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Author

Karenth Elena Ramírez Álvarez

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#reinforcement learning Dataset Open access Sep 2026

Physics-Constrained Multi-Agent Reinforcement Learning for Coordinated Multi-Bed Direct Air Capture under Dynamic Weather and Shared Utility Constraints: Reproducibility Package

Definitive reproducibility package for a four-bed TVSA direct-air-capture MARL study using Lewatit VP OC 1065 and real TMYx 2011–2025 weather. The archive contains the frozen process/control code, processed weather inputs, checkpoints, a complete eight-seed nominal benchmark for Fixed, Rule, RollingHorizon, CentralPPO,...

Miguel Angel Cornelio Chujutalli, King Klaus Ramírez-Pizango, Luis Miguel Angel Salgado Díaz et al. · 0 citations
#federated learning Dataset Open access Sep 2026

PhysGuard-FL: Reproducibility package for physics-aware Byzantine-robust federated learning in chemical process monitoring

Complete research compendium for PhysGuard-FL, a physics-aware Byzantine-robust federated-learning framework evaluated for chemical-process monitoring. The frozen benchmark uses six Tennessee Eastman Process operating modes, 20 federated clients, 20 communication rounds, five local steps, and 10 matched random seeds. T...

Miguel Ángel Cornelio-Chujutalli, King Klaus Ramírez-Pizango, Karenth Elena Ramírez Álvarez · 0 citations
#federated learning Dataset Open access Sep 2026

PhysGuard-FL: Reproducibility package for physics-aware Byzantine-robust federated learning in chemical process monitoring

Complete research compendium for PhysGuard-FL, a physics-aware Byzantine-robust federated-learning framework evaluated for chemical-process monitoring. The frozen benchmark uses six Tennessee Eastman Process operating modes, 20 federated clients, 20 communication rounds, five local steps, and 10 matched random seeds. T...

Miguel Ángel Cornelio-Chujutalli, King Klaus Ramírez-Pizango, Karenth Elena Ramírez Álvarez · 0 citations
#diffusion models Dataset Open access Sep 2026

ThermoDiff-PCM: reproducibility package for physics-guided transfer diffusion in protic organic salt inverse design

ThermoDiff-PCM is a reproducibility package for physics-guided transfer diffusion applied to the inverse design of protic organic salt phase-change materials. The archive contains curated PCM development and locked validation tables, preprocessing and modeling scripts, trained checkpoints, leakage-control documentation...

Miguel Ángel Cornelio-Chujutalli, Karenth Elena Ramírez Álvarez, King Klaus Ramírez-Pizango · 0 citations
#diffusion models Dataset Open access Sep 2026

ThermoDiff-PCM: reproducibility package for physics-guided transfer diffusion in protic organic salt inverse design

ThermoDiff-PCM is a reproducibility package for physics-guided transfer diffusion applied to the inverse design of protic organic salt phase-change materials. The archive contains curated PCM development and locked validation tables, preprocessing and modeling scripts, trained checkpoints, leakage-control documentation...

Miguel Ángel Cornelio-Chujutalli, Karenth Elena Ramírez Álvarez, King Klaus Ramírez-Pizango · 0 citations

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