BlendedNet++ provides a new dataset of 12,492 BWB geometries with RANS-derived Cp and Cf fields and benchmarks geometric deep learning for field prediction plus conditional diffusion models for inverse design achieving R^2 > 0.99 on lift-to-drag targets verified by CFD.
Interactive supercomputing on 40,000 cores for machine learning and data analysis
3 Pith papers cite this work. Polarity classification is still indexing.
3
Pith papers citing it
verdicts
UNVERDICTED 3representative citing papers
Adaptive clustering of subproblems in Benders decomposition yields grouped cuts that outperform standard multi-cut formulations for energy CEMs under weak inter-temporal coupling, with gains largest in big systems with short horizons.
Decentralized learning enables fixed-wing aircraft to conform to AAM corridor boundaries over 94% of the time and reach goals efficiently in simulated single, sequential, and splitting corridor scenarios with infrequent tactical interventions except at high density.
citing papers explorer
-
BlendedNet++: A dataset and benchmark for field-resolved aerodynamics and inverse design of blended wing body aircraft
BlendedNet++ provides a new dataset of 12,492 BWB geometries with RANS-derived Cp and Cf fields and benchmarks geometric deep learning for field prediction plus conditional diffusion models for inverse design achieving R^2 > 0.99 on lift-to-drag targets verified by CFD.
-
Clustering-enhanced adaptive Benders decomposition for energy systems planning optimization
Adaptive clustering of subproblems in Benders decomposition yields grouped cuts that outperform standard multi-cut formulations for energy CEMs under weak inter-temporal coupling, with gains largest in big systems with short horizons.
-
Decentralized Coordination of Autonomous Traffic Through Advanced Air Mobility Corridors
Decentralized learning enables fixed-wing aircraft to conform to AAM corridor boundaries over 94% of the time and reach goals efficiently in simulated single, sequential, and splitting corridor scenarios with infrequent tactical interventions except at high density.