Closed-loop remanufacturing planning

Advanced planning methods are only useful when they improve a real decision under real constraints. Here, closed-loop remanufacturing planning is framed as a testable system-design choice.

Practitioner lens

Stress-test closed-loop remanufacturing planning beyond the average case. Tail events, correlated shortages and delayed information often determine whether a policy is robust enough to use.

First experiment

Test the method at the level where the decision is executed, then inspect how aggregation changes results.

This is an original educational brief. It is a starting point for discussion, not a claim that one technique fits every supply chain.