Extracting common signal from 4 sets of observations
Because you have a set of linear equations, why don't you set up a linear system (for each data point) and solve the system (using SVD for example) to obtain the solution?

Write in the the matrix form such as $Y=\beta X$ where $\beta$ are known and $X$ is unknown.