This protocol details a reproducible digital-twin workflow integrating data ingestion, sequence-and-graph-based risk prediction, propagation simulation, and policy optimization. It specifies software versions, parameters, checkpoints, and troubleshooting steps to support faithful replication in industrial settings.

digital-twin-guided-protocol-for-supply-chain-risk-prediction

Digital-Twin-Guided Protocol for Supply Chain Risk Prediction and Mitigation with Neural Sequence and Graph Models

Supply chains require real-time risk prediction and mitigation under high uncertainty and network interdependence. This protocol describes a reproducible ...

Presented here is a protocol of Helicoverpa armigera (H&#252;bner) embryo microinjection and knockout mutant identification created by CRISPR/Cas9 genome editing. Mutant insects enable further research of gene function and interaction among different genes in vivo.

embryo-microinjection-knockout-mutant-identification-crisprcas9

Embryo Microinjection and Knockout Mutant Identification of CRISPR/Cas9 Genome-Edited Helicoverpa Armigera (H&#252;bner)

The cotton bollworm, Helicoverpa armigera, is one of the most destructive pests in the world. A combination of molecular genetics, physiology, functional ...

Institution - China University of Mining and Technology

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