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Matrices & Determinants
Matrices and Determinants
Medium

Question

If A = \left( {\matrix{ {{1 \over {\sqrt 5 }}} & {{2 \over {\sqrt 5 }}} \cr {{{ - 2} \over {\sqrt 5 }}} & {{1 \over {\sqrt 5 }}} \cr } } \right), B = \left( {\matrix{ 1 & 0 \cr i & 1 \cr } } \right), i=1i = \sqrt { - 1} , and Q = A T BA, then the inverse of the matrix A Q 2021 A T is equal to :

Options

Solution

Solution: Unraveling Matrix Powers and Inverses

This problem tests our understanding of matrix properties, specifically orthogonal matrices, matrix exponentiation, and the inverse of a 2x2 matrix. The key to solving it efficiently lies in recognizing patterns and leveraging matrix identities to simplify complex expressions.


1. Key Concepts and Formulas

Before diving into the solution, let's recall some essential concepts:

  • Orthogonal Matrix: A square matrix AA is called orthogonal if its transpose is equal to its inverse, i.e., AT=A1A^T = A^{-1}. This implies AAT=IA A^T = I and ATA=IA^T A = I, where II is the identity matrix.
  • Inverse of a 2x2 Matrix: For a matrix M=(abcd)M = \begin{pmatrix} a & b \\ c & d \end{pmatrix}, its inverse M1M^{-1} is given by: M1=1det(M)(dbca)M^{-1} = \frac{1}{\det(M)} \begin{pmatrix} d & -b \\ -c & a \end{pmatrix} where det(M)=adbc\det(M) = ad - bc.
  • Matrix Exponentiation: For a matrix MM, MnM^n means multiplying MM by itself nn times. Often, a pattern emerges for MnM^n after calculating the first few powers (M2,M3,M^2, M^3, \dots).

2. Step-by-Step Solution

Our goal is to find the inverse of the matrix X=AQ2021ATX = A Q^{2021} A^T. We will achieve this by simplifying XX first, then finding its inverse.

Step 1: Analyze Matrix A and its Properties

First, let's examine matrix AA and calculate the product AATA A^T. Given: A = \left( {\matrix{ {{1 \over {\sqrt 5 }}} & {{2 \over {\sqrt 5 }}} \cr {{{ - 2} \over {\sqrt 5 }}} & {{1 \over {\sqrt 5 }}} \cr } } \right) The transpose of AA is: A^T = \left( {\matrix{ {{1 \over {\sqrt 5 }}} & {{{ - 2} \over {\sqrt 5 }}} \cr {{2 \over {\sqrt 5 }}} & {{1 \over {\sqrt 5 }}} \cr } } \right) Now, let's calculate AATA A^T: A A^T = \left( {\matrix{ {{1 \over {\sqrt 5 }}} & {{2 \over {\sqrt 5 }}} \cr {{{ - 2} \over {\sqrt 5 }}} & {{1 \over {\sqrt 5 }}} \cr } } \right) \left( {\matrix{ {{1 \over {\sqrt 5 }}} & {{{ - 2} \over {\sqrt 5 }}} \cr {{2 \over {\sqrt 5 }}} & {{1 \over {\sqrt 5 }}} \cr } } \right) A A^T = \left( {\matrix{ {({1 \over {\sqrt 5 }})({1 \over {\sqrt 5 }}) + ({2 \over {\sqrt 5 }})({2 \over {\sqrt 5 }})} & {({1 \over {\sqrt 5 }})({{-2} \over {\sqrt 5 }}) + ({2 \over {\sqrt 5 }})({1 \over {\sqrt 5 }})} \cr {({{-2} \over {\sqrt 5 }})({1 \over {\sqrt 5 }}) + ({1 \over {\sqrt 5 }})({2 \over {\sqrt 5 }})} & {({{-2} \over {\sqrt 5 }})({{-2} \over {\sqrt 5 }}) + ({1 \over {\sqrt 5 }})({1 \over {\sqrt 5 }})} \cr } } \right) A A^T = \left( {\matrix{ {{1 \over 5} + {4 \over 5}} & {{{ - 2} \over 5} + {2 \over 5}} \cr {{{ - 2} \over 5} + {2 \over 5}} & {{4 \over 5} + {1 \over 5}} \cr } } \right) = \left( {\matrix{ 1 & 0 \cr 0 & 1 \cr } } \right) = I Since AAT=IA A^T = I, matrix AA is an orthogonal matrix. This implies A1=ATA^{-1} = A^T. This property is extremely useful for simplifying matrix expressions, as we will see in the next steps.

Step 2: Find a Pattern for Powers of Q

We are given Q=ATBAQ = A^T B A. We need to find Q2021Q^{2021}. Let's calculate the first few powers of QQ: Q1=ATBAQ^1 = A^T B A Q2=QQ=(ATBA)(ATBA)Q^2 = Q \cdot Q = (A^T B A) (A^T B A) Since AAT=IA A^T = I (from Step 1), we can substitute II in the middle: Q2=ATB(AAT)BA=ATBIBA=ATB2AQ^2 = A^T B (A A^T) B A = A^T B I B A = A^T B^2 A Now let's calculate Q3Q^3: Q3=Q2Q=(ATB2A)(ATBA)Q^3 = Q^2 \cdot Q = (A^T B^2 A) (A^T B A) Again, using AAT=IA A^T = I: Q3=ATB2(AAT)BA=ATB2IBA=ATB3AQ^3 = A^T B^2 (A A^T) B A = A^T B^2 I B A = A^T B^3 A We observe a clear pattern: Qn=ATBnAQ^n = A^T B^n A. Applying this pattern for n=2021n=2021: Q2021=ATB2021A{Q^{2021}} = A^T B^{2021} A This simplification is crucial as it transforms the problem of finding powers of QQ into finding powers of BB, which is a simpler matrix.

Step 3: Find a Pattern for Powers of B

Now we need to find B2021B^{2021}. Let's calculate the first few powers of BB: Given: B = \left( {\matrix{ 1 & 0 \cr i & 1 \cr } } \right) B^2 = B \cdot B = \left( {\matrix{ 1 & 0 \cr i & 1 \cr } } \right) \left( {\matrix{ 1 & 0 \cr i & 1 \cr } } \right) = \left( {\matrix{ {1 \cdot 1 + 0 \cdot i} & {1 \cdot 0 + 0 \cdot 1} \cr {i \cdot 1 + 1 \cdot i} & {i \cdot 0 + 1 \cdot 1} \cr } } \right) = \left( {\matrix{ 1 & 0 \cr {2i} & 1 \cr } } \right) B^3 = B^2 \cdot B = \left( {\matrix{ 1 & 0 \cr {2i} & 1 \cr } } \right) \left( {\matrix{ 1 & 0 \cr i & 1 \cr } } \right) = \left( {\matrix{ {1 \cdot 1 + 0 \cdot i} & {1 \cdot 0 + 0 \cdot 1} \cr {2i \cdot 1 + 1 \cdot i} & {2i \cdot 0 + 1 \cdot 1} \cr } } \right) = \left( {\matrix{ 1 & 0 \cr {3i} & 1 \cr } } \right) A clear pattern emerges for BnB^n: {B^n} = \left( {\matrix{ 1 & 0 \cr {ni} & 1 \cr } } \right) This type of matrix, called a unipotent matrix (a triangular matrix with 1s on the diagonal), often exhibits such a simple pattern for its powers. Using this pattern for n=2021n=2021: {B^{2021}} = \left( {\matrix{ 1 & 0 \cr {2021i} & 1 \cr } } \right)

Step 4: Simplify the Expression AQ2021ATA Q^{2021} A^T

Now we substitute the expression for Q2021Q^{2021} (from Step 2) into the target expression: AQ2021AT=A(ATB2021A)ATA Q^{2021} A^T = A (A^T B^{2021} A) A^T We can rearrange the terms and use the property AAT=IA A^T = I: AQ2021AT=(AAT)B2021(AAT)A Q^{2021} A^T = (A A^T) B^{2021} (A A^T) AQ2021AT=IB2021IA Q^{2021} A^T = I B^{2021} I AQ2021AT=B2021A Q^{2021} A^T = B^{2021} Now, substitute the value of B2021B^{2021} from Step 3: A Q^{2021} A^T = \left( {\matrix{ 1 & 0 \cr {2021i} & 1 \cr } } \right)

Step 5: Calculate the Inverse

Finally, we need to find the inverse of the simplified expression AQ2021ATA Q^{2021} A^T, which is B2021B^{2021}. Let M = B^{2021} = \left( {\matrix{ 1 & 0 \cr {2021i} & 1 \cr } } \right). Using the formula for the inverse of a 2x2 matrix: det(M)=(1)(1)(0)(2021i)=10=1\det(M) = (1)(1) - (0)(2021i) = 1 - 0 = 1. The inverse is: {(A Q^{2021} A^T)^{ - 1}} = M^{-1} = \frac{1}{\det(M)} \begin{pmatrix} d & -b \\ -c & a \end{pmatrix} = \frac{1}{1} \left( {\matrix{ 1 & 0 \cr { - 2021i} & 1 \cr } } \right) {(A Q^{2021} A^T)^{ - 1}} = \left( {\matrix{ 1 & 0 \cr { - 2021i} & 1 \cr } } \right)

Comparing this result with the given options, we find it matches option (B).


3. Tips and Common Mistakes

  • Recognize Orthogonal Matrices: Always check if AAT=IA A^T = I or ATA=IA^T A = I. This property simplifies many matrix problems involving powers or inverses. It's a common trick in JEE problems.
  • Don't Rush to Multiply: Before performing lengthy matrix multiplications, look for patterns or identities that can simplify the expressions, especially when high powers are involved. Direct calculation of Q2021Q^{2021} would be extremely tedious and error-prone.
  • Matrix Power Patterns: For matrices with simple structures (like diagonal, triangular, or those with only a few non-zero entries), calculating M2,M3,M^2, M^3, \dots often reveals a clear pattern for MnM^n. Be on the lookout for such patterns.
  • Inverse of a Triangular Matrix: For a lower triangular matrix like B2021=(a0cd)B^{2021} = \begin{pmatrix} a & 0 \\ c & d \end{pmatrix}, its inverse is (1/a0c/(ad)1/d)\begin{pmatrix} 1/a & 0 \\ -c/(ad) & 1/d \end{pmatrix}. Notice how the sign of the off-diagonal element changes. This can be a quick check or direct calculation.

4. Conclusion and Key Takeaway

This problem demonstrates how a seemingly complex matrix expression can be simplified significantly by:

  1. Identifying special matrix types: Recognizing AA as an orthogonal matrix (AAT=IA A^T = I).
  2. Leveraging matrix identities: Using AAT=IA A^T = I to simplify powers of QQ (Qn=ATBnAQ^n = A^T B^n A) and the final expression AQ2021ATA Q^{2021} A^T.
  3. Pattern recognition for matrix powers: Deriving a general form for BnB^n.

The ability to strategically apply these concepts is vital for solving matrix problems efficiently in competitive exams.

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