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Understanding Row Reduction and Echelon Forms

May 11, 2025

Row Reduction and Echelon Forms

Introduction

  • Reminder of what a system of equations is.
  • Introduction to row operations and matrices.
  • Focus on row reduction and echelon forms.

Types of Echelon Forms

  1. Echelon Form (EF)

    • All nonzero rows are above zero rows.
    • Each leading entry of a row is in a column to the right of the leading entry of the row above it.
    • Resembles a triangular form.
    • Example:
      • Leading entry: 2 with zeros below.
      • Leading entry: 1 with zeros below.
      • Leading entry: 7 with zeros below.
  2. Reduced Row Echelon Form (RREF)

    • Each leading entry in a nonzero row is 1.
    • Leading 1 is the only nonzero entry in its column.
    • Example:
      • Leading 1 in each row with zeros elsewhere.
      • Rows cascade down to the right.

Terminology

  • Pivot: Leading coefficient in a row.
  • Pivot Position: Where the leading 1 is in RREF.
  • Pivot Column: Column containing the pivot position.

Row Reduction Algorithm

  1. Initial Setup: Write as an augmented matrix.
  2. Pivot Column: Begin at the leftmost non-zero column.
    • Select a nonzero entry as the pivot.
    • Interchange rows if necessary.
  3. Create Zeros:
    • Use row operations to create zeros below the pivot.
    • Example:
      • Row operation to make zeros: ( -2 \times \text{Row 1} + \text{Row 2} \rightarrow \text{New Row 2} ).
  4. Repeat for Remaining Rows:
    • Ensure each pivot is 1 and zeros below.
  5. Final Steps:
    • Ensure pivots are 1.
    • Work from rightmost pivot upwards, creating zeros above.

Example Solution

  • Transform matrix to RREF.
  • Ensure all rows have leading 1s and zeros elsewhere.
  • Back substitution to find solution.
  • Solution: ( x_1 = 5, x_2 = 3, x_3 = -1 ).

Verification

  • Substitute solutions back into original equations.
  • Check each equation for correctness:
    • ( x_1 + x_2 = 8 )
    • ( 2x_1 + 2x_2 + 9x_3 = 7 )
    • ( x_2 + 5x_3 = -2 )
  • Confirm that equations hold true, thus verifying the solution.