Particular Solution
A particular solution of a linear system is a point that satisfies the system. This is a vector of values notated as xp.
Description
A consistent linear system has either one or infinitely many solutions. Any one unique solution is called a particular solution.
If a system has no solutions, it is inconsistent.
Number of solutions
If a consistent system has no free variables, there will be one unique solution. This can generalized in terms of rank: a full column rank matrix has one unique solution.
Conversely, if there is at least one free variable, there will be infinitely many solutions.
One way to identify if a system is inconsistent is to compute the reduced augmented matrix. If it has a pivot in the right-most column, then the system is inconsistent.
Solutions
The idea of particular solution follows from basic algebra.
system of 2 equations, 2 unknowns, and one particular solution
system of 3 equations, 3 unknowns, and one particular solution
Linear algebra introduces solution strategies such as elimination to find particular solutions in more complex systems. Reproducing the example from that page:
x + 2y + z = 2 3x + 8y + z = 12 4y + z = 2
This system is formulated as a matrix and eliminated into:
┌ ┐ ┌ ┐ ┌ ┐ │[1] 2 1 │ │ x│ │ 2│ │ 0 [2] -2 │ │ y│ = │ 6│ │ 0 0 [5]│ │ z│ │-10│ └ ┘ └ ┘ └ ┘
This matrix has full column rank, so there is one unique solution: [2, 1, -2]. This can be considered a particular solution.
Considering instead a system with free variables:
w + 2x + 2y + 2z = 1 2w + 4x + 6y + 8z = 5 3w + 6x + 8y + 10z = 6
This system is formulated as a matrix and eliminated into:
┌ ┐ ┌ ┐ ┌ ┐
│[1] 2 2 2│ │ w│ │ 1│
│ 0 0 [2] 4│ │ x│ = │ 3│
│ 0 0 0 0│ │ y│ │ 0│
└ ┘ │ z│ └ ┘
└ ┘There are infinitely many solutions. To find one of them, try setting all free variables to 0 and solving the equations.
2y + 4z = 3 2y + 4(0) = 3 2y = 3 y = 3/2 w + 2x + 2y + 2z = 1 w + 2(0) + 2y + 2(0) = 1 w + 2y = 1 w + 2(3/2) = 1 w + 3 = 1 w = -2
This reveals that a particular solution is [-2 0 3/2 0].