Predict Material Failure Within 10-20% of Real Lifetimes

How digital material twins, ML corrosion models, and sensor-driven fatigue analytics are reshaping asset integrity in 2026 In materials engineering, the difference between a planned shutdown and a catastrophic failure…

Circular Materials Engineering: $2.2 Trillion Closed-Loop Shift

From linear take-make-waste to regenerative loops — how materials engineers are rebuilding the industrial economy around the three core principles of the circular model For 150 years, the global materials…