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Question

Consider the following statements :

1. Dot product over vector addition is distributive

2. Cross product over vector addition is distributive

3. Cross product of vectors is associative

Which of the above statements is/are correct ?

This question was previously asked in
NDA I 2022 GAT Previous Year Paper (10-Apr-2022)
The correct answer is

1 and 2 only

Understanding Vector Product Properties: Dot and Cross Products

Let's analyze each statement regarding the properties of vector dot and cross products to determine which ones are correct.

Statement 1: Dot product over vector addition is distributive

This statement claims that the dot product operation is distributive over vector addition. Mathematically, this means that for any vectors \(\mathbf{a}\), \(\mathbf{b}\), and \(\mathbf{c}\), the following equation holds true:

\(\mathbf{a} \cdot (\mathbf{b} + \mathbf{c}) = \mathbf{a} \cdot \mathbf{b} + \mathbf{a} \cdot \mathbf{c}\)

This is a fundamental property of the dot product. The dot product is indeed distributive over vector addition. You can prove this using the component form of vectors. If \(\mathbf{a} = a_x\mathbf{i} + a_y\mathbf{j} + a_z\mathbf{k}\), \(\mathbf{b} = b_x\mathbf{i} + b_y\mathbf{j} + b_z\mathbf{k}\), and \(\mathbf{c} = c_x\mathbf{i} + c_y\mathbf{j} + c_z\mathbf{k}\), then:

\(\mathbf{a} \cdot (\mathbf{b} + \mathbf{c}) = (a_x\mathbf{i} + a_y\mathbf{j} + a_z\mathbf{k}) \cdot ((b_x+c_x)\mathbf{i} + (b_y+c_y)\mathbf{j} + (b_z+c_z)\mathbf{k})\)

\(= a_x(b_x+c_x) + a_y(b_y+c_y) + a_z(b_z+c_z)\)

\(= a_xb_x + a_xc_x + a_yb_y + a_yc_y + a_zb_z + a_zc_z\)

And

\(\mathbf{a} \cdot \mathbf{b} + \mathbf{a} \cdot \mathbf{c} = (a_xb_x + a_yb_y + a_zb_z) + (a_xc_x + a_yc_y + a_zc_z)\)

\(= a_xb_x + a_yb_y + a_zb_z + a_xc_x + a_yc_y + a_zc_z\)

Since both sides are equal, statement 1 is correct.

Statement 2: Cross product over vector addition is distributive

This statement claims that the cross product operation is distributive over vector addition. Mathematically, this means that for any vectors \(\mathbf{a}\), \(\mathbf{b}\), and \(\mathbf{c}\), the following equation holds true:

\(\mathbf{a} \times (\mathbf{b} + \mathbf{c}) = \mathbf{a} \times \mathbf{b} + \mathbf{a} \times \mathbf{c}\)

This is also a fundamental property of the cross product. The cross product is indeed distributive over vector addition. This property is often used in vector calculus and physics. Statement 2 is correct.

Statement 3: Cross product of vectors is associative

This statement claims that the cross product operation is associative. For an operation to be associative, the grouping of vectors does not affect the result. Mathematically, for any vectors \(\mathbf{a}\), \(\mathbf{b}\), and \(\mathbf{c}\), the following equation would need to hold true:

\(\mathbf{a} \times (\mathbf{b} \times \mathbf{c}) = (\mathbf{a} \times \mathbf{b}) \times \mathbf{c}\)

However, the cross product is not associative. We can demonstrate this with a simple example using standard basis vectors \(\mathbf{i}\), \(\mathbf{j}\), and \(\mathbf{k}\).

Consider \(\mathbf{a} = \mathbf{i}\), \(\mathbf{b} = \mathbf{i}\), and \(\mathbf{c} = \mathbf{j}\).

Let's compute the left side: \(\mathbf{a} \times (\mathbf{b} \times \mathbf{c})\)

\(\mathbf{b} \times \mathbf{c} = \mathbf{i} \times \mathbf{j} = \mathbf{k}\)

So, \(\mathbf{a} \times (\mathbf{b} \times \mathbf{c}) = \mathbf{i} \times \mathbf{k} = -\mathbf{j}\)

Now let's compute the right side: \((\mathbf{a} \times \mathbf{b}) \times \mathbf{c}\)

\(\mathbf{a} \times \mathbf{b} = \mathbf{i} \times \mathbf{i} = \mathbf{0}\)

So, \((\mathbf{a} \times \mathbf{b}) \times \mathbf{c} = \mathbf{0} \times \mathbf{j} = \mathbf{0}\)

Since \(\mathbf{i} \times (\mathbf{i} \times \mathbf{j}) = -\mathbf{j}\) and \((\mathbf{i} \times \mathbf{i}) \times \mathbf{j} = \mathbf{0}\), we see that \(-\mathbf{j} \neq \mathbf{0}\). Therefore, the cross product is not associative. Statement 3 is incorrect.

Summary of Statements

  • Statement 1: Dot product over vector addition is distributive - Correct
  • Statement 2: Cross product over vector addition is distributive - Correct
  • Statement 3: Cross product of vectors is associative - Incorrect

Based on the analysis, statements 1 and 2 are correct, while statement 3 is incorrect.

Property Dot Product Cross Product
Distributive over Vector Addition Yes Yes
Commutative (\(\mathbf{a} \cdot \mathbf{b} = \mathbf{b} \cdot \mathbf{a}\), \(\mathbf{a} \times \mathbf{b} = \mathbf{b} \times \mathbf{a}\)?) Yes No (\(\mathbf{a} \times \mathbf{b} = -\mathbf{b} \times \mathbf{a}\))
Associative (\(\mathbf{a} \cdot (\mathbf{b} \cdot \mathbf{c}) = (\mathbf{a} \cdot \mathbf{b}) \cdot \mathbf{c}\), \(\mathbf{a} \times (\mathbf{b} \times \mathbf{c}) = (\mathbf{a} \times \mathbf{b}) \times \mathbf{c}\)?) No (Dot product results in scalar, cannot be dotted again) No

Revision Table: Vector Product Properties Summary

Statement Correctness Reason/Property
Dot product over vector addition is distributive Correct \(\mathbf{a} \cdot (\mathbf{b} + \mathbf{c}) = \mathbf{a} \cdot \mathbf{b} + \mathbf{a} \cdot \mathbf{c}\)
Cross product over vector addition is distributive Correct \(\mathbf{a} \times (\mathbf{b} + \mathbf{c}) = \mathbf{a} \times \mathbf{b} + \mathbf{a} \times \mathbf{c}\)
Cross product of vectors is associative Incorrect \(\mathbf{a} \times (\mathbf{b} \times \mathbf{c}) \neq (\mathbf{a} \times \mathbf{b}) \times \mathbf{c}\) (in general)

Additional Information: Properties of Vector Products

Understanding the properties of vector operations like dot product and cross product is crucial in physics and engineering. Here are a few more key properties:

  • Dot Product (Scalar Product): Results in a scalar. Commutative: \(\mathbf{a} \cdot \mathbf{b} = \mathbf{b} \cdot \mathbf{a}\). Distributive over addition: \(\mathbf{a} \cdot (\mathbf{b} + \mathbf{c}) = \mathbf{a} \cdot \mathbf{b} + \mathbf{a} \cdot \mathbf{c}\). Not associative (because the result is a scalar). \(\mathbf{a} \cdot \mathbf{a} = |\mathbf{a}|^2\).
  • Cross Product (Vector Product): Results in a vector. Anti-commutative: \(\mathbf{a} \times \mathbf{b} = -\mathbf{b} \times \mathbf{a}\). Distributive over addition: \(\mathbf{a} \times (\mathbf{b} + \mathbf{c}) = \mathbf{a} \times \mathbf{b} + \mathbf{a} \times \mathbf{c}\). Not associative: \(\mathbf{a} \times (\mathbf{b} \times \mathbf{c}) \neq (\mathbf{a} \times \mathbf{b}) \times \mathbf{c}\). \(\mathbf{a} \times \mathbf{a} = \mathbf{0}\).

These properties are essential for manipulating vector equations and solving problems involving forces, fields, and geometry in three dimensions.

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