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向量xiàngliàng

vector
4 min read
Updated October 29, 2025
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Core Concept

A vector is a quantity that has both magnitude and direction. Geometrically, vectors are represented by directed line segments; algebraically, they are represented by coordinates.

Vector Notation

1. Geometric Notation

Directed line segment AB→\overrightarrow{AB} where AA is the initial point and BB is the terminal point.

2. Letter Notation

Lowercase letters with arrows: a⃗\vec{a}, b⃗\vec{b}, c⃗\vec{c}

3. Coordinate Notation

2D vector: a⃗=(x,y)\vec{a} = (x, y) or a⃗=(a1,a2)\vec{a} = (a_1, a_2)

3D vector: a⃗=(x,y,z)\vec{a} = (x, y, z) or a⃗=(a1,a2,a3)\vec{a} = (a_1, a_2, a_3)

Basic Concepts

Magnitude (Length)

For vector a⃗=(x,y)\vec{a} = (x, y), magnitude is denoted ∣a⃗∣|\vec{a}| or ∥a⃗∥\|\vec{a}\|:

∣a⃗∣=x2+y2|\vec{a}| = \sqrt{x^2 + y^2}

Zero Vector

Vector with magnitude 0, denoted 0⃗=(0,0)\vec{0} = (0, 0), with arbitrary direction

Unit Vector

Vector with magnitude 1, denoted e⃗\vec{e}

Unit vector in direction of a⃗\vec{a}: e⃗=a⃗∣a⃗∣\vec{e} = \frac{\vec{a}}{|\vec{a}|}

Equal Vectors

Vectors with same direction and magnitude

Opposite Vectors

Vectors with opposite directions but equal magnitudes. Opposite of a⃗\vec{a} is −a⃗-\vec{a}

Vector Operations

1. Vector Addition

Geometric Meaning

Parallelogram rule or triangle rule

Coordinate Operation

a⃗+b⃗=(x1,y1)+(x2,y2)=(x1+x2,y1+y2)\vec{a} + \vec{b} = (x_1, y_1) + (x_2, y_2) = (x_1 + x_2, y_1 + y_2)

Properties

  • Commutative: a⃗+b⃗=b⃗+a⃗\vec{a} + \vec{b} = \vec{b} + \vec{a}
  • Associative: (a⃗+b⃗)+c⃗=a⃗+(b⃗+c⃗)(\vec{a} + \vec{b}) + \vec{c} = \vec{a} + (\vec{b} + \vec{c})

2. Vector Subtraction

a⃗−b⃗=(x1,y1)−(x2,y2)=(x1−x2,y1−y2)\vec{a} - \vec{b} = (x_1, y_1) - (x_2, y_2) = (x_1 - x_2, y_1 - y_2)

Geometric meaning: Points from terminal of b⃗\vec{b} to terminal of a⃗\vec{a}

3. Scalar Multiplication

ka⃗=k(x,y)=(kx,ky)k\vec{a} = k(x, y) = (kx, ky)

where kk is a real number.

Properties:

  • k>0k > 0: Same direction as a⃗\vec{a}, magnitude k∣a⃗∣k|\vec{a}|
  • k<0k < 0: Opposite direction to a⃗\vec{a}, magnitude ∣k∣∣a⃗∣|k||\vec{a}|
  • k=0k = 0: Results in zero vector

4. Dot Product (Scalar Product)

a⃗⋅b⃗=∣a⃗∣∣b⃗∣cos⁡θ\vec{a} \cdot \vec{b} = |\vec{a}||\vec{b}|\cos\theta

where θ\theta is the angle between a⃗\vec{a} and b⃗\vec{b}.

Coordinate Form

a⃗⋅b⃗=(x1,y1)⋅(x2,y2)=x1x2+y1y2\vec{a} \cdot \vec{b} = (x_1, y_1) \cdot (x_2, y_2) = x_1x_2 + y_1y_2

Important Properties

  • a⃗⋅b⃗=0⇔a⃗⊥b⃗\vec{a} \cdot \vec{b} = 0 \Leftrightarrow \vec{a} \perp \vec{b} (vectors perpendicular)
  • a⃗⋅a⃗=∣a⃗∣2\vec{a} \cdot \vec{a} = |\vec{a}|^2

Real-World Applications

Application 1: Displacement

Problem: Person walks 3km east then 4km north from origin. Find displacement magnitude and direction.

Solution: Displacement vector: s⃗=(3,4)\vec{s} = (3, 4)

Magnitude: ∣s⃗∣=32+42=5 km|\vec{s}| = \sqrt{3^2 + 4^2} = 5 \text{ km}

Direction: Angle with east axis tan⁡θ=43,θ≈53.1°\tan\theta = \frac{4}{3}, \quad \theta \approx 53.1°

Answer: 5km at 53.1° north of east

Application 2: Force Composition

Problem: Forces F1⃗=(3,0)\vec{F_1} = (3, 0) N and F2⃗=(0,4)\vec{F_2} = (0, 4) N act at same point. Find resultant.

Solution: F⃗=F1⃗+F2⃗=(3,4) N\vec{F} = \vec{F_1} + \vec{F_2} = (3, 4) \text{ N}

Magnitude: ∣F⃗∣=32+42=5 N|\vec{F}| = \sqrt{3^2 + 4^2} = 5 \text{ N}

Application 3: Velocity Decomposition

Problem: Plane flies at 200 km/h toward northeast (45° from east). Find east and north components.

Solution: vx=200cos⁡45°=1002≈141.4 km/hv_x = 200\cos45° = 100\sqrt{2} \approx 141.4 \text{ km/h} vy=200sin⁡45°=1002≈141.4 km/hv_y = 200\sin45° = 100\sqrt{2} \approx 141.4 \text{ km/h}

CSCA Practice Problems

💡 Note: The following practice problems are designed based on the CSCA exam syllabus and Chinese standardized test formats to help students familiarize themselves with question types and problem-solving approaches.

Example 1: Basic (Difficulty ★★☆☆☆)

Given vector a⃗=(3,4)\vec{a} = (3, 4), find ∣a⃗∣|\vec{a}|.

Options:

  • A. 3
  • B. 4
  • C. 5
  • D. 7

Solution: ∣a⃗∣=32+42=25=5|\vec{a}| = \sqrt{3^2 + 4^2} = \sqrt{25} = 5

Answer: C


Example 2: Intermediate (Difficulty ★★★☆☆)

Given a⃗=(2,1)\vec{a} = (2, 1) and b⃗=(1,−3)\vec{b} = (1, -3), find a⃗+2b⃗\vec{a} + 2\vec{b}.

Solution:

2b⃗=2(1,−3)=(2,−6)2\vec{b} = 2(1, -3) = (2, -6) a⃗+2b⃗=(2,1)+(2,−6)=(4,−5)\vec{a} + 2\vec{b} = (2, 1) + (2, -6) = (4, -5)

Answer: (4,−5)(4, -5)


Example 3: Advanced (Difficulty ★★★★☆)

Given a⃗=(1,2)\vec{a} = (1, 2) and b⃗=(2,−1)\vec{b} = (2, -1), find:

  1. a⃗⋅b⃗\vec{a} \cdot \vec{b}
  2. Angle θ\theta between a⃗\vec{a} and b⃗\vec{b}

Solution:

(1) Dot product: a⃗⋅b⃗=1(2)+2(−1)=0\vec{a} \cdot \vec{b} = 1(2) + 2(-1) = 0

(2) Angle: Since a⃗⋅b⃗=0\vec{a} \cdot \vec{b} = 0: a⃗⊥b⃗\vec{a} \perp \vec{b} θ=90°\theta = 90°

Answers: (1) 0 (2) 90° (perpendicular)

Common Mistakes

❌ Mistake 1: Equal vectors must have same initial point

Correction: Vectors are equal if they have same direction and magnitude, regardless of position. Vectors can be translated.

❌ Mistake 2: Magnitude can be negative

Correction: Magnitude (length) is always non-negative: ∣a⃗∣≥0|\vec{a}| \geq 0.

❌ Mistake 3: Dot product result is a vector

Correction: Dot product result is a scalar (number), not a vector.

❌ Mistake 4: Zero vector has no direction

Correction: Zero vector direction is arbitrary, can be parallel to any vector.

❌ Mistake 5: Wrong angle range

Correction: Angle θ\theta between two non-zero vectors ranges from [0°,180°][0°, 180°] or [0,π][0, \pi].

Study Tips

  1. ✅ Understand essence: Both magnitude and direction, different from scalars
  2. ✅ Master coordinate operations: Addition, subtraction, scalar multiplication, dot product
  3. ✅ Grasp geometric meaning: Visualize vector operations in coordinate system
  4. ✅ Remember perpendicularity: a⃗⋅b⃗=0⇔a⃗⊥b⃗\vec{a} \cdot \vec{b} = 0 \Leftrightarrow \vec{a} \perp \vec{b}
  5. ✅ Apply to real world: Displacement, force, velocity are all vectors

💡 Exam Tip: Vectors are essential in CSCA geometry and physics. Coordinate operations and dot product are frequently tested!

How the real exam tests it

Questions from real CSCA papers that test this term. Work each one out before you open the answer.

  1. CSCA Math December 2025 Past Paper
    Let OO be the origin, and let AA and BB be two points in the plane. If PP is the midpoint of ABAB, which expression can represent OP→\overrightarrow{OP}?
    • A.OB→−OA→\overrightarrow{OB}-\overrightarrow{OA}
    • B.OA→+OB→\overrightarrow{OA}+\overrightarrow{OB}
    • C.12(OA→+OB→)\frac{1}{2}(\overrightarrow{OA}+\overrightarrow{OB})
    • D.OA→−OB→\overrightarrow{OA}-\overrightarrow{OB}
    Show answer & solution

    Answer: C

    Answer: C Since PP is the midpoint of ABAB, OP→=12(OA→+OB→)\overrightarrow{OP}=\frac{1}{2}(\overrightarrow{OA}+\overrightarrow{OB}). Choose C.
    See it in the full CSCA Math December 2025 Past Paper
  2. CSCA Math June 2026 Past Paper
    Given that plane vectors a⃗,b⃗,c⃗\vec{a}, \vec{b}, \vec{c} satisfy ∣a⃗∣=1|\vec{a}| = 1, ∣b⃗∣=1|\vec{b}| = 1, a⃗⋅b⃗=−12\vec{a} \cdot \vec{b} = -\frac{1}{2}, and c⃗=λa⃗+(1−λ)b⃗\vec{c} = \lambda \vec{a} + (1 - \lambda)\vec{b} (λ∈R\lambda \in \mathbb{R}), then the minimum value of ∣c⃗∣|\vec{c}| is
    • A.12\frac{1}{2}
    • B.32\frac{\sqrt{3}}{2}
    • C.11
    • D.22\frac{\sqrt{2}}{2}
    Show answer & solution

    Answer: A

    ∣c⃗∣2=λ2∣a⃗∣2+(1−λ)2∣b⃗∣2+2λ(1−λ)a⃗⋅b⃗=λ2+(1−λ)2−λ(1−λ)=3λ2−3λ+1|\vec{c}|^2 = \lambda^2 |\vec{a}|^2 + (1 - \lambda)^2 |\vec{b}|^2 + 2\lambda(1 - \lambda)\vec{a} \cdot \vec{b} = \lambda^2 + (1 - \lambda)^2 - \lambda(1 - \lambda) = 3\lambda^2 - 3\lambda + 1. This quadratic in λ\lambda attains its minimum 14\frac{1}{4} at λ=12\lambda = \frac{1}{2}, so the minimum of ∣c⃗∣|\vec{c}| is 12\frac{1}{2}. Choose (A).
    Take the full CSCA Math June 2026 Past Paper — timed & graded

Practice Exercises

Practice to reinforce your understanding