遇见数据集

Datasets obtained from evaluation of KS-test and Caging criterion on simulation data of a dense granular gas

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Zenodo2025-09-09 更新2026-05-26 收录
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These files contain datasets used in the article titled "Machine learning based prediction of dynamical clustering in granular gases". Each of these files contains data described as follows: "dataset_ks_test_minimum_difference_interpolation.csv": Estimation of minimum difference from KS-test for various system configurations "test_dataset_minimum_difference_interpolation_predictions.csv": Predictions of minimum difference from KS test for various system configuration on test dataset "test_dataset_with_predictions_extrapolation_NN.csv", test_dataset_with_predictions_extrapolation_XGB.csv, and test_dataset_with_predictions_extrapolation_PR.csv contains the predictions of minimum difference from Neural Network, XGBoost and Polynomial Regression models repectively. "train_data_ks_test_extrapolation_case_2.csv" contains training data for extrapolating predictions for new amplitude "test_data_ks_test_extrapolation_case_2.csv" contains test data for extrapolating predictions for new amplitude "amplitude_test_dataset_with_predictions_extrapolation_PR.csv", "amplitude_test_dataset_with_predictions_extrapolation_XGB.csv" and "amplitude_test_dataset_with_predictions_extrapolation_NN.csv" contains predictions from Polynomial Regression, Neural Network and XGBoost regression models respectively "data_ks_test_delta_min_extrapolation_training_set_case_1.csv" contains training data for extrapolating predictions for particle number "data_ks_test_delta_min_extrapolation_test_set_case_1.csv" contains test data for extrapolating predictions for particle number "post_1500_amplitude_400_phase_diff_1_3600_7200.csv" contains simulation data for 1500 particles excited with 4 mm excitation amplitude "post_4119_amplitude_400_phase_diff_8_7_5_3600_7200.csv" contains simulation data for 4119 particles excited with 4 mm excitation amplitude

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创建时间:
2025-09-07
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