Dataset

Workers physiological signals during assembly tasks (AI-PRISM; ECG chest band + eye-tracking glasses + NASA-TLX, 4 operators on a real hood assembly line incl. human-robot collaboration; Zenodo CC BY 4.0)

Zenodo v2 10.5281/zenodo.24104933 (published 2026-11-10; v1 10.5281/zenodo.17658957, 2025-11-20). Data paper: Toichoa Eyam et al., "Dataset of workers physiological signals during assembly tasks", Open Research Europe, 2026, 10.12688/openreseurope.24614.1 (CC BY 4.0).

At a glance
Type
Dataset
Licence
Not reported
Access
Not reported
Subjects
4
Signals
ECGeye
PPG sites
None
Setting
In the wild
Wrist
No
Raw waveforms
No
Updated
Nov 10, 2026

Original description

Description The physiological signals in this study were collected from four operators working on a real-world assembly line. The line consisted of one manual workstation and one collaborative workstation involving human-robot interaction. The setup was provided by Silverline Appliances Co., an industrial partner in the AI-PRISM project. Silverline manufactures home appliances, and the experiment took place at the labeling and testing stations of the hood assembly line. The first workstation focused on functional tests to verify product operability, while the second handled cleaning and labeling of the hood.

The dataset includes signals derived from cardiovascular and ocular activity. Cardiovascular signals were recorded using an ECG chest band, and ocular signals were captured via eye-tracking glasses.

Data files Each .zip file corresponds to one of the four operators. Inside each .zip, you will find four folders: blinks, fixations, saccades, and ECG data. These folders contain .csv files from multiple recording sessions. Each .csv file is organized into columns with features specific to its category (blinks, fixations, saccades, ECG) and generic identifiers such as:

Worker ID Experiment Name Event Label Event Group Start End Timestamp

The Event Label column indicates the task the operator was performing at a given moment. For eye-tracking data, it may also include information about the stimulus the operator was looking at (e.g., task_name or worker(colleague)).

Similarly, the Event Group column primarily identifies the product numbers handled during that recording session. For eye-tracking data, it can also indicate whether the operator was looking at a product or another worker.

For ECG data, the Start and End columns mark the beginning and end of the event described in Event Label, while Timestamp specifies when the data was collected.

Additionally, each NASA_TLX_Calculator_00X.xlsx file contains the NASA-TLX data corresponding to each recording in which each of the operators took part.

Verbatim fromZenodo· Licence: cc-by-4.0

Workers physiological signals during assembly tasks (AI-PRISM; ECG chest band + eye-tracking glasses + NASA-TLX, 4 operators on a real hood assembly line incl. human-robot collaboration; Zenodo CC BY 4.0): ChatPPG research summary card

Key numbers

4
Subjects
1
Reference labels
MWL

How it works

How Workers physiological signals during assembly tasks (AI-PRISM; ECG chest band + eye-tracking glasses + NASA-TLX, 4 operators on a real hood assembly line incl. human-robot collaboration; Zenodo CC BY 4.0) works: Devices & body sites → Signals recorded → TasksDevices & body sites: None (PPG site). Signals recorded: Workers physiological signals during assembly tasks (AI-PRISM; ECG chest band + eye-tracking glasses + NASA-TLX, 4 operators on a real hood assembly line incl. human-robot collaboration; Zenodo CC BY 4.0), 4 subjects, signals ECG, eye. Tasks: Mental workload; Stress.Devices & body sitesNone: PPG siteNonePPG siteSignals recordedWorkers physiological signals…4 subjectsECGeyeTasksMental workloadMental workloadStressStress

No model in the hub reports results on this dataset yet.

Sampling
not stated on the record
Reference labels
mwl

Cite this dataset

Cite this dataset with the fields recorded here. Check it against the publisher before submitting.

Workers physiological signals during assembly tasks (AI-PRISM; ECG chest band + eye-tracking glasses + NASA-TLX, 4 operators on a real hood assembly line incl. human-robot collaboration; Zenodo CC BY 4.0) [Data set]. (n.d.). zenodo. https://doi.org/10.5281/zenodo.24104933
@misc{workersphysiologworkers,
  title         = {{Workers physiological signals during assembly tasks (AI-PRISM; ECG chest band + eye-tracking glasses + NASA-TLX, 4 operators on a real hood assembly line incl. human-robot collaboration; Zenodo CC BY 4.0)}},
  howpublished  = {zenodo},
  doi           = {10.5281/zenodo.24104933}
}

Cite the ChatPPG record

Cite the dated snapshot 2026-10 for a fixed, reproducible version. Please also cite the original publications listed above.

APA

ChatPPG. (2026). Workers physiological signals during assembly tasks (AI-PRISM; ECG chest band + eye-tracking glasses + NASA-TLX, 4 operators on a real hood assembly line incl. human-robot collaboration; Zenodo CC BY 4.0): dataset record (Version 2026-10) [Data set]. ChatPPG Research Hub. https://chatppg.com/research/datasets/workers-physiological-assembly-tasks

BibTeX
@misc{chatppg_dataset_workers_physiological_assembly_tasks,
  author       = {{ChatPPG}},
  title        = {{Workers physiological signals during assembly tasks (AI-PRISM; ECG chest band + eye-tracking glasses + NASA-TLX, 4 operators on a real hood assembly line incl. human-robot collaboration; Zenodo CC BY 4.0): dataset record}},
  year         = {2026},
  month        = nov,
  version      = {2026-10},
  howpublished = {\url{https://chatppg.com/research/datasets/workers-physiological-assembly-tasks}},
  note         = {ChatPPG Research Hub, Snapshot 2026-10, https://chatppg.com/research/snapshots/2026-10}
}
CITATION.cff
cff-version: 1.2.0
message: "If you use this resource, please cite it as below."
type: dataset
title: "Workers physiological signals during assembly tasks (AI-PRISM; ECG chest band + eye-tracking glasses + NASA-TLX, 4 operators on a real hood assembly line incl. human-robot collaboration; Zenodo CC BY 4.0): dataset record"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/datasets/workers-physiological-assembly-tasks"
repository-artifact: "https://chatppg.com/research/snapshots/2026-10"
version: "2026-10"
date-released: "2026-11-10"

History

  1. Record updated