Vector & basic operations
What is a vector
Definition: vector is a MAGNITUDE with a DIRECTION
Notation:
v
as a vector.|v|
or||v||
as its Magnitude, or Length, or Distance, or Absolute value, same idea- Slope or angle as its Direction.
(a, b)
the two position there are calledX-component & Y-component
.
It’s not hard to understand the basic ideas of a vector, which consists of very basic knowledges form what we learned previously in high school:
- Magnitude of vector: is the same with calculating the distance of two points
- Direction of vector: is the same with calculating the slope of a line.
Distance
vs. Displacement
- Distance is a scalar (“3 km”)
- Displacement is a vector (“3 km Southeast”)
Speed
vs Velocity
- Speed is how fast something moves.
- Velocity is speed with a direction.
UNDERSTAND VECTOR'S MOVEMENT
Now we got a vector start from (-3,8)
to the point (4, 5)
.
We say this vector has a magnitude ||v|| = √40
and has a direction to the bottom right.
But we could also represent the vector as only one point with two components
: (7, -3)
.
Which has a HIDDEN INFORMATION that it start from the origin and direction is to the point (7, -3)
.
Are they different vectors? NO! They're the same vector, just starts at different places.
Because vector doesn’t specify where it starts. A vector only means
A magnitude & a direction
.
That’s why we could represent a vector in two ways:
v is (-3,8) to (4, 5)
v = (7, -3)
IT’S VERY IMPORTANT TO UNDERSTAND THIS IDEA, SO THAT WE COULD FURTHER UNDERSTAND WHY WE COULD MOVE VECTORS, AND BY SO WE COULD DO SUMS AND MULTIPLICATIONS AND SO ON
Adding & subtracting vectors
“Linear algebra is built on these operations
v + w
andcv
: Adding vectors and multiplying by scalars." - Gilbert Strang
Adding & subtracting could be seen as a movement to a vector, or say how it travels.
- Adding vectors:
- Subtracting vectors: is just ADDING a NEGATIVE VECTOR
Understand vector's addition & subtraction
Refer to _Intro to Linear Algebra by Gilbert Strang: 1.1_.
“You can’t add apples and oranges.”
But you can add fruits!
Imagine you have one bag of fruits (3 apples, 4 oranges)
, and another bag of fruits (1 apple, 2 oranges)
.
So adding them together you will get one big bag of fruits (4 apples, 6 oranges)
,
from this big bag you could also split a smaller bag of fruits, and then you will call it subtraction
.
A vector is the very idea of a bag of fruits.
Scalar Multiplication
It’s the same with the section
DILATION
orScaling
in Geometry.
Just for review of dilating
a graph geometrically:
When you scale a graph by a factor:
- Every line of the graph scale by the SAME factor
- Every line will be PARALLEL to its origin line.
Refer to previous note: Transformation.
-