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R²
All pairs of coordinates in 2D euclidian space
R³
set of all triple coordinates in 3D euclidian space
In nth Dimension
v = (v₁,… vₙ) = (vi); i∈[n] (for i being in the set of n)
vectors
not bound to origin
vector between 2 points
AB - (b₁ - a₁, b₂ - a₂)… end point minus start point
Addition and subtraction
Tip to tail, add each component
Canonical Basis of R^n
ei = unit displacement along ith coordinate
ei = (0,0,…,0,1,…,0)
v = v₁e₁+…+vnen = ∑ i=1 → n eiei
(for ex: e1 in 3D is (1,0,0) or ihat)
Norm of vector
magnitude, √∑(xi)²
Scalar of magnitude
||λv|| = λ||v||
Unit Vector
vector with magnitude 1… vhat = v/||v||
Inner Product
\mathbf{u} \cdot \mathbf{v} = \sum_{i=1}^{n} u_{i} v_{i} , gives scalar output
inner product cosine
u ⋅ v = ||u|| ||v|| cos(θ)
Relation fo dot product to theta
u ⋅ v > 0 when theta is acute, 0 when theta is obtuse, =0 when they form a right angle
properties of inner product
-distributes over addition
-can extract scalars
-has symmetry u ⋅ v = v ⋅ u
u ⋅ u
||u||²
||u+v||²
||u||²+||v||²+2u ⋅ v
Cross product
outputs the vector that is perpendicular to both u and v
||u x v||
||u|| ||v|| sinθ
Properties of cross product
Antisymmetric u x v = -v x u
Distributes over addition (a+b) x v = a x v + b x v
pull out scalars
Equation of plane
AP ⋅ n (normal vector to plane) = 0
ax+by+cz = d
Scalar component of v in the direction of u
(u ⋅ v) / ||u||