Lu Decomposition Calculator + Online Solver With Free Steps (2024)

The Lu Decomposition Calculator is used to factorize a square matrix with three rows and three columns into two matrices.

It decomposes a square matrix A into a lower triangular matrix L and an upper triangular matrix U.

The calculator takes a square matrix A with the order 3 x 3 as input and outputs the LU decomposition of the matrix that is the product of the matrices L and U. So, the matrix A can be written as:

A = LU

Where L and U are the lower triangular form and the upper triangular form of the square matrix A respectively. They both are special types of square matrices.

The lower triangular matrix is specified by having all the entries equal to zero which are above the main diagonal. Similarly, the upper triangular matrix has all the elements below its main diagonal equal to zero.

In LU decomposition, the entries above the main diagonal in the lower triangular matrix and the entries below the main diagonal in the upper triangular matrix are not altered.

The calculator only changes the remaining entries according to the matrix A.

The user can use this calculator to solve a system of three linear equations using LU decomposition. The coefficients in the system of three linear equations can be written in matrix form as:

AX = B

Where X is the unknown matrix. In LU decomposition, the matrix A is replaced with the product of matrices LU as follows:

LUX = B

The matrices L and U will be obtained by using this calculator. If we suppose UX=Y and substitute in the above equation, it gives:

LY = B

First solving for Y in the above equation and then putting the values of Y in UX = Y and then solving for X gives the solution of the system of three linear equations using LU decomposition.

Lu Decomposition Calculator + Online Solver With Free Steps (1)

What Is a LU Decomposition Calculator?

The Lu Decomposition Calculator is an online tool that is used to decompose a 3 x 3 square matrix A into the product of an upper triangular 3 x 3 square matrix U and a lower triangular 3 x 3 square matrix L.

How To Use the Lu Decomposition Calculator

The user can use the Lu Decomposition Calculator by following the steps given below:

Step 1

The user must first enter the first row of the 3 x 3 square matrix A in the calculator’s input window. The three elements should be entered in curly brackets with commas separating them in the block labeled, “Row 1”.

For the default example, the elements of the first row entered are { 3,1,6 }.

Step 2

The user must now enter the second row of the matrix A in the input tab of the calculator.

To form a square matrix, the user must enter three entries in the block labeled, “Row 2” in between flower brackets with commas separating the elements.

The user enters the second row as { -6,0,-16 } for the default example.

Step 3

The third row of the square matrix A should be entered in the block titled, “Row 3” in the calculator’s input window. For the default example, the entries of the third row are { 0,8,-17 }.

Step 4

The user must now press the “Submit” button for the calculator to process the input 3 x 3 matrix entered by the user.

Output

The calculator displays the output in the following two windows by computing the LU decomposition of the input matrix.

Input

The calculator interprets the input and displays the three input rows in the form of a 3 x 3 square matrix in this output window.

For the default example, the calculator shows the Input interpretation as follows:

\[ LU \ decomposition = \begin{bmatrix} 3 & 1 & 6 \\ -6 & 0 & -16 \\ 0 & 8 & -17 \\ \end{bmatrix} \]

Result

The calculator computes the LU decomposition of the square matrix A by using the equation:

A = LU

For the default example, the calculator displays the A, L, and U as follows:

\[ A = \begin{bmatrix} 3 & 1 & 6 \\ -6 & 0 & -16 \\ 0 & 8 & -17 \\ \end{bmatrix} \]

\[ L = \begin{bmatrix} 1 & 0 & 0 \\ -2 & 1 & 0 \\ 0 & 4 & 1 \\ \end{bmatrix} \]

\[ U = \begin{bmatrix} 3 & 1 & 6 \\ 0 & 2 & -4 \\ 0 & 0 & -1 \\ \end{bmatrix} \]

Solved Example

The following example is solved through the Lu Decomposition Calculator.

Example 1

For the square matrix A given as:

\[ A = \begin{bmatrix} 1 & 1 & 1 \\ 4 & 3 & -1 \\ 3 & 5 & 3 \\ \end{bmatrix} \]

Compute the matrices L and U from the LU decomposition method.

Solution

The user must enter the three rows as { 1,1,1 } , { 4,3, -1 } and { 3,5,3 } in the three input blocks of the calculator.

After submitting the three input rows, the calculator displays the 3 x 3 Input square matrix as follows:

\[ LU \ decomposition = \begin{bmatrix} 1 & 1 & 1 \\ 4 & 3 & -1 \\ 3 & 5 & 3 \\ \end{bmatrix} \]

The calculator computes the LU decomposition of the input matrix A and displays the three matrices as follows:

\[ A = \begin{bmatrix} 1 & 1 & 1 \\ 4 & 3 & -1 \\ 3 & 5 & 3 \\ \end{bmatrix} \]

\[ L = \begin{bmatrix} 1 & 0 & 0 \\ 4 & 1 & 0 \\ 3 & -2 & 1 \\ \end{bmatrix} \]

\[ U = \begin{bmatrix} 1 & 1 & 1 \\ 0 & -1 & -5 \\ 0 & 0 & -10 \\ \end{bmatrix} \]

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Lu Decomposition Calculator + Online Solver With Free Steps (2024)

FAQs

How do you find the solution of LU decomposition? ›

Using LU decomposition to solve systems of equations

Given A, find L and U so that A = LU. Hence LUX = B. Let Y = UX so that LY = B. Solve this triangular system for Y .

What is the LU factorization of a matrix? ›

LU Factorization of Matrix

LU factorization is a way of decomposing a matrix A into an upper triangular matrix U , a lower triangular matrix L , and a permutation matrix P such that PA = LU . These matrices describe the steps needed to perform Gaussian elimination on the matrix until it is in reduced row echelon form.

Is LU decomposition unique? ›

The LU decomposition may not exist for a matrix A . If the LU decomposition exists then it is unique. The LU decomposition provides an efficient means of solving linear equations. The reason that L has all diagonal entries set to 1 is that this means the LU decomposition is unique.

What is the LU decomposition method in math? ›

LU decomposition, short for Lower-Upper decomposition, is a matrix factorization technique used to break down a square matrix into the product of a lower triangular matrix (L) and an upper triangular matrix (U). It's commonly employed to simplify solving systems of linear equations and calculating determinants.

Is QR decomposition is the same as LU decomposition? ›

Another decomposition method is QR decomposition. One advantage of QR decomposition over LU decomposition is that this method does not require that the decomposition be carried out on a square matrix.

Is LU factorization always possible? ›

We have proved that not all square matrices have an LU factorization. However, we can always permute the rows of a matrix (i.e., repeatedly interchange them) so as to get an LU factorization, as illustrated by the following proposition.

How do you find the determinant of a matrix using LU decomposition? ›

The LU decomposition computes three matrices such that A=PLU. Thus, detA=detPdetLdetU. L and U are triangular, so we just need to compute the product of the diagonals.

Why is LU decomposition important? ›

One common method of matrix decomposition is LU decomposition. Commonly used to computationally solve systems of equations, and to find the determinant of a matrix, LU decomposition decomposes a square matrix into a pair of triangular matrices to more easily carry out Gaussian elimination.

What is the underlying idea of LU decomposition method? ›

In numerical analysis and linear algebra, lower–upper (LU) decomposition or factorization factors a matrix as the product of a lower triangular matrix and an upper triangular matrix (see matrix decomposition). The product sometimes includes a permutation matrix as well.

Is LU decomposition only for square matrix? ›

For matrices that are not square, LU decomposition still makes sense. Given an m × n matrix M, for example we could write M = LU with L a square lower unit triangular matrix, and U a rectangular matrix. Then L will be an m × m matrix, and U will be an m × n matrix (of the same shape as M).

How do you find log base ex on a calculator? ›

Answer and Explanation:

log base e is the natural ln. To find the ln of a number on a scientific calculator. For most calculators this simply involves entering the number and then pressing the ln key. The ln of the number will be displayed.

How to find the lower triangular matrix? ›

The lower triangular matrix is a type of triangular where all the elements above the principal diagonal are zero. In simple terms, a matrix L = {lij} is known as a lower triangular matrix if and only if lij = 0, for all i < j.

References

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