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Linear Algebra, 2020a

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18 Chapter One. <strong>Linear</strong> Systems<br />

We write scalar multiplication either as r · ⃗v or ⃗v · r, and sometimes even<br />

omit the ‘·’ symbol: r⃗v. (Do not refer to scalar multiplication as ‘scalar product’<br />

because that name is for a different operation.)<br />

2.12 Example<br />

⎛ ⎞ ⎛ ⎞<br />

⎛<br />

⎜<br />

2<br />

⎞ ⎛ ⎞ ⎛<br />

3<br />

⎟ ⎜ ⎟ ⎜<br />

2 + 3<br />

⎞ ⎛<br />

⎟ ⎜<br />

5<br />

⎞ 1 7<br />

⎟<br />

4<br />

⎝3⎠ + ⎝−1⎠ = ⎝3 − 1⎠ = ⎝2⎠ 7 · ⎜ ⎟<br />

⎝−1⎠ = 28<br />

⎜ ⎟<br />

⎝ −7 ⎠<br />

1 4 1 + 4 5<br />

−3 −21<br />

Observe that the definitions of addition and scalar multiplication agree where<br />

they overlap; for instance, ⃗v + ⃗v = 2⃗v.<br />

With these definitions, we are set to use matrix and vector notation to both<br />

solve systems and express the solution.<br />

2.13 Example This system<br />

2x + y − w = 4<br />

y + w + u = 4<br />

x − z + 2w = 0<br />

reduces in this way.<br />

⎛<br />

⎜<br />

2 1 0 −1 0 4<br />

⎞<br />

⎟<br />

⎝0 1 0 1 1 4<br />

1 0 −1 2 0 0<br />

−→<br />

⎠ −(1/2)ρ 1+ρ 3<br />

(1/2)ρ 2 +ρ 3<br />

−→<br />

⎛<br />

⎜<br />

2 1 0 −1 0 4<br />

⎞<br />

⎟<br />

⎝0 1 0 1 1 4⎠<br />

0 −1/2 −1 5/2 0 −2<br />

⎛<br />

⎜<br />

2 1 0 −1 0 4<br />

⎞<br />

⎟<br />

⎝0 1 0 1 1 4⎠<br />

0 0 −1 3 1/2 0<br />

The solution set is {(w +(1/2)u, 4 − w − u, 3w +(1/2)u, w, u) | w, u ∈ R}. We<br />

write that in vector form.<br />

⎛ ⎞ ⎛ ⎞ ⎛ ⎞ ⎛ ⎞<br />

x 0 1 1/2<br />

⎜y<br />

⎟ ⎜4<br />

⎟ ⎜−1<br />

⎟ ⎜−1<br />

⎟<br />

{<br />

z<br />

=<br />

0<br />

+<br />

⎜ ⎟ ⎜ ⎟ ⎜<br />

⎝w⎠<br />

⎝0⎠<br />

⎝<br />

u 0<br />

3<br />

1<br />

0<br />

w +<br />

1/2<br />

u | w, u ∈ R}<br />

⎟ ⎜ ⎟<br />

⎠ ⎝ 0 ⎠<br />

1<br />

Note how well vector notation sets off the coefficients of each parameter. For<br />

instance, the third row of the vector form shows plainly that if u is fixed then z<br />

increases three times as fast as w. Another thing shown plainly is that setting

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