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1: Linear systems

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Section 1: Linear Systems

A linear equation in variables x1,x2,...,xnx_1, x_2, ..., x_n has the form: a1x1+a2x2+...+anxn=ba_1x_1 + a_2x_2 + ... + a_nx_n = b where a1,a2,...,ana_1, a_2, ..., a_n (coefficients) and bb (constant term) are real or complex numbers. A system of linear equations is a collection of one or more such equations involving the same variables. For example:

{2x1+3x2=8(1)x1x2=1(2)\begin{cases} 2x_1 + 3x_2 = 8 & (1) \\ x_1 - x_2 = 1 & (2) \end{cases}

A solution to the system is an assignment of numbers to the variables (s1,s2,...,sn)(s_1, s_2, ..., s_n) that satisfies every equation simultaneously. The solution set is the collection of all possible solutions. Systems are classified based on their solutions:

  • Consistent: Has at least one solution.
    • Unique Solution: Exactly one solution (e.g., x1=2,x2=1x_1 = 2, x_2 = 1 for the system above).
    • Infinitely Many Solutions: An infinite number of solutions (typically expressed parametrically).
  • Inconsistent: Has no solution (e.g., parallel lines that never intersect).

Geometric Interpretation provides crucial intuition:

  • In R2\mathbb{R}^2 (two variables): Each equation represents a line. The solution(s) correspond to the point(s) where the lines intersect (one point = unique solution, same line = infinite solutions, parallel lines = inconsistent).
  • In R3\mathbb{R}^3 (three variables): Each equation represents a plane. Solutions correspond to points, lines, or planes of intersection (e.g., three planes intersecting at a single point, along a line, or having no common point).

A system is homogeneous if all constant terms bb are zero:

{a11x1+...+a1nxn=0am1x1+...+amnxn=0\begin{cases} a_{11}x_1 + ... + a_{1n}x_n = 0 \\ \vdots \\ a_{m1}x_1 + ... + a_{mn}x_n = 0 \end{cases}

Homogeneous systems are always consistent because the trivial solution (x1=0,x2=0,...,xn=0)(x_1 = 0, x_2 = 0, ..., x_n = 0) always satisfies them. The key question is whether non-trivial solutions (infinitely many) exist. This depends on the relationship between the number of equations (mm) and variables (nn), and the linear dependence of the equations – concepts explored further via row reduction and vector spaces.