Dataset for "In Situ Bayesian Soliton Detection from Time-Series"

This record contains the data underlying the manuscript, "In Situ Bayesian Soliton Detection from Time-Series Data" by C. Crabtree and A. Fletcher. The dataset includes the individual sets: - `fkdv_validation/`: Validation data using the fKdV equation. - `pic_timeseries/`: Data from Particle-in-Cell simulations. - `vap_soliton_catalog/`: Soliton statistics from Van Allen Probes data. Data File - `fkdv_validation_data.h5`: HDF5 container holding all data for this section. #HDF5 Structure ## Group: `/fKdV_soliton_data` - Source: `fKdV_soliton_data.npz` - Datasets: f_t_final, f_x, modelsol, t, x ## Group: `/fKdV_paramsVsNoise_data` - Source: `fKdV_paramsVsNoise_data.npz` - Datasets: noise_levels, results_ci_curv, results_ci_grid, results_ci_slice, results_map, true_params ## Group: `/fKdV_paramsVsSampleRate_data` - Source: `fKdV_paramsVsSampleRate_data.npz` - Datasets: decimation_factors, dt_full, results_ci_curv, results_ci_grid, results_map, sigma_noise, true_params Data File - `pic_timeseries_data.h5`: HDF5 container holding all data for this section. # HDF5 Structure ## Group: `/es_pre_ts` - Source: `es_pre_ts.hdf` - Contents: es_pre_ts ## Group: `/PIC_densityalone_soliton_data` - Source: `PIC_densityalone_soliton_data.npz` - Datasets: H_map, K_map, d, deltat_map, deltat_vec, logP_grid, minDensity, t, t0_map, t0_vec ## Group: `/PIC_timeseries_data` - Source: `PIC_timeseries_data.npz` - Datasets: ex, ne, t ## Group: `/PIC_dualchannel_soliton_data` - Source: `PIC_dualchannel_soliton_data.npz` - Datasets: H_es, H_ns, K_es, K_ns, de, deltat_err_minuss, deltat_err_pluss, deltat_maps, deltat_vec, dn, logP_grid, logP_maxs, minDensity, t, t0_err_minuss, t0_err_pluss, t0_maps, t0_vec ## Group: `/PIC_efieldalone_soliton_data` - Source: `PIC_efieldalone_soliton_data.npz` - Datasets: H_maps, K_maps, d, deltat_err_minuss, deltat_err_pluss, deltat_maps, deltat_vec, logP_grid, logP_maxs, t, t0_err_minuss, t0_err_pluss, t0_maps, t0_vec Data File - `vap_soliton_catalog_data.h5`: HDF5 container holding all data for this section. # HDF5 Structure ## Group: `/VAP_exprob_soliton_data` - Source: `VAP_exprob_soliton_data.npz` - Datasets: H_maps, K_maps, d, deltat_maps, deltat_vec, logP_grid, t, t0_maps, t0_vec ## Group: `/VAP_soliton_statistics` - Source: `VAP_soliton_statistics.npz` - Datasets: amplitude, deltat, t0 Manifest See `MANIFEST.txt` for SHA256 hashes of all files. This upload is intended to support reproducibility of the results reported in the manuscript.