Goal
Forecast optoelectronic collapsein monolayer TMD devices.
Core idea
Performance fails when coupling collapses:
defect densityPL intensityquantum yieldstrain and peak shift
stop tracking as one system.
Inputs
operational hours
defect density
normalized PL intensity
quantum yield
peak shift
strain
temperature cycles
humidity exposure
Required outputs
pl_coherence_score
quench_flag
quench_type
performance_collapse_risk
quench_horizon_hr
stabilization_actions
