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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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J.-J. Liu

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Open access Aug 2026

Risk Assessment for the Electricity Retail Market Based on Decision Tree Algorithm

Driven by deregulation and the widespread adoption of renewable energy, the electricity retail market exhibits significant coupling among price volatility risks, load uncertainty risks, and market settlement risks faced by power retailers. Traditional risk assessment methods based on parametric assumptions and linear a...

J.-J. Liu, L. Qin, S.-J. Li et al. · 0 citations
Open access Aug 2026

Dynamic Pricing Strategies for the Electricity Retail Market Using Reinforcement Learning Algorithms

This paper models the dynamic pricing problem of power retailers as a Markov decision process within a continuous action space and proposes a solution framework based on proximal policy optimization algorithms, validating the feasibility and practical effectiveness of reinforcement learning approaches for dynamic prici...

W.-T. Xu, J.-J. Liu, C. Liu et al. · 0 citations

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