A multidimensional chromatographic assembly includes a pump module, an injector, a path selector device, an array of chromatographic media, a loop selector device and a detector assembly for receiving at least a portion of an analyte stream and flowing the injected stream into the detector assembly via a chromatographic medium (the first dimension). At least a portion of the analyte of interest is then channeled into a chromatographic medium of interest (the second dimension) and re-circulated through the detector assembly. The iteration (multidimension) is continued until all aspects of the chromatogram and the peaks are judged to be analyzed. The entire process is controlled from a computer and the results are collected to make decisions on the analytical and the process controls.