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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Yi-Hong Zhou

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Preprint Sep 2026

Lifetime Profit-Maximising Co-optimisation of Multi-Service Stacking for Battery Storage

Grid-scale battery energy storage can generate revenue by stacking services across electricity and frequency response markets, yet identifying the lifetime profit-maximising stacking strategy remains challenging. Decisions across services are coupled through shared battery system capacity, constrained by system operato...

Yuxin Xia, Frederik Schiele, Yi-Hong Zhou et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Finite-Sample Probabilistic Safety Certification for AI-Based Grid-Edge Coordination

A finite-sample probabilistic safety certification framework for black-box AI decision models in closed-loop grid operation and combines the nominal certificate with physically interpretable sample-space adversarial attacks, a concept widely used in AI to investigate the fragility of AI models.

Yi-Hong Zhou, Han-Bin Yang, T. Morstyn · 0 citations

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