GATE AE 2011 • Q3 MCQ • 1 Mark

General Aptitude

Quantitative Aptitude

Subtopic: Arithmetic & Numerical Estimation

Question Statement:

The function f(x1, x2, x3) = x1^2 + x2^2 + x3^2 - 2x1 - 4x2 - 6x3 + 14 has its minimum value at:

Options:

  • (A) (1, 2, 3)
  • (B) (0, 0, 0)
  • (C) (3, 2, 1)
  • (D) (1, 1, 3)

Official Answer Key:

A

Step-by-Step Solution & Explanation

### **Dedicated Step-by-Step Solution (GATE AE 2011 Q.3)** **1. Problem Statement & Parameters**: - **Module**: General Aptitude (1 Mark, MCQ) - **Topic**: Quantitative Aptitude (Arithmetic & Numerical Estimation) - **Organizing Institute**: IIT Madras - **Problem Statement**: > The function $f(x_1, x_2, x_3) = x_1^2 + x_2^2 + x_3^2 - 2x_1 - 4x_2 - 6x_3 + 14$ has its minimum value at: **2. Mathematical Derivation & Physical Analysis**: 1. **Multivariable Optimization Condition**: Given the scalar field $f(x_1, x_2, x_3) = x_1^2 + x_2^2 + x_3^2 - 2x_1 - 4x_2 - 6x_3 + 14$. Setting partial derivatives to zero for stationary points: $\frac{\partial f}{\partial x_1} = 2x_1 - 2 = 0 \implies x_1 = 1$ $\frac{\partial f}{\partial x_2} = 2x_2 - 4 = 0 \implies x_2 = 2$ $\frac{\partial f}{\partial x_3} = 2x_3 - 6 = 0 \implies x_3 = 3$ 2. **Hessian Matrix Check**: The Hessian matrix is $H = \text{diag}(2, 2, 2)$, which is strictly positive definite. Hence $(1, 2, 3)$ is a global minimum. Matches **Option (A)**. **3. Comprehensive Options Analysis**: - **(A)** *"$(1, 2, 3)
quot;*: ✅ **CORRECT**. - **(B)** *"$(0, 0, 0)
quot;*: ❌ **INCORRECT**. - **(C)** *"$(3, 2, 1)
quot;*: ❌ **INCORRECT**. - **(D)** *"$(-1, -2, -3)
quot;*: ❌ **INCORRECT**. **4. Official Answer Verification**: - **Official Master Answer**: **A** - **Evaluation Status**: Matches official GATE 2011 (IIT Madras) master answer key with 100% precision.

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