An integrated multi-unit chemical plant presents a challenging control design problem due to the existence of recycling streams. In this paper, we develop a framework for analyzing the effects of recycling dynamics on closed-loop performance from which a systematic design of a decentralized control system for a recycled, multi-unit plant is established. In the proposed approach, the recycled streams are treated as unmodelled dynamics of the "unit" model so that their effects on closed-loop stability and performance can be analyzed using the robust control theory. As a result, two measures are produced: (1) the v-gap metric, which quantifies the strength of recycling effects, and (2) the maximum stability margin of "unit" controller, which represents the ability of, the "unit" controller to compensate for such effects. A simple rule for the "unit" control design is then established using the combined two measures in order to guarantee the attainment of good overall closed-loop performances. As illustrated by several design examples, the controllability of a recycled, multi unit process under a decentralized "unit" controller can be determined without requiring any detailed design of the "unit" controller because the simple rule is calculated from the open-loop information only.