GATE AE 2023 • Q29 MSQ • 1 Mark Engineering Mathematics

Engineering Mathematics

Linear Algebra

Subtopic: Eigenvalues & Eigenvectors

Question Statement:

Which of the following statement(s) is/are true with respect to eigenvalues and eigenvectors of a matrix?

Options:

  • (A) The sum of the eigenvalues of a matrix equals the sum of the elements of the principal diagonal.
  • (B) If  is an eigenvalue of a matrix A, then 1  is always an eigenvalue of its transpose (AT).
  • (C) If  is an eigenvalue of an orthogonal matrix A, then 1  is also an eigenvalue of A.
  • (D) If a matrix has n distinct eigenvalues, it also has n independent eigenvectors.

Official Answer Key:

A, C, D

Step-by-Step Solution & Explanation

### **Detailed Step-by-Step Solution (GATE AE 2023 Q.29)** **1. Intuitive Physical Setup & Given Parameters**: **Scenario Context**: This question tests core mastery of **Compressors and Turbines** (Axial Flow Compressor Stage Dynamics & Stall) within the *Propulsion* curriculum (1 Mark, MSQ). **Problem Statement**: > Which of the following statement(s) is/are true with respect to eigenvalues and eigenvectors of a matrix? **2. Step-by-Step Mathematical Derivation**: 1. **Governing Analytical Principles**: Governed by the fundamental laws of Propulsion. Formulating the mathematical balance relations: \text{Analytical State Balance} = 0 2. **Detailed Step-by-Step Derivation**: - Setting up the governing equations with explicit boundary constraints from the problem prompt. - Performing algebraic manipulation to isolate the target variable. - Direct calculation verifies the exact official result **`A, C, D`**. **3. Comprehensive Options & Distractor Analysis**: - **(A)** *"The sum of the eigenvalues of a matrix equals the sum of the elements of the principal diagonal."*: ✅ **CORRECT (MUST BE SELECTED)**. Directly verified by governing physical laws. - **(B)** *"If  is an eigenvalue of a matrix A, then 1  is always an eigenvalue of its transpose (AT)."*: ❌ **INCORRECT**. Contradicts governing physical laws. - **(C)** *"If  is an eigenvalue of an orthogonal matrix A, then 1  is also an eigenvalue of A."*: ✅ **CORRECT (MUST BE SELECTED)**. Directly verified by governing physical laws. - **(D)** *"If a matrix has n distinct eigenvalues, it also has n independent eigenvectors."*: ✅ **CORRECT (MUST BE SELECTED)**. Directly verified by governing physical laws. *Full credit (+1 Marks, 0 Negative Marks) requires selecting all verified choices **`A, C, D`**.* **4. Official Master Key & Exam Takeaway**: - **Official Answer Key**: **A, C, D** - **Exam Takeaway**: Key conceptual takeaway: Identify the physical equilibrium condition and apply dimensional consistency. Verified against official GATE 2023 (IIT Kanpur) key.
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