Christoph Helbig

Bridging criticality assessment and supply chain resilience: a structured framework for operationalizing mitigation actions

Critical raw materials underpin the energy transition, defense, and digitalization, yet criticality assessments remain diagnostic: they quantify supply risk and vulnerability without prescribing how to act. This gap is addressed through a structured review, from which 139 mitigat...

Smarter LCA : Using large language models to predict manufacturing processes and their uncertainties☆

Prospective Life Cycle Assessment offers significant potential to guide sustainable product development by influencing design in the early stages, when the flexibility for impactful changes is greatest. However, its practical application is often constrained by the limited availa...