Datasets › edeniss2020

edeniss2020 (EDEN ISS 2020 Telemetry Dataset)

Introduced by Ferdinand Rewicki et al. in Unraveling Anomalies in Time: Unsupervised Discovery and Isolation of Anomalous Behavior in Bio-regenerative Life Support System Telemetry14 Jun 2024 archive 2025-07-28

Overview

The edeniss2020 dataset is a time series dataset. It consists of equidistant sensor readings stemming from 97 sensors in the EDEN ISS research greenhouse.

EDEN ISS was a (almost) closed loop research greenhouse build under the lead of the German Aerospace Center to study Controlled Environment Agriculture (CEA) techniques and plant growth for future long-term space missions. EDEN ISS was deployed in Antarctica in 2018 next to the german Neumayer III polar station and has been in operation for four years.

The data contained in the edeniss2020 dataset was recorded during the third mission year in 2020 between 2020/01/01 and 2020/12/30. Every sensor within the dataset is related to one of the following Subsystems |Acronym | Description | |--|--| | AMS‑FEG | Atmosphere Management System (AMS) of the Future Exploration Greenhouse (FEG) | | AMS‑SES | Atmosphere Management System AMS of the Service Section (SES)| | ICS | Illumination Control System | | NDS | Nutrient Delivery System | | TCS | Thermal Control System|

Specification

Item Description
Number of Files 97
Start Date 2020/01/01 00:00:05
End Date 2020/12/30 23:55:00
Sampling Rate 1/300 Hz (5min)

Contents

The dataset includes the following files: - ams-feg/*.csv: Sensor readings related to the AMS-FEG - ams-ses/*.csv: Sensor readings related to the AMS-SES - ics/*.csv: Temperature readings related to the ICS - nds/*.csv: Sensor readings related to the NDS - tcs/*.csv: Sensor readings related to the - edeniss2020.csv: Description and Units of the measurements. - README.md: This file.

Subsystem Sensor #sensors Note
AMS-FEG CO2 2
Photosynthetic Active Radiation (PAR) 2
Relative Humidity (RH) 2
Temperature (T) 3
AMS-SES CO2 2
Photosynthetic Active Radiation (PAR) 1
Relative Humidity (RH) 1
Temperature (T) 3
Vapor Pressure Deficit (VPD) 1
ICS Temperature (T) 38 Measured at the LED lamp above each growth tray
NDS Electrical Conductivity (EC) 4 EC of the nutrient solutions
Level (H) 2 Level of the solution in the nutrient solution tanks
PH-Value (PH) 4 PH Value of the nutrient solutions
Pressure P 8 Pressure in the piping from the tanks to the growth racks in the FEG
Temperature (T) 4 Temperature of the nutrient solutions.
Volume (V) 2 Volume up to the level sensor
TCS Pressure P 3
Relative Humidity (RH) 2
Temperature (T) 12
Valve (VALVE) 3

Usage

The dataset can be used for uni- and multivariate analysis.

To read a uni-variate time series with pandas do:

import pandas as pd

# Example of loading ams-feg/co2-1.csv

data = pd.read_csv('./ams-feg/co2-1.csv')
print(data.head())

To read the data for a whole subsystem (e.g. AMS-FEG) as a multivariate time series:

import pandas as pd
import glob

SUBSYSTEM = 'ams-feg'

combined_df = pd.DataFrame()
for i, file in enumerate(glob.glob(f'./{SUBSYSTEM}/*.csv')):
    df = pd.read_csv(file, header=0, usecols=[0, 1])
    if i == 0:
        combined_df = df
    else:
        combined_df = pd.merge(combined_df, df, on='time')

combined_df = combined_df.sort_values(by='time').reset_index(drop=True)

print(combined_df)

License

Creative Commons Attribution 4.0 International (CC BY 4.0 Deed)

Citation

If you use this dataset, please cite it as follows:

Rewicki, F., Norman, T., Vrakking, V., (2024). edeniss2020. Zenodo. http://doi.org/10.5281/zenodo.11485183

Contact

Ferdinand Rewicki: ferdinand.rewicki@dlr.de

Version History

  • v1.0 Initial Version

Benchmarks archive 2025-07-28

No leaderboard in the archive resolves to this dataset.

Papers archive 2025-07-28

No paper in the archive has a leaderboard row on this dataset; the archive counts 2 papers for it but never published that list.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

CC BY 4.0 Deed (Creative Commons Attribution 4.0 International)

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • edeniss2020

1 variant name, as the archive lists them.

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