite useful in physics also. Cayley Hamilton theorem plays a vital role in computer programming and coding. In a newer subject - Rheology, where behaviour of material is studied, this theorem is used to determine the equations that illustrate nature of materials.

The document Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics | Physics for IIT JAM, UGC - NET, CSIR NET is a part of the Physics Course Physics for IIT JAM, UGC - NET, CSIR NET.
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FAQs on Cayley-Hamilton Theorem - Mathematical Methods of Physics, UGC - NET Physics - Physics for IIT JAM, UGC - NET, CSIR NET

1. What is the Cayley-Hamilton Theorem?
Ans. The Cayley-Hamilton Theorem states that every square matrix satisfies its own characteristic equation. In other words, if A is a square matrix and det(A - λI) is the characteristic equation of A, then substituting A for λ in the equation will result in the zero matrix.
2. What is the importance of the Cayley-Hamilton Theorem in mathematical methods of physics?
Ans. The Cayley-Hamilton Theorem plays a crucial role in mathematical methods of physics because it provides a powerful tool for solving linear differential equations and analyzing the behavior of dynamical systems. By applying the theorem, one can obtain a simple expression for the powers of a matrix, which is useful in various areas of physics, including quantum mechanics and classical mechanics.
3. How can the Cayley-Hamilton Theorem be used in UGC-NET Physics exam?
Ans. In the UGC-NET Physics exam, the Cayley-Hamilton Theorem can be used to solve problems related to linear algebra and matrix theory. It can help in finding the eigenvalues and eigenvectors of a given matrix, determining the diagonalizability of a matrix, and solving systems of linear equations. Familiarity with the theorem and its applications can greatly enhance one's ability to solve mathematical problems in the exam.
4. Are there any limitations or conditions to apply the Cayley-Hamilton Theorem?
Ans. Yes, there are certain conditions that must be satisfied to apply the Cayley-Hamilton Theorem. Firstly, the matrix must be square. Secondly, the matrix must have a characteristic equation, which means it must be possible to compute its determinant. Additionally, the theorem assumes that the matrix is defined over a field, which is a mathematical structure with certain properties. These conditions need to be fulfilled for the theorem to be applicable.
5. Can you provide an example of how the Cayley-Hamilton Theorem can be used in physics?
Ans. Certainly! Let's consider a system described by a matrix A. If we want to find the time evolution of this system, we can write down the differential equation dX/dt = AX, where X is the state vector. By applying the Cayley-Hamilton Theorem to the matrix A, we can express A^2, A^3, and higher powers of A in terms of A and its eigenvalues. This allows us to solve the differential equation and determine the behavior of the system over time, which is essential in physics to study various dynamical phenomena.
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