# Design refresh planning models for managing obsolescence

> Research article (IIE Transactions, 2015) · cited 29× · AI/ML

**Wikidata**: [openalex:W2042755986](https://www.wikidata.org/wiki/openalex:W2042755986)  
**Source**: https://4ort.xyz/entity/design-refresh-planning-models-for-managing-obsolescence