Physics-informed digital twin for hybrid tropical data-centre cooling in Singapore — PINN vs plain MLP ablation on synthetic data
-
Updated
Aug 3, 2026 - Python
Physics-informed digital twin for hybrid tropical data-centre cooling in Singapore — PINN vs plain MLP ablation on synthetic data
1D thermal-hydraulic model of a liquid cooling loop, validated against analytical references
Deep-learning thermal anomaly detection for HPC datacenters: autoencoder and LSTM-AE models on Marconi-100 supercomputer telemetry (ExaMon), with a Kubernetes/Kubeflow MLOps pipeline for real-time monitoring, alerting, and predictive maintenance.
Nortek is a global manufacturer of HVAC, data center cooling, and cleanroom systems, organized into three divisions: Nortek Air Solutions, Nortek Data Center Cooling, and Nortek Cleanroom Solutions.
Add a description, image, and links to the data-center-cooling topic page so that developers can more easily learn about it.
To associate your repository with the data-center-cooling topic, visit your repo's landing page and select "manage topics."