Math Problem Statement
Consider linear equations of the form x1 + 2x1 + 3x3+ 4x4 = 0, 2x1 + 4x2 + lambda_1 x3 + lambda_2 x4 = 0. What is the range of parameters (lambda_1, lambda_2) for which the equations have nonzero solutions?
Solution
We are given a system of two linear equations:
This simplifies to:
We are interested in determining for what values of the parameters and the system has nonzero solutions, i.e., the system is not trivially solvable.
Rewrite as Matrix Form
The system can be written in matrix form as:
3 & 0 & 3 & 4 \\ 2 & 4 & \lambda_1 & \lambda_2 \end{pmatrix} \begin{pmatrix} x_1 \\ x_2 \\ x_3 \\ x_4 \end{pmatrix} = \begin{pmatrix} 0 \\ 0 \end{pmatrix}$$ For the system to have non-trivial (nonzero) solutions, the matrix must be **singular**, meaning its determinant should be zero. ### Compute the Determinant The determinant of the $$2 \times 4$$ matrix is based on the square matrix formed by selecting columns (since a determinant doesn't exist directly for a non-square matrix). The matrix to consider is: $$\text{det}\begin{pmatrix} 3 & 3 & 4 \\ 2 & \lambda_1 & \lambda_2 \end{pmatrix}$$ Expanding the determinant: $$\text{det} = 3(\lambda_1 \lambda_2 - 0) - 3(2\lambda_2 - 0) + 4(2\lambda_1 - 0)$$ $$\text{det} = 3 \lambda_1 \lambda_2 - 6\lambda_2 + 8\lambda_1$$ ### Condition for Non-trivial Solutions For the system to have nonzero solutions, we need the determinant to be zero: $$3 \lambda_1 \lambda_2 - 6\lambda_2 + 8\lambda_1 = 0$$ ### Factor the Equation We can factor the equation to simplify it: $$\lambda_2(3 \lambda_1 - 6) + 8 \lambda_1 = 0$$ $$\lambda_2(3 \lambda_1 - 6) = -8 \lambda_1$$ ### Analyze the Range of $$\lambda_1$$ and $$\lambda_2$$ The next step is to determine when this equation is satisfied. Solving explicitly for $$\lambda_1$$ and $$\lambda_2$$ gives conditions on the parameters where nontrivial solutions exist. Would you like a detailed step-by-step solution for solving this factorization? Also, if this problem raises any specific questions, feel free to ask! Here are some related questions: 1. What happens if $$\lambda_1 = 0$$? 2. How do we interpret solutions geometrically for this system? 3. How can we extend this analysis to higher-dimensional systems? 4. What methods can be used to check if a matrix is singular? 5. How does this system change if the right-hand side isn't zero? **Tip**: Singular matrices are key to finding non-trivial solutions in homogeneous systems.Ask a new question for Free
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Matrix Determinants
Homogeneous Systems
Formulas
Determinant of a 2x2 matrix: det(A) = ad - bc
Singularity condition: det(A) = 0
Theorems
Singular Matrix Theorem
Existence of Non-trivial Solutions for Homogeneous Systems
Suitable Grade Level
Undergraduate (Linear Algebra Level)