Author

Shivanshu Tripathi

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Review Open access Aug 2026

Critical Review of Artificial Intelligence and Machine Learning Methods for Data-Center Load Forecasting

The reviewed studies indicate that advanced approaches, including long short-term memory (LSTM), gated recurrent unit (GRU), transformer-based models, and digital twin (DT) frameworks, can improve forecasting performance and support more energy-efficient operation.

Shivanshu Shekhar, Shivanshu Tripathi, Gajendra Singh Chawda et al. · Energies · 0 citations

Jul 2026

VeraGrid-Agent: Tool-Augmented LLMs for Distribution Optimal Power Flow at the Grid Edge

This work presents VeraGrid-Agent, a tool-augmented LLM that autonomously writes the simulator input, executes the open-source VeraGrid solver, and reads the solver output before answering, and does a failure-mode analysis to show that the few remaining errors arise from wrong interpretations during multi-step reasonin...

Shivanshu Tripathi, Hamed Mohsenian-Rad, Maziar Raissi · arXiv.org · 0 citations