ESSD-benchmark

所属分类:测试
开发工具:Shell
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上传日期:2023-11-16 12:43:47
上 传 者sh-1993
说明:  为ESSD基准测试收集各种代码存储库的中心点
(Central point to gather the various code repositories for the ESSD benchmark)

文件列表:
automate.sh (2564, 2023-11-20)
codes/ (0, 2023-11-20)
codes/ESSD-ANET/ (0, 2023-11-20)
codes/ESSD-AR-EMOS/ (0, 2023-11-20)
codes/ESSD-ASRE/ (0, 2023-11-20)
codes/ESSD-DRN/ (0, 2023-11-20)
codes/ESSD-DVQR/ (0, 2023-11-20)
codes/ESSD-EMOS/ (0, 2023-11-20)
codes/ESSD-mbm/ (0, 2023-11-20)
codes/ESSD-reliability-calibration/ (0, 2023-11-20)
datasets/ (0, 2023-11-20)
datasets/ESSD-benchmark-datasets/ (0, 2023-11-20)
verification/ (0, 2023-11-20)
verification/ESSD-Verification/ (0, 2023-11-20)

# ESSD-benchmark Central point to gather the code repositories and assets of the ESSD postprocessing benchmark provided as supplementary material with: * Demaeyer, J., Bhend, J., Lerch, S., Primo, C., Van Schaeybroeck, B., Atencia, A., Ben Bouallègue, Z., Chen, J., Dabernig, M., Evans, G., Faganeli Pucer, J., Hooper, B., Horat, N., Jobst, D., Mere, J., Mlakar, P., Mller, A., Mestre, O., Taillardat, M., and Vannitsem, S.: The EUPPBench postprocessing benchmark dataset v1.0, Earth Syst. Sci. Data, 15, 2635–2653, https://doi.org/10.5194/essd-15-2635-2023, 2023. **Please cite this article if you use (a part of) this code for a publication.** This repository includes the codes to construct the input dataset, to compute the postprocessing outputs and the verification scores. ## Installation To install all the codes as submodules in one shot, first clone the present repository: git clone https://github.com/EUPP-benchmark/ESSD-benchmark.git Then run the following commands: git submodule init git submodule update This will fetch all the codes into the subdirectories, and you are then ready to go. ## Datasets (`./datasets` directory) The codes to download the ESSD benchmark dataset at https://github.com/EUPP-benchmark/ESSD-benchmark-datasets . First download this dataset to be able to proceed with the other codes. ## Postprocessing codes (`./codes` directory) The codes used to produces the benchmark output data are available on GitHub. Each method is provided in a dedicated repository, along with a complete description. The methods available are: - [ANET](https://github.com/EUPP-benchmark/ESSD-ANET): NN post processing method using ensemble member encoders and dynamic attention - [AR-EMOS](https://github.com/EUPP-benchmark/ESSD-AR-EMOS): EMOS with heteroscedastic autoregressive error adjustments - [ASRE](https://github.com/EUPP-benchmark/ESSD-ASRE): Accounting for systematic and representativeness errors - [DRN](https://github.com/EUPP-benchmark/ESSD-DRN): Distributional regression network - [DVQR](https://github.com/EUPP-benchmark/ESSD-D-Vine-Copula): D-vine copula based postprocessing - [EMOS](https://github.com/EUPP-benchmark/ESSD-EMOS): Ensemble model output statistics - [RC](https://github.com/EUPP-benchmark/ESSD-reliability-calibration): Reliability Calibration - [MBM](https://github.com/EUPP-benchmark/ESSD-mbm): Member-By-Member postprocessing ## Verification (`./verification` directory) The codes used to verify benchmark forecasts output data are available on https://github.com/EUPP-benchmark/ESSD-Verification

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