what is the best way for crass platform gene expression analysis?

Question

[Shamim Sarhadi]

I have some gene expression dataset with different platform, please recommended me the best way that I could merge them, and removing batch effect between them

My datasets are some of GSEs in GEO database

[ATpoint]

Unless you have replicates for each group on every platform this is not possible.