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Open Access Academic Papers from Research Square

3 results found
Research Article posted

A Study of Correlation Analysis Between Numerical and Experimental Responses of Dynamics-Based Tractor Acceleration and Development of a Correction Algorithm Using AI Regression Neural Networks

Heung Soap Choi

This study quantitatively analyzes the dynamic acceleration performance of medium to-large agricultural tractors (60HP and 75HP classes) and validates the reliability of a system-level simulation mode...

Research Square 2026-04-22 rs-9446430
Agricultural Tractor Dynamic Simulation Acceleration Performance Machine Learning LSTM Bias Correction Model Validation DigitalTwin
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Research Article posted

On the inescapable bias in random forests: sources, manifestations, and corrections

Matthew Berkowitz, Rachel MacKay Altman, Thomas M. Loughin

In regression settings, random forests (RFs) often produce unavoidably biased estimates and predictions. We explain sources of bias in terms of RF-based estimated conditional distribution functions (E...

Research Square 2026-04-22 rs-9431439
random forest quantile regression forest bias correction quantile estimation
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Research Article under-review

Physics-Guided AI Cascaded Corrector Model Significantly Extends Madden-Julian Oscillation Prediction Skill

Xiao Zhou, Yuze Sun, Jie Wu, Xiaomeng Huang

The Madden-Julian Oscillation (MJO) is an important driver of global weather and climate extremes, but its prediction in operational dynamical models remains challenging, with skillful forecasts typic...

Climate Dynamics 2026-04-20 rs-9352677
Madden-Julian Oscillation Deep learning Bias correction Explainable AI
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