| Title: | Workload intensity in human–robot collaboration : a personalized approach to sustainable efficiency and well-being |
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| Authors: | ID Javernik, Aljaž (Author)
ID Ojsteršek, Robert (Author)
ID Kerman, Katja (Author) |
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| Files: |  javernik-et-al-2026-workload-intensity-in-human-robot-collaboration-a-personalized-approach-to-sustainable-efficiency.pdf (1,19 MB)
MD5: 6E06CB932B8C1C24D729409D8B41099A
 https://journals.sagepub.com/doi/full/10.1177/00187208261423621
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| Language: | English |
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| Work type: | Article |
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| Typology: | 1.01 - Original Scientific Article |
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| Organization: | FS - Faculty of Mechanical Engineering
FF - Faculty of Arts
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| Abstract: | Objective: To investigate how varying workload intensity and personalized conditions influence physiological stress responses and task efficiency in human–robot collaboration (HRC). Background: HRC is increasingly used to enhance productivity and reduce physical demands, yet workers’ mental and physiological strain remains unaddressed. High workload intensity, often induced by robot pacing, can elevate autonomic stress responses, and current systems rarely adapt workload to individual worker capacity. Understanding how workload levels, particularly personalized pacing, affect physiological stress and task performance is essential for designing human-centric collaborative workplaces. Methods: The study consisted of two experiments. In the first experiment (E1), participants completed an assembly task with a collaborative robot (CR) under two workload conditions (low, high). In the second experiment (E2), participants completed an additional personalized scenario in which the CR motion parameters were adjusted to each participant’s capacity. Heart rate variability (HRV) indicators were assessed, and task performance was evaluated using assembly time (AT). Results: In E1, the high workload reduced AT, but increased the heart rate (HR) and decreased the root mean square of successive differences (RMSSD), indicating elevated stress. In E2, the personalized scenario maintained efficiency while lowering the HR and restoring the RMSSD compared to the high-intensity condition. The high-frequency (HF) power showed no significant variation in either experiment. Conclusions: Workload intensity significantly affects both efficiency and physiological stress in HRC. Personalizing the CR motion parameters to worker capacity preserves performance while reducing stress responses. Application: Adaptive, capacity-based HRC strategies can help manufacturers sustain productivity without compromising worker well-being. |
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| Keywords: | human-centric design, health, physiological stress, heart rate variability, industry 5.0 |
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| Publication status: | Published |
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| Publication version: | Version of Record |
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| Submitted for review: | 18.09.2025 |
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| Article acceptance date: | 26.01.2026 |
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| Publication date: | 11.02.2026 |
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| Publisher: | Sage Journals |
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| Year of publishing: | 2026 |
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| Number of pages: | str. 1-17 |
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| PID: | 20.500.12556/DKUM-97473  |
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| UDC: | 004.5:004.8:62-52:331.101.5 |
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| ISSN on article: | 1547-8181 |
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| COBISS.SI-ID: | 271169795 |
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| DOI: | 10.1177/00187208261423621 |
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| Copyright: | This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
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| Publication date in DKUM: | 13.03.2026 |
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| Views: | 298 |
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| Downloads: | 5 |
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| Metadata: |    |
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| Categories: | Misc.
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