Real-time automated quality control of atmospheric aerosol time series

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Authors: Timo Houben, T. Müller, Peter Lünenschloß, Jens Voigtländer, Thomas F. Trabert, Ema Vosgerau, David Schäfer, Jan Bumberger
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Abstract

Dataset accompanying the manuscript entitled Real-time automated quality control of atmospheric aerosol time series Timo Houben (1,2), Thomas Müller (3), Peter Lünenschloss (1), Jens Voigtländer (3), Thomas Trabert (1,2), Ema Vosgerau (1,2), David Schäfer (1), and Jan Bumberger (1,2,4) (1) Helmholtz Centre for Environmental Research - UFZ, Research Data Management - RDM, Permoserstraße 15, 04318 Leipzig, Germany (2) Helmholtz Centre for Environmental Research - UFZ, Department Monitoring and Exploration Technologies, Permoserstraße 15, 04318 Leipzig, Germany (3) Leibniz Institute for Tropospheric Research (TROPOS), Permoserstraße 15, 04318 Leipzig, Germany (4) German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Puschstraße 4, Leipzig 04103, Germany Submitted to AMT (Atmospheric Measurement Tecniques, EGU, Copernicus Publications) Content Configuration files for Melpitz and TROPOS measurement site as used in the publication Original recorded data from Melpitz and TROPOS measurement site AE33 Aethalometer Aurora 4000 Nephelometer Results of QC workflow described in the manuscript for selected periods (anomalies) flag statistics logs plots exported csv files ├── config_melpitz.yml ├── config_tropos.yml ├── data_melpitz │ ├── data │ │ ├── ae33_sns0700705.csv │ │ └── aurora4000_213449.csv │ ├── flag_statistics.csv │ ├── flag_statistics.png │ ├── melpitz_qc_20241109_140000-20241110_040000_anomaly-ls1-mel │ │ ├── 2026-01-08_13-39-52_log.txt │ │ ├── aethalometer │ │ │ ├── plots │ │ │ │ ├── AAE │ │ │ │ │ ├── 03_15_flag_range_AAE_UVG_resampled.png │ │ │ │ │ ├── 03_16_flag_range_AAE_GR_resampled.png │ │ │ │ │ ├── 03_17_flag_range_AAE_UVR_resampled.png │ │ │ │ │ └── 03_17_flag_relation_AAE.png │ │ │ │ └── ebc_w1 │ │ │ │ ├── 01_01_flow_1_aligned_ebc_w1_aligned.png │ │ │ │ ├── 01_02_flow_2_aligned_ebc_w1_aligned.png │ │ │ │ ├── 01_03_flow_c_aligned_ebc_w1_aligned.png │ │ │ │ ├── 01_04_status_inst_aligned_ebc_w1_aligned.png │ │ │ │ ├── 01_05_status_valve_aligned_ebc_w1_aligned.png │ │ │ │ ├── 01_06_status_ctrl_aligned_ebc_w1_aligned.png │ │ │ │ ├── 01_07_status_det_aligned_ebc_w1_aligned.png │ │ │ │ ├── 01_08_status_led_aligned_ebc_w1_aligned.png │ │ │ │ ├── 01_09_numflag_aligned_ebc_w1_aligned.png │ │ │ │ ├── 02_11_flag_constant_ebc_w1_aligned.png │ │ │ │ ├── 02_12_flag_range_ebc_w1_aligned.png │ │ │ │ ├── 02_14_flag_attn_w1_sp1_ebc_w1_aligned.png │ │ │ │ ├── 03_17_AAE_cumulativ_flags.png │ │ │ │ ├── ebc_w1_final_clean.png │ │ │ │ ├── Stage-2_ebc_w1.png │ │ │ │ └── Stage-3_ebc_w1_resampled.png │ │ │ └── qc_results │ │ │ ├── ebc_w1_final_clean.csv │ │ │ ├── Stage-2_ebc_w1.csv │ │ │ └── Stage-3_ebc_w1_resampled.csv │ │ └── nephelometer │ │ ├── plots │ │ │ ├── SAE │ │ │ │ ├── 03_08_flag_range_SAE_BG_resampled.png │ │ │ │ ├── 03_09_flag_range_SAE_GR_resampled.png │ │ │ │ ├── 03_10_flag_range_SAE_BR_resampled.png │ │ │ │ └── 03_10_flag_relation_SAE.png │ │ │ └── sca_450 │ │ │ ├── 01_01_flag_range_rh_int.png │ │ │ ├── 01_02_flag_generic_state_dio.png │ │ │ ├── 01_02_flag_generic_state_major.png │ │ │ ├── 01_03_flag_range_pres_int.png │ │ │ ├── 01_04_flag_range_temp_int.png │ │ │ ├── 02_05_flag_constants_sca_450_aligned.png │ │ │ ├── 02_06_flag_range_sca_450_aligned.png │ │ │ ├── 02_07_flag_noise_sca_450.png │ │ │ ├── 03_10_SAE_cumulativ_flags.png │ │ │ ├── sca_450_final_clean.png │ │ │ ├── Stage-2_sca_450.png │ │ │ └── Stage-3_sca_450_resampled.png │ │ └── qc_results │ │ ├── sca_450_final_clean.csv │ │ ├── Stage-2_sca_450.csv │ │ └── Stage-3_sca_450_resampled.csv │ ├── melpitz_qc_20241109_160000-20241110_010000_anomaly-bc2-mel ... │ ├── melpitz_qc_20241120_000000-20241123_000000_anomaly-bc3-mel ... │ ├── melpitz_qc_20241129_000000-20241130_000000_anomaly-ls2-mel ... │ ├── melpitz_qc_20241130_000000-20241202_000000_anomaly-bc1-mel ... │ ├── melpitz_qc_20241130_060000-20241202_180000_anomaly-bc4-mel ... │ ├── melpitz_qc_20241204_000000-20241206_000000_anomaly-ls3-mel ... │ ├── melpitz_qc_20241217_000000-20241220_120000_anomaly-ls4-mel ... │ ├── melpitz_qc_20241227_120000-20241230_120000_anomaly-bc5-mel ... │ ├── melpitz_qc_20250130_140000-20250130_160000_anomaly-ls5-mel ... │ ├── melpitz_qc_20250216_120000-20250217_040000_anomaly-ls6-mel ... │ ├── melpitz_qc_20250305_000000-20250313_000000_anomaly-ls7-mel ... │ └── melpitz_qc_20250414_000000-20250414_210000_anomaly-ls8-mel ... ├── data_tropos │ ├── data │ │ ├── ae33_sn706.csv │ │ ├── aurora4000_sn213450.csv │ │ └── ne400_221206.csv │ ├── flag_statistics.csv │ ├── flag_statistics.png │ ├── tropos_qc_20220525_000000-20220526_000000_anomaly-ls3 ... │ ├── tropos_qc_20220525_000000-20220526_000000_anomaly-ls4 ... │ ├── tropos_qc_20220929_000000-20221001_000000_anomaly-bc1 ... │ ├── tropos_qc_20221001_000000-20221004_000000_anomaly-bc2 ... │ ├── tropos_qc_20221007_000000-20221008_000000_anomaly-bc3 ... │ ├── tropos_qc_20240101_000000-20240130_000000_anomaly-bc7 ... │ ├── tropos_qc_20240110_000000-20240120_000000_anomaly-bc4 ... │ ├── tropos_qc_20240110_000000-20240129_000000_anomaly-bc5 ... │ ├── tropos_qc_20240110_000000-20240226_000000_anomaly-bc6 ... │ ├── tropos_qc_20240117_000000-20240301_000000_anomaly-ls1 ... │ └── tropos_qc_20240225_000000-20240229_000000_anomaly-ls5 ... └── README.md

Fields of Study & Subjects

Atmospheric chemistry and aerosols Atmospheric aerosols and clouds Air Quality Monitoring and Forecasting

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
13 January 2026
Document type
Dataset