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Linear combinations of vectors

Linear combinations of vectors

A linear combination

A linear combination of u⃗\displaystyle \vec{u} and v⃗\displaystyle \vec{v} is a vector of the form su⃗+tv⃗\displaystyle s\vec{u}+t\vec{v}, where s\displaystyle s and t\displaystyle t are numbers. All the vectors expressed so far – u⃗+12v⃗\displaystyle \vec{u}+\frac{1}{2}\vec{v}, −u⃗+v⃗+w⃗\displaystyle -\vec{u}+\vec{v}+\vec{w} – are linear combinations.

Two theorems (without proof):

  • In the plane: if u⃗\displaystyle \vec{u} and v⃗\displaystyle \vec{v} are not collinear, every vector in their plane can be written in exactly one way as su⃗+tv⃗\displaystyle s\vec{u}+t\vec{v}. Every such combination lies in the plane of u⃗\displaystyle \vec{u} and v⃗\displaystyle \vec{v} or in a plane parallel to it.
  • In space: if u⃗\displaystyle \vec{u}, v⃗\displaystyle \vec{v}, w⃗\displaystyle \vec{w} are not in one plane, every vector in space can be written in exactly one way as su⃗+tv⃗+rw⃗\displaystyle s\vec{u}+t\vec{v}+r\vec{w}.

Comparing coefficients: since the way is unique, if su⃗+tv⃗=s′u⃗+t′v⃗\displaystyle {s\vec{u}+t\vec{v}}={s'\vec{u}+t'\vec{v}}, then s=s′\displaystyle {s}={s'} and t=t′\displaystyle {t}={t'}.

Example: where two lines meet

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ABCD\displaystyle ABCD is a parallelogram, AB→=u⃗\displaystyle {\overrightarrow{AB}}={\vec{u}}, AD→=v⃗\displaystyle {\overrightarrow{AD}}={\vec{v}}.
E\displaystyle E is the midpoint of BC\displaystyle BC. The segments AE\displaystyle AE and BD\displaystyle BD meet at the point K\displaystyle K.
In what ratio does K\displaystyle K divide AE\displaystyle AE?

The solution below expresses AK→\displaystyle \overrightarrow{AK} in two ways, and compares coefficients.

  • K\displaystyle K is on AE\displaystyle AE: AK→=t⋅AE→=t(u⃗+12v⃗)=tu⃗+t2v⃗\displaystyle {\overrightarrow{AK}}={t\cdot\overrightarrow{AE}}={t\left(\vec{u}+\frac{1}{2}\vec{v}\right)}={t\vec{u}+\frac{t}{2}\vec{v}}.
  • K\displaystyle K is on BD\displaystyle BD: AK→=AB→+s⋅BD→=u⃗+s(v⃗−u⃗)=(1−s)u⃗+sv⃗\displaystyle {\overrightarrow{AK}}={\overrightarrow{AB}+s\cdot\overrightarrow{BD}}={\vec{u}+s(\vec{v}-\vec{u})}={(1-s)\vec{u}+s\vec{v}}.
  • Comparing the coefficients of u⃗\displaystyle \vec{u} and of v⃗\displaystyle \vec{v} gives a system of equations:
t=1−s,t2=st=1-s,\qquad \frac{t}{2}=s

So t=1−t2\displaystyle {t}={1-\frac{t}{2}}, t=23\displaystyle {t}={\frac{2}{3}}. That is, AK→=23AE→\displaystyle {\overrightarrow{AK}}={\frac{2}{3}\overrightarrow{AE}}, and AK:KE=2:1\displaystyle {AK:KE}={2:1}.

A line parallel to a plane, by vectors

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The plane ABC\displaystyle ABC is determined by u⃗=AB→\displaystyle {\vec{u}}={\overrightarrow{AB}} and v⃗=AC→\displaystyle {\vec{v}}={\overrightarrow{AC}}. If PQ→\displaystyle \overrightarrow{PQ} is a linear combination of u⃗\displaystyle \vec{u} and v⃗\displaystyle \vec{v}, then PQ\displaystyle PQ lies in the plane ABC\displaystyle ABC (when P\displaystyle P is in the plane) or is parallel to it (when P\displaystyle P is off the plane).

Example. In the triangular pyramid ABCD\displaystyle ABCD: AB→=u⃗\displaystyle {\overrightarrow{AB}}={\vec{u}}, AC→=v⃗\displaystyle {\overrightarrow{AC}}={\vec{v}}, AD→=w⃗\displaystyle {\overrightarrow{AD}}={\vec{w}}.
The point M\displaystyle M is on AD\displaystyle AD, and AM:MD=3:1\displaystyle {AM:MD}={3:1}.
The point N\displaystyle N satisfies DN→=18(DB→+DC→)\displaystyle {\overrightarrow{DN}}={\frac{1}{8}\left(\overrightarrow{DB}+\overrightarrow{DC}\right)}.
Is MN\displaystyle MN parallel to the plane ABC\displaystyle ABC?

  • DB→=u⃗−w⃗\displaystyle {\overrightarrow{DB}}={\vec{u}-\vec{w}} and DC→=v⃗−w⃗\displaystyle {\overrightarrow{DC}}={\vec{v}-\vec{w}}, so DN→=18u⃗+18v⃗−14w⃗\displaystyle {\overrightarrow{DN}}={\frac{1}{8}\vec{u}+\frac{1}{8}\vec{v}-\frac{1}{4}\vec{w}}.
  • MN→=MD→+DN→=14w⃗+18u⃗+18v⃗−14w⃗=18u⃗+18v⃗\displaystyle {\overrightarrow{MN}}={\overrightarrow{MD}+\overrightarrow{DN}}={\frac{1}{4}\vec{w}+\frac{1}{8}\vec{u}+\frac{1}{8}\vec{v}-\frac{1}{4}\vec{w}}={\frac{1}{8}\vec{u}+\frac{1}{8}\vec{v}}.
  • MN→\displaystyle \overrightarrow{MN} is a combination of u⃗\displaystyle \vec{u} and v⃗\displaystyle \vec{v}, and M\displaystyle M is off the plane ABC\displaystyle ABC: MN\displaystyle MN is parallel to the plane ABC\displaystyle ABC.
  • More than that: if F\displaystyle F is the midpoint of BC\displaystyle BC, then AF→=12u⃗+12v⃗\displaystyle {\overrightarrow{AF}}={\frac{1}{2}\vec{u}+\frac{1}{2}\vec{v}}, and MN→=14AF→\displaystyle {\overrightarrow{MN}}={\frac{1}{4}\overrightarrow{AF}}. So MN∥AF\displaystyle MN\parallel AF.
Exercise 1

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ABCD\displaystyle ABCD is a parallelogram, AB→=u⃗\displaystyle {\overrightarrow{AB}}={\vec{u}}, AD→=v⃗\displaystyle {\overrightarrow{AD}}={\vec{v}}.
M\displaystyle M is the midpoint of CD\displaystyle CD. The segments AM\displaystyle AM and BD\displaystyle BD meet at the point K\displaystyle K.

a
AK→=t⋅AM→\displaystyle {\overrightarrow{AK}}={t\cdot\overrightarrow{AM}} – express it with t\displaystyle t, u⃗\displaystyle \vec{u}, v⃗\displaystyle \vec{v}

    / – fraction bar · Tab or the arrows – between numerator and denominator, then a note above or below · Enter – check and a new line · * – times · ^ – power, ↓ – end of the power

    / – fraction bar · Tab or the arrows – between numerator and denominator, then a note above or below · Enter – a new line · * – times · ^ – power, ↓ – end of the power

    b
    AK→=AB→+s⋅BD→\displaystyle {\overrightarrow{AK}}={\overrightarrow{AB}+s\cdot\overrightarrow{BD}} – express it with s\displaystyle s, u⃗\displaystyle \vec{u}, v⃗\displaystyle \vec{v}

      / – fraction bar · Tab or the arrows – between numerator and denominator, then a note above or below · Enter – check and a new line · * – times · ^ – power, ↓ – end of the power

      / – fraction bar · Tab or the arrows – between numerator and denominator, then a note above or below · Enter – a new line · * – times · ^ – power, ↓ – end of the power

      c

      Compare coefficients, and solve the system.

        d

        In what ratio does K\displaystyle K divide AM\displaystyle AM?

        Exercise 2

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        In the box ABCDA′B′C′D′\displaystyle ABCDA'B'C'D': AB→=u⃗\displaystyle {\overrightarrow{AB}}={\vec{u}}, AD→=v⃗\displaystyle {\overrightarrow{AD}}={\vec{v}}, AA′→=w⃗\displaystyle {\overrightarrow{AA'}}={\vec{w}}.
        M\displaystyle M is the midpoint of AA′\displaystyle AA', and N\displaystyle N the midpoint of CC′\displaystyle CC'.

        a
        MN→\displaystyle \overrightarrow{MN}

          / – fraction bar · Tab or the arrows – between numerator and denominator, then a note above or below · Enter – check and a new line · * – times · ^ – power, ↓ – end of the power

          / – fraction bar · Tab or the arrows – between numerator and denominator, then a note above or below · Enter – a new line · * – times · ^ – power, ↓ – end of the power

          b

          Is MN\displaystyle MN parallel to the base plane ABCD\displaystyle ABCD? Explain.

          Exercise 3

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          In the triangle ABC\displaystyle ABC: AB→=u⃗\displaystyle {\overrightarrow{AB}}={\vec{u}}, AC→=v⃗\displaystyle {\overrightarrow{AC}}={\vec{v}}.
          The point D\displaystyle D is on BC\displaystyle BC, and BD:DC=1:3\displaystyle {BD:DC}={1:3}.
          Write AD→\displaystyle \overrightarrow{AD} as a linear combination of u⃗\displaystyle \vec{u} and v⃗\displaystyle \vec{v}.

            / – fraction bar · Tab or the arrows – between numerator and denominator, then a note above or below · Enter – check and a new line · * – times · ^ – power, ↓ – end of the power

            / – fraction bar · Tab or the arrows – between numerator and denominator, then a note above or below · Enter – a new line · * – times · ^ – power, ↓ – end of the power

            Exercise 4

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            ABCD\displaystyle ABCD is a parallelogram, AB→=u⃗\displaystyle {\overrightarrow{AB}}={\vec{u}}, AD→=v⃗\displaystyle {\overrightarrow{AD}}={\vec{v}}.
            The point E\displaystyle E is on AB\displaystyle AB, and AE=13AB\displaystyle {AE}={\frac{1}{3}AB}. The segments DE\displaystyle DE and AC\displaystyle AC meet at the point K\displaystyle K.
            Express AK→\displaystyle \overrightarrow{AK} in two ways, compare coefficients, and find the ratio in which K\displaystyle K divides AC\displaystyle AC.