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Indu Shukla

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#reinforcement learning Case report Sep 2026

Explainability-driven LangChain-integrated large language models and knowledge graphs for multiagent reinforcement learning in complex air combat simulation

This work advances multiagent reinforcement learning (MARL) for complex air combat by integrating methods that enhance decision-making and explainability. Using a realistic six-degrees-of-freedom aerial simulation built on the OpenAI Gymnasium framework, we investigate competitive agent interactions in dynamic scenario...

Abderahim Salhi, Indu Shukla, Gary J. Briggs et al. · 0 citations
Open access Jul 2026

AI and Nanotechnology Revolutionize Towards Advancing Innovation Based Nanomaterials

This paper presents a comprehensive academic investigation into the synergistic relationship between AI and nanotechnology, highlighting recent innovations, emerging methodologies, application domains, current limitations, and future research opportunities that are expected to shape intelligent nanomaterial development...

Amjid Nadeem, B. Mishra, J. Raja et al. · 0 citations
Open access Aug 2026

Smart Manufacturing: Integrating IoT and AI for Learner Operations

An integrated AI-IoT framework for smart manufacturing that continuously acquires machine data, performs real-time analytics, predicts equipment failures, optimizes production scheduling, and supports data-driven decision-making is proposed.

Anand Singh · 0 citations

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