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Matrices and Vectors

Systems of Linear Equations

Mathematics I 237 words Free to read

Systems & Geometry

A linear equation uses only sums and scalar multiples, like 2x+3y=62x + 3y = 6. A system requires several to hold simultaneously, written compactly as Ax=bA\mathbf{x} = \mathbf{b} where AA is the matrix, x\mathbf{x} is the variables, and b\mathbf{b} is the constants.

Geometrically, each equation in two variables is a line. A solution is a point on all lines at once, leading to three geometric cases:

CaseGeometryMeaning
UniqueCross at one pointConsistent, independent
NoneParallel and distinctInconsistent
InfiniteSame exact lineDependent

Common pitfall: Assuming every system has a unique solution. Always check for parallel lines or redundant equations.

One pair of lines, walked through all three fates in sequence

Gaussian Elimination

The systematic method is Gaussian elimination: apply row operations to the augmented matrix [Ab][A \mid \mathbf{b}] to reach row-echelon form, then back-substitute.

Allowed row operations (which never change the solution set):

Row ResultMeaningSolution Count
0=10 = 1ContradictionNo solution
0=00 = 0RedundancyInfinite solutions (free variables)
x=cx = cPivot foundUnique solution (if full rank)

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Matrices and Vectors