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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

Devrim Alkaya

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2 papers indexed here

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Open access Sep 2026

Evaluating Reference Evapotranspiration and Soil Moisture as Predictors for Machine Learning-Based Actual Evapotranspiration Estimation: Model Performance and Explainability

Overall, ET0 provides substantial atmospheric-demand information for ETa prediction, whereas Rs assumes the dominant predictive role, and SM provides particularly important complementary information when ET0 is unavailable, demonstrating the importance of considering predictor composition together with model structure...

H. Karahan, Devrim Alkaya · 0 citations
Open access Sep 2026

Ensemble Calibration of Tunnel Deformation in Weak Rock Masses

This study evaluates the mechanical behavior of weak and heterogeneous rock masses along the Honaz Tunnel (SW Türkiye) through 2D finite-element simulations. To address the extreme prediction scatter of classical empirical equations in weak formations, an ensemble-based calibration framework was developed by averaging...

E. Karakaplan, Devrim Alkaya · 0 citations

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