Homogeneous System Objective: In this section, we will characterize the solutions of a homogeneous system Amn xn1 0 . For a homogeneous linear system A Amn xn1 0 , - Jordan reduction | 0 By Gauss B | 0 . Then, there are two possible situations: (1): 1 0 B | 0 0 0 0 There is only one solution 0 0 0 1 0 0 0 1 0 , n m . 0 0 0 0 0 0 xn1 0 . (2): Bmn 1 0 | 0 0 0 0 0 0 1 0 0 0 1 b11 b1nr 0 b21 1 br1 0 0 0 0 b2 nr brnr 0 0 0 0 0 0 0 x1 b11 x r 1 b12 x r 2 b1n r x n x 2 b21 x r 1 b22 x r 2 b2 n r x n x r br1 x r 1 br 2 x r 2 brnr x n , s1 , s 2 ,, s n r R, x r 1 s1 xn s nr x1 b11s1 b12 s2 b1nr snr x b s b s b s 2 nr nr 2 21 1 22 2 x xr br1s1 br 2 s2 brnr snr xr 1 s1 x sn r n b11 b12 b1nr b b b 21 22 2 nr b b b s1 r1 s2 r 2 snr rnr 1 0 0 , 0 1 0 0 0 1 s1v1 s2v2 snr vnr (a) Any solution of Amn xn1 0 v1 , v2 ,, vn r 2 is the linear combination of (b) v1 , v2 ,, vn r v1 , v2 ,, vn r are linearly independent. are a basis of the solution space and the dimension of the solution space is nr . Definition of null space and nullity: The solution space of Amn xn1 0 is called the null space of A. The dimension of the null space is referred to as the nullity of A. Note: In the above homogeneous system, the null space of A is the vector space with a basis v1 , v2 ,, vn r and the nullity of A is nr . Example: Find a basis and the dimension of the solution space of the homogeneous system 1 0 1 x1 Ax 2 1 1 x2 0 3 1 4 x3 [solutions:] By Gauss-Jordan reduction, 1 0 1 0 A 0 0 1 1 0 x1 x3 , x2 x3 , x3 s, s R 0 0 0 0 x1 s 1 x 2 s s 1 x3 s 1 3 1 The basis for the solution space is 1 and the dimension of the solution space 1 is 1. Example: Find the null space and the nullity of the matrix 1 0 A 0 1 2 1 1 0 1 1 4 2 0 0 6 1 1 1 0 0 2 1 2 . 2 1 [solutions:] By Gauss-Jordan reduction, x1 1 0 row echelon form A 0 inreduced 0 0 0 x2 x3 x4 0 2 0 1 0 2 0 0 1 0 0 0 0 0 0 x1 1 0 exchange 2'nd and 3'rd columns 0 0 0 x1 1 0 x 2 1 0 , x x 4 2 0 x3 0 0 x5 0 0 x2 x4 x3 0 0 2 1 0 0 1 2 0 0 0 0 0 0 0 Thus, 4 x5 1 0 1 0 2 0 0 0 0 0 x5 x1 2 x3 x5 x2 2 x3 x5 x4 2 x5 , s, t R. x3 s x5 t x1 2s t x1 2s t 2 1 x 2 s t x 2 s t 2 1 2 2 x x4 2t x x3 s s 1 t 0 x x s 2 t 3 4 0 2 x5 t x5 t 0 1 2 1 2 1 The null space is span 1 , 0 and the nullity of A is 2. 0 2 0 1 5