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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

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Nancy sharma

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#reinforcement learning Dataset Open access Sep 2026

A Digital Twin Framework for Autonomous Kinetic Facades: Bio-inspired SMA Actuation with Reinforcement Learning Control for Tropical Climates

Building envelope automation is limited by heavy motor-driven shading and reactive rule-based controllers. This paper presents an autonomous Digital Twin framework for kinetic facades, integrating bio-inspired Shape-Memory Alloy [SMA] actuation with a Reinforcement Learning [RL] control policy. Conceived as a Robotic S...

Nancy sharma, Vaishali Dixit · 0 citations
#reinforcement learning Dataset Open access Sep 2026

A Digital Twin Framework for Autonomous Kinetic Facades: Bio-inspired SMA Actuation with Reinforcement Learning Control for Tropical Climates

Building envelope automation is limited by heavy motor-driven shading and reactive rule-based controllers. This paper presents an autonomous Digital Twin framework for kinetic facades, integrating bio-inspired Shape-Memory Alloy [SMA] actuation with a Reinforcement Learning [RL] control policy. Conceived as a Robotic S...

Nancy sharma, Vaishali Dixit · 0 citations

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