Triangular and Echelon Forms
Table of Contents
1. Triangular Form
For any square matrix, the main diagonal are the entries where the row # = column #. A square matrix is called upper triangular if all the entries below the diagonal are 0, or lower triangular if all the entries above the diagonal are 0.
When a matrix is simplified to triangular form it becomes much easier to solve and back substitute. In order to turn a matrix into triangular form, follow the procedure:
- Turn 1st column into all 0s (other than the top entry)
- Turn 2nd column into all 0s (other than the top 2 entries)
- Repeat for all columns
2. Echelon Forms
2.1. Row Echelon Form
The analogue to triangular form for non-square matrices is the row echelon form (REF). Matrices in REF satisfy the following two conditions:
- All the zero rows are at the bottom
- The leading entry of each row is to the right of the row above it
The leading entry of a row is the first number in that row that is nonzero.
Note that a key difference between REF and upper triangular form is that the upper triangular form makes no conditions on the leading entry of each row, so it is possible that a matrix is in upper triangular form but not in REF.
2.2. Reduced Row Echelon Form
A more simplified form of this is the reduced row echelon form, or RREF. Matrices in RREF satisfy all the conditions of REF, plus the following two conditions:
- Each leading entry is 1
- All columns with leading entries are all 0 other than the leading entry itself
An important property of the RREF is that every matrix has a unique RREF, which can be useful for certain proofs.
2.3. Pivots
A pivot position is a location in a matrix which has a leading 1 in its RREF. We can find the pivots by locating the leading entries in a matrix that is in REF.
3. Existence/Uniqueness Theorem
Given the augmented matrix of a system,
- If a pivot is in the final column, then the system is not consistent
- If there is no pivot in the final column, then it is consistent
- If all prior columns have pivots, then there is a unique solution