This paper introduces new techniques for solving some fractional partial differential equations of fourth order (FPDEs). Combining numerical RKM techniques with the method of lines (MOL) led to the development of innovative methods; we apply the developed approach to some cases involving fourth-order FPDEs and compare the numerical and analytical answers.