A paper in the Joanna! of Chemical Technology and Biotechnology (Response Surface Optimization of the Critical Media Components for the...

The design in Problem 6.40 is a 24 factorial. Set up this experiment in two blocks with ABCD confounded. Analyze the data from this design. Is the block effect large? 

Could you help me solve this problem?

I would like to know the whole process including R code and conclusion.