Motion equation and observation equation will not fully hold because of the noise. This section is about using nonlinear optimization to perform state estimation and the usage of g2o and Ceres.
2-norm (also called Euclid norm) $$ ||x||2=\sqrt{\sum^N{i=1}x_i^2} $$