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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

Author

Shijie Li

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2 papers indexed here

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Conference Aug 2026

Short-Term Wind Power Forecasting under Extreme Weather Based on Improved TimeGAN and GAT-Crossformer

To overcome the combined issues of intricate weather feature dynamics and insufficient data under extreme conditions, a short-term wind power prediction framework is presented, leveraging a modified time-series generative adversarial network (TimeGAN) alongside a GAT-Crossformer network. First, raw data corresponding t...

Shi-Xian Pan, Xu-Dong Hu, Zi-Kang Xian et al. · 0 citations
Open access Aug 2026

Life Prediction of Energy Storage LFP Batteries Based on Voltage Segment Health Indicators: A Comparative Study of Data-Driven and Arrhenius-Data Fusion Models

Large-capacity lithium iron phosphate (LFP) batteries dominate energy storage systems, but their degradation characteristics differ from small-capacity cells. Most existing life prediction methods require complete voltage–current time-series data, which is hard to obtain in practical operation. This paper proposes two...

Hao Liu, Guozhi Huang, Shijie Li et al. · 0 citations

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