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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Lan Sheng

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#reinforcement learning Open access Sep 2026

Supplemental Materials for "Constrained Reinforcement Learning Scheduling for Low-Carbon IES Considering P2G-CCS Coupling and District Heating Network Thermal Inertia"

This record contains the supplemental materials associated with the manuscript entitled “Constrained Reinforcement Learning Scheduling for Low-Carbon IES Considering P2G-CCS Coupling and District Heating Network Thermal Inertia.” The supplemental materials include standard SAC update equations, the complete Action Projection-Smoothed PI-SAC training procedure, implementation details, system and training parameters, ablation settings, and RES sensitivity results.

Zhang Hao, Lan Sheng · 0 citations
#reinforcement learning Open access Sep 2026

Supplemental Materials for "Constrained Reinforcement Learning Scheduling for Low-Carbon IES Considering P2G-CCS Coupling and District Heating Network Thermal Inertia"

This record contains the supplemental materials associated with the manuscript entitled “Constrained Reinforcement Learning Scheduling for Low-Carbon IES Considering P2G-CCS Coupling and District Heating Network Thermal Inertia.” The supplemental materials include standard SAC update equations, the complete Action Projection-Smoothed PI-SAC training procedure, implementation details, system and training parameters, ablation settings, and RES sensitivity results.

Zhang Hao, Lan Sheng · 0 citations

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