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Lecture Notes in Differential Equations - Bruce E. Shapiro

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131<br />

Therefore<br />

‖y + z‖ 2 ≤ ‖y‖ 2 + 2‖y‖‖z‖ + ‖z‖ 2 = (‖y‖ + ‖z‖) 2 (15.34)<br />

Tak<strong>in</strong>g square roots of both sides gives the third property of norms.<br />

Example 15.7. Let V be the vector space consist<strong>in</strong>g of <strong>in</strong>tegrable functions<br />

on an <strong>in</strong>terval (a, b), and let f ∈ V. Then the sup-norm def<strong>in</strong>ed by<br />

is a norm.<br />

‖f‖ ∞ = sup{|f(t)| : t ∈ (a, b)} (15.35)<br />

The first property follows because it is an absolute value. The only way<br />

the supremum of a non-negative function can be zero is if the function is<br />

identically zero.<br />

The second property follows because sup |cf(t)| = |c| sup |f(t)|<br />

The third property follows from the triangle <strong>in</strong>equality for real numbers:<br />

Hence<br />

|f(t) + g(t)| ≤ |f(t)| + |f(t)| (15.36)<br />

‖f + g‖ = sup |f(t)+g(t)| ≤ sup |f(t)|+sup |f(t)| = ‖f‖+‖g‖ (15.37)<br />

Def<strong>in</strong>ition 15.3. A L<strong>in</strong>ear Operator is a function L : V ↦→ V whose doma<strong>in</strong><br />

and range are both the same vector space, and which has the follow<strong>in</strong>g<br />

properties:<br />

1. Additivity. For all vectors y, z ∈ V,<br />

L(y + z) = L(y) + L(z) (15.38)<br />

2. Homogeneity. For all numbers a and for all vectors y ∈ V,<br />

These two properties are sometimes written as<br />

L(ay) = aL(y) (15.39)<br />

L(ay + bz) = aL(y) + bL(z) (15.40)<br />

It is common practice to omit the parenthesis when discuss<strong>in</strong>g l<strong>in</strong>ear operators.

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