Research dataset
Cold plate · simulation fields
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Dataset source filesWhat this dataset shows
This collection contains steady-state computational fluid dynamics simulations and a learned surrogate model for a dual-chip cold plate.
The cold-plate flow visualization supplied as this dataset’s cover image.
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These are simulation results rather than camera recordings. The dataset contains 2,000 steady-state cases, so a still field should not be read as a changing transient experiment.
Source and processing
Original file: cover.png
The published source files used here do not include an acoustic recording, so acoustic video, spectrogram and waveform views are not offered.
Browse all source visualsBrowse all source images and videos1 original visual file · From this dataset
Files
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Showing 23 of 23 files · 0 selected ·
| File name | Tags | Type | Size | |
|---|---|---|---|---|
| 1_DatasetTop folder | cfd simulations | archive | 1.29 GB | |
| model_setup.json1_Dataset | doe configuration | json | 706.98 KB | |
| dataset_size_sensitivity.csv2_AnalyzedData | analyzed data | csv | 817 B | |
| mode_scaler.pkl2_AnalyzedData / trained_model | trained model | pkl | 546 B | |
| param_scaler.pkl2_AnalyzedData / trained_model | trained model | pkl | 594 B | |
| pca.pkl2_AnalyzedData / trained_model | trained model | pkl | 217.75 KB | |
| pod_nn.h52_AnalyzedData / trained_model | trained model | h5 | 117.33 KB | |
| training_history.json2_AnalyzedData / trained_model | trained model | json | 39.51 KB | |
| 01_train_model.py3_SourceCode | source code | py | 1.53 KB | |
| 02_pod_modes.py3_SourceCode | source code | py | 1.29 KB | |
| 03_pod_reconstruction.py3_SourceCode | source code | py | 2.44 KB | |
| 04_pod_variance.py3_SourceCode | source code | py | 1.44 KB | |
| 05_mse_history.py3_SourceCode | source code | py | 908 B | |
| 06_time_crossover.py3_SourceCode | source code | py | 3.83 KB | |
| 07_single_prediction.py3_SourceCode | source code | py | 3.81 KB | |
| 08_mean_error_field.py3_SourceCode | source code | py | 1.85 KB | |
| 09_dataset_size_sensitivity.py3_SourceCode | source code | py | 4.8 KB | |
| 10_pod_alpha_sweep.py3_SourceCode | source code | py | 3.52 KB | |
| 11_pearson_correlation.py3_SourceCode | source code | py | 6.21 KB | |
| 12_rth_latent_space.py3_SourceCode | source code | py | 3.67 KB | |
| _utils.py3_SourceCode | source code | py | 7.46 KB | |
| requirements.txt3_SourceCode | source code | txt | 47 B | |
| README.pdfTop folder | documentation | 64.42 KB |