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A First Course in Linear Algebra, 2017a

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5.9. The General Solution of a L<strong>in</strong>ear System 317<br />

It turns out that we can use l<strong>in</strong>ear transformations to solve l<strong>in</strong>ear systems of equations. Indeed given<br />

a system of l<strong>in</strong>ear equations of the form A⃗x = ⃗ b, one may rephrase this as T (⃗x)= ⃗ b where T is the l<strong>in</strong>ear<br />

transformation T A <strong>in</strong>duced by the coefficient matrix A. With this <strong>in</strong> m<strong>in</strong>d consider the follow<strong>in</strong>g def<strong>in</strong>ition.<br />

Def<strong>in</strong>ition 5.62: Particular Solution of a System of Equations<br />

Suppose a l<strong>in</strong>ear system of equations can be written <strong>in</strong> the form<br />

T (⃗x)=⃗b<br />

If T (⃗x p )= ⃗ b, then⃗x p is called a particular solution of the l<strong>in</strong>ear system.<br />

Recall that a system is called homogeneous if every equation <strong>in</strong> the system is equal to 0. Suppose we<br />

represent a homogeneous system of equations by T (⃗x)=⃗0. It turns out that the⃗x for which T (⃗x)=⃗0 are<br />

part of a special set called the null space of T . We may also refer to the null space as the kernel of T ,and<br />

we write ker (T ).<br />

Consider the follow<strong>in</strong>g def<strong>in</strong>ition.<br />

Def<strong>in</strong>ition 5.63: Null Space or Kernel of a L<strong>in</strong>ear Transformation<br />

Let T be a l<strong>in</strong>ear transformation. Def<strong>in</strong>e<br />

ker(T )=<br />

{ }<br />

⃗x : T (⃗x)=⃗0<br />

The kernel, ker(T ) consists of the set of all vectors ⃗x for which T (⃗x) =⃗0. Thisisalsocalledthe<br />

null space of T .<br />

We may also refer to the kernel of T as the solution space of the equation T (⃗x)=⃗0.<br />

Consider the follow<strong>in</strong>g example.<br />

Example 5.64: The Kernel of the Derivative<br />

Let<br />

dx d denote the l<strong>in</strong>ear transformation def<strong>in</strong>ed on f , the functions which are def<strong>in</strong>ed on R and have<br />

a cont<strong>in</strong>uous derivative. F<strong>in</strong>d ker ( )<br />

d<br />

dx<br />

.<br />

Solution. The example asks for functions f which the property that df<br />

dx<br />

= 0. As you may know from<br />

calculus, these functions are the constant functions. Thus ker ( )<br />

d<br />

dx<br />

is the set of constant functions. ♠<br />

Def<strong>in</strong>ition 5.63 states that ker(T ) is the set of solutions to the equation,<br />

T (⃗x)=⃗0<br />

S<strong>in</strong>cewecanwriteT (⃗x) as A⃗x, you have been solv<strong>in</strong>g such equations for quite some time.<br />

We have spent a lot of time f<strong>in</strong>d<strong>in</strong>g solutions to systems of equations <strong>in</strong> general, as well as homogeneous<br />

systems. Suppose we look at a system given by A⃗x = ⃗ b, and consider the related homogeneous

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