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Training data from simulation and physical experiments

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Figshare2025-05-06 更新2026-04-28 收录
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https://figshare.com/articles/dataset/Training_data_from_simulation_and_physical_experiments/28940828
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Description:This dataset includes the training data and trained models used in our study on autonomous microrobot control via model-based reinforcement learning (MBRL). The data encompasses both simulation and physical experiment results used to train and evaluate an ultrasound-actuated microrobot navigating microfluidic environments.Specifically, the repository contains:Training logs and reward trajectories for MBRL agents across six environments: Racetrack, SPA, Multi-Output Tributary, Vascular, Mixed, and Randomized channels.Trained model checkpoints for each of these environments.Fine-tuning results from real-world experiments, including target success rates
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2025-05-06
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