Open-source building energy and HVAC digital twin with thermal simulation, calibration, validation, uncertainty, sensitivity, and comfort-aware optimization.
Open-source digital twin for fluorescence imaging systems, including image-dataset analysis, optical filters, illumination, sensors, electronics, calibration, and hardware optimization.
Open-source reaction mechanism analysis and validation starter for mapped reactions, supplied quantum results, TS evidence gates, kinetics, uncertainty, Rowan provenance, and molecular visualization.
Open-source photovoltaic energy system digital twin with PV, MPPT, converters, DC link, inverter, storage, calibration, validation, and optimization.
Open-source R&D twin for early small-molecule lead optimization with cheminformatics, Rowan predictions, validation, visualization, and Pareto ranking.
Open-source starter kit for reproducible research twins using local analysis, Vicena Compute engineering simulation, and Rowan molecular modeling.
Open-source research twin for chemistry-extensible electrode architectures, public literature provenance, transport checks, PyBaMM modeling, and evidence-aware validation.
Open-source analog-AI circuit research twin with differential conductance encoding, managed ngspice, tolerance analysis, and reproducible evidence.
Open-source wind turbine digital twin for SCADA, power curves, calibration, condition monitoring, uncertainty, and held-out validation.
Open-source chemical reactor digital twin for batch, CSTR, and PFR simulation, calibration, validation, uncertainty, sensitivity, and constrained optimization.
Open-source research twin for dental enamel regeneration with PHREEQC geochemistry, reactive transport, uncertainty analysis, and experiment design.
Research-ready, reproducible lithium-ion battery digital twin built on PyBaMM, with modular models, validation, thermal simulation, and Vicena/Rowan compute routing.
Electrolyte solvent and additive identity, 3D structure preparation, molecular screening, uncertainty, and validation workflows.
Open-source battery digital twin for electro-thermal simulation, degradation scenarios, SOH modeling, and measured held-out validation.
Open-source digital twin for rotating equipment with signal quality, regime normalization, anomaly detection, degradation trending, uncertainty, and qualified prognosis.
Open protein-ligand structure preparation, docking and MD workflow design, contact analysis, uncertainty, and validation.
Parametric battery pack and cold-plate thermal screening, CFD preparation, cooling optimization, and validation workflows.
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