An important technique for solving a homogeneous system of linear
equations is
to form the augmented matrix and
reduce to
reduced row echelon form.
Definition (Reduced Row Echelon Form). A
matrix is said to be in row-reduced echelon form provided that
(i) In each row that does not consist of
all zero elements, the first non-zero element in this row is a 1. (called. a
"leading 1).
(ii) In each column that contains a
leading 1 of some row, all other elements of this column are zeros.
(iii) In any two successive rows with
non-zero elements, the leading 1 of the the lower row occurs farther to the
right than the leading 1 of the higher row.
(iv) If there are any rows contains only
zero elements then they are grouped together at the bottom.
Definition (Rank). The number of
nonzero rows in the reduced row echelon form of a matrix is
called the rank of
and is denoted by .
Lemma. Consider the m � n homogeneous
linear system , where
is the augmented matrix then .
Theorem. Consider the n � n homogeneous
linear system .
(i) If then
the system has the unique solution .
(ii) If then
the system has an infinite number of solution.
When the matrix , is
an n � n, square matrix, then the determinant can be used to express these
ideas.
Theorem. Consider the n � n homogeneous
linear system .
(i) If then
the system has the unique solution .
(ii) If then
the system has an infinite number of solution.
Mathematica Subroutine (Complete Gauss-Jordan
Elimination).
Free Variables
When the linear system is underdetermined, we needed to introduce free
variables in the proper location. The following subroutine will rearrange the
equations and introduce free variables in the location they are needed. Then
all that is needed to do is find the row reduced echelon form a second
time. This is done at the end of the next example.
Mathematica Subroutine (Under Determined Equations).
Application to Chemistry
Propane is used to reduce automobile emissions. Consider the chemical
equation which relates how propane molecules () combine
with oxygen atoms ()
to form carbon dioxide ()
and water ():
When a chemist wants to "balance this equation," whole numbers must
be found so that the number of atoms of carbon (C),
hydrogen (H) and oxygen (O)
on the left match their respective number on the right. To balance the
equation, write three equations which keep track of the number of carbon,
hydrogen and oxygen atoms, respectively.
The next example shows how to solve this system.