遇见数据集

A comprehensive calibration approach for the Northwest River Forecast Center - supplementary data data for reproducing paper figures

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Zenodo2026-03-02 更新2026-05-26 收录
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This dataset accompanies the paper:Walters, G., Bracken, C., et al., "A comprehensive calibration framework for the Northwest River Forecast Center." Journal of the American Water Resources Association (JAWRA) The archive (nwrfc-calibration-paper-data.zip) is a compressed copy of the nwrfc-calibration-paper-data directory and contains the following: fig1-basin-mapData used to create Figure 1. fig5-zone-mapData used to create Figure 5. section6-calibration-results-camels-basinsData supporting figures and discussion in Section 6. 202005_usgs_locations.csv: Mapping of five-character NWRFC location identifiers to co-located USGS gauge IDs. lstm-kratzert-2024: Model output from Kratzert et al. (2024), included for comparison convenience. Original source: https://doi.org/10.5194/hess-28-4187-2024. nwrfc_autocalb_CAMELS_runs: Period-of-record calibration results using the NWRFC approach for all CAMELS basins in the NWRFC domain. nwrfc_autocalb_legacy_CAMELS_metrics.csv: Performance metrics for nwrfc_autocalb_CAMELS_runs and corresponding operational models calibrated with the legacy NWRFC manual approach. section7-calibration-results-case-studiesData supporting figures and discussion in Section 7. autocalb-case-study-runs-forcing-adj: Full cross-validation and period-of-record calibration results with forcing adjustments for four NWRFC basins (FSSO3, SAKW1, WCHW1, WGCM8). autocalb-case-study-runs-no-forcing-adj: Full cross-validation and period-of-record calibration results without forcing adjustments for the same four basins. cv+por-bs_forcing_adj.csv: Cross-validation and period-of-record stationary bootstrap performance metrics from autocalb-case-study-runs-forcing-adj. cv+por-bs-no-forcing-adj.csv: Cross-validation and period-of-record stationary bootstrap performance metrics from autocalb-case-study-runs-no-forcing-adj.

本数据集配套论文为:Walters, G.、Bracken, C. 等《美国西北河流预报中心(Northwest River Forecast Center, NWRFC)综合校准框架》,发表于《美国水资源协会期刊(Journal of the American Water Resources Association, JAWRA)》。 归档文件nwrfc-calibration-paper-data.zip为nwrfc-calibration-paper-data目录的压缩副本,包含以下内容: fig1-basin-mapData:用于生成图1的流域地图数据。 fig5-zone-mapData:用于生成图5的分区地图数据。 section6-calibration-results-camels-basins:支撑第6章节图表与讨论的CAMELS流域校准结果数据集。 202005_usgs_locations.csv:五字符NWRFC站点标识符与对应同址美国地质调查局(United States Geological Survey, USGS)测站ID的映射表。 lstm-kratzert-2024:Kratzert等人(2024)的模型输出,用于对照参考,原始来源:https://doi.org/10.5194/hess-28-4187-2024。 nwrfc_autocalb_CAMELS_runs:针对NWRFC管辖范围内所有CAMELS流域,采用NWRFC方法得到的全记录周期校准结果。 nwrfc_autocalb_legacy_CAMELS_metrics.csv:nwrfc_autocalb_CAMELS_runs的性能指标,以及采用传统NWRFC手动校准方法得到的对应业务模型性能指标。 section7-calibration-results-case-studies:支撑第7章节图表与讨论的案例研究校准结果数据集。 autocalb-case-study-runs-forcing-adj:针对4个NWRFC流域(FSSO3、SAKW1、WCHW1、WGCM8),开展输入强迫校正后的全交叉验证与全记录周期校准结果。 autocalb-case-study-runs-no-forcing-adj:针对上述4个流域,未开展输入强迫校正的全交叉验证与全记录周期校准结果。 cv+por-bs_forcing_adj.csv:来自autocalb-case-study-runs-forcing-adj的交叉验证与全记录周期平稳Bootstrap性能指标。 cv+por-bs-no-forcing-adj.csv:来自autocalb-case-study-runs-no-forcing-adj的交叉验证与全记录周期平稳Bootstrap性能指标。

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2026-03-02
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