{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,20]],"date-time":"2026-06-20T06:46:05Z","timestamp":1781937965414,"version":"3.54.5"},"reference-count":53,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2023,11,3]],"date-time":"2023-11-03T00:00:00Z","timestamp":1698969600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Artif. Intell."],"abstract":"<jats:p>The paper explores and comments on the theoretical concept of human-machine-teaming in intelligent manufacturing. Industrial production is an important area of work applications and should be developed toward a more anthropocentric Industry 4.0\/5.0. Teaming is used a design metaphor for human-centered integration of workers and complex cyber-physical-production systems using artificial intelligence. Concrete algorithmic solutions for technical processes should be based on theoretical concepts. A combination of literature scoping review and commentary was used to identify key characteristics for teaming applicable to the work environment addressed. From the body of literature, five criteria were selected and commented on. Two characteristics seemed particularly promising to guide the development of human-centered artificial intelligence and create tangible benefits in the mid-term: complementarity and shared knowledge\/goals. These criteria are outlined with two industrial examples: human-robot-collaboration in assembly and intelligent decision support in thermal spraying. The main objective of the paper is to contribute to the discourse on human-centered artificial intelligence by exploring the theoretical concept of human-machine-teaming from a human-oriented perspective. Future research should focus on the empirical implementation and evaluation of teaming characteristics from different transdisciplinary viewpoints.<\/jats:p>","DOI":"10.3389\/frai.2023.1247755","type":"journal-article","created":{"date-parts":[[2023,11,3]],"date-time":"2023-11-03T09:59:02Z","timestamp":1699005542000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":15,"title":["Humans and cyber-physical systems as teammates? Characteristics and applicability of the human-machine-teaming concept in intelligent manufacturing"],"prefix":"10.3389","volume":"6","author":[{"given":"Franziska","family":"Bocklisch","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Norbert","family":"Huchler","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2023,11,3]]},"reference":[{"key":"B1","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1007\/s11612-023-00668-7","article-title":"Soziotechnisches assistenzsystem zur lernf\u00f6rderlichen arbeitsgestaltung in der robotergest\u00fctzten montage. Gruppe interaktion organisation","volume":"54","author":"Albu-Sch\u00e4ffer","year":"2023","journal-title":"Zeitschrift Angew. Org."},{"key":"B2","doi-asserted-by":"publisher","first-page":"129","DOI":"10.1080\/1463922X.2022.2061080","article-title":"The role of shared mental models in human-AI teams: a theoretical review","volume":"24","author":"Andrews","year":"2023","journal-title":"Theor. Issues Erg. Sci."},{"key":"B3","doi-asserted-by":"crossref","DOI":"10.1002\/9780470569962","volume-title":"Evolving intelligent Systems: Methodology and Applications.","author":"Angelov","year":"2010"},{"key":"B4","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1080\/1364557032000119616","article-title":"Scoping studies: towards a methodological framework","volume":"8","author":"Arksey","year":"2005","journal-title":"Int. J. Soc. Res. Methodol."},{"key":"B5","doi-asserted-by":"publisher","first-page":"423","DOI":"10.1515\/pjbr-2021-0029","article-title":"Overtrusting robots: setting a research agenda to mitigate overtrust in automation","volume":"12","author":"Aroyo","year":"2021","journal-title":"Paladyn J. Behav. Robotic."},{"key":"B6","doi-asserted-by":"publisher","first-page":"643","DOI":"10.1007\/s11666-022-01494-x","article-title":"Development of an expert system for prediction of deposition efficiency in plasma spraying","volume":"32","author":"Bobzin","year":"2022","journal-title":"J. Therm. Spray Technol."},{"key":"B7","doi-asserted-by":"publisher","first-page":"148","DOI":"10.1016\/j.neucom.2017.02.089","article-title":"Adaptive fuzzy pattern classification for the online detection of driver lane change intention","volume":"262","author":"Bocklisch","year":"2017","journal-title":"Neurocomputing"},{"key":"B8","volume-title":"Mensch und Maschine als Teampartner? Neue Wege zur Menschzentrierten Digitalisierung in der Produktion","author":"Bocklisch","year":"2023"},{"key":"B9","doi-asserted-by":"publisher","first-page":"162","DOI":"10.1016\/j.jmsy.2022.03.005","article-title":"(2022). Integrating human cognition in cyber-physical systems: A multidimensional fuzzy pattern model with application to thermal spraying","volume":"63","author":"Bocklisch","year":"2022","journal-title":"J. Manuf. Syst."},{"key":"B10","doi-asserted-by":"publisher","first-page":"115","DOI":"10.1016\/B978-0-12-803801-7.00008-0","article-title":"\u201cCyber-Physical Systems and Human Action. A re-definition of distributed agency between humans and technology, using the example of explicit and implicit knowledge,\u201d","author":"B\u00f6hle","year":"2016","journal-title":"Cyber-Physical Systems: Foundations, Principles, and Applications. A volume in Intelligent Data-Centric Systems"},{"key":"B11","author":"B\u00f6hle","year":"1988","journal-title":"Vom Handrad zum Bildschirm - Eine Untersuchung zur sinnlichen Erfahrung im Arbeitsproze\u00df. Campus"},{"key":"B12","doi-asserted-by":"publisher","first-page":"455","DOI":"10.1177\/1541931218621104","article-title":"Navigating the advent of human-machine teaming","volume":"62","author":"Brill","year":"2018","journal-title":"Proc. Human Factors Erg. Soc. Ann. Meeting"},{"key":"B13","doi-asserted-by":"publisher","first-page":"38637","DOI":"10.1109\/ACCESS.2018.2853560","article-title":"Common metrics to benchmark human-machine teams (HMT): a review","volume":"6","author":"Damacharla","year":"2018","journal-title":"IEEE Acc."},{"key":"B14","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s41449-021-00284-5","article-title":"Procedure for describing human expert knowledge and cognitive processes during the teach-in of industrial robots","volume":"4","author":"Darnstaedt","year":"2022","journal-title":"Zeitschrift f\u00fcr Arbeitswissenschaft"},{"key":"B15","doi-asserted-by":"publisher","first-page":"1107306","DOI":"10.3389\/fpsyg.2023.1107306","article-title":"How automation level influences moral decisions of humans collaborating with industrial robots in different scenarios","volume":"14","author":"Eich","year":"2023","journal-title":"Front. Psychol."},{"key":"B16","doi-asserted-by":"publisher","first-page":"1310","DOI":"10.3389\/fphy.2022.1080132","article-title":"Foundational concepts in person-machine teaming","volume":"10","author":"Greenberg","year":"2023","journal-title":"Front. Phys."},{"key":"B17","doi-asserted-by":"publisher","first-page":"28","DOI":"10.1109\/MC.2018.3620965","article-title":"Toward human-understandable, explainable AI","volume":"51","author":"Hagras","year":"2018","journal-title":"Computer"},{"key":"B18","doi-asserted-by":"publisher","first-page":"407","DOI":"10.1177\/0018720814547570","article-title":"Trust in automation: integrating empirical evidence on factors that influence trust","volume":"57","author":"Hoff","year":"2015","journal-title":"Hum. Factors"},{"key":"B19","doi-asserted-by":"publisher","first-page":"481","DOI":"10.1518\/001872008X288475","article-title":"Human factors contributions to knowledge elicitation","volume":"50","author":"Hoffman","year":"2008","journal-title":"Hum. Fact."},{"key":"B20","doi-asserted-by":"publisher","first-page":"84","DOI":"10.1109\/MIS.2013.24","article-title":"Trust in automation","volume":"28","author":"Hoffman","year":"2013","journal-title":"IEEE Int. Syst."},{"key":"B21","author":"Hoffman","year":"2021"},{"key":"B22","doi-asserted-by":"publisher","first-page":"215","DOI":"10.1007\/s41449-017-0076-5","article-title":"Grenzen der Digitalisierung von Arbeit \u2013 Die Nicht-Digitalisierbarkeit und Notwendigkeit impliziten Erfahrungswissens und informellen Handelns","volume":"71","author":"Huchler","year":"2017","journal-title":"Z. Arbeitswissenschaft"},{"key":"B23","unstructured":"HuchlerN.\n          Die Mensch-Maschine-Interaktion bei KI in der Arbeit Menschengerecht Gestalten? 2020"},{"key":"B24","doi-asserted-by":"publisher","first-page":"158","DOI":"10.1007\/s41449-022-00319-5","article-title":"Komplement\u00e4re arbeitsgestaltung. grundrisse eines konzepts zur humanisierung der arbeit mit KI","volume":"76","author":"Huchler","year":"2022","journal-title":"Zeitschrift f\u00fcr Arbeitswissenschaft"},{"key":"B25","author":"Huchler","year":"2021"},{"key":"B26","first-page":"146","article-title":"Reflexive and experience-based trust and participatory research: concept and methods to meet complexity and uncertainty in organisations","volume":"11","author":"Huchler","year":"2015","journal-title":"Int. J. Action Res."},{"key":"B27","doi-asserted-by":"crossref","first-page":"122","DOI":"10.1007\/978-3-030-89385-9_8","article-title":"\u201cHow interdependence explains the world of teamwork,\u201d","volume-title":"Engineering Artificially Intelligent Systems: A Systems Engineering Approach to Realizing Synergistic Capabilities, LNCS","author":"Johnson","year":"2021"},{"key":"B28","volume-title":"The Psychology of Personal Constructs: A Theory of Personality, Vol 1.","author":"Kelly","year":"1955"},{"key":"B29","doi-asserted-by":"publisher","first-page":"604977","DOI":"10.3389\/fpsyg.2021.604977","article-title":"Measurement of trust in automation: a narrative review and reference guide","volume":"12","author":"Kohn","year":"2021","journal-title":"Front. Psychol."},{"key":"B30","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.arcontrol.2017.04.001","article-title":"Systems and control for the future of humanity, research agenda: current and future roles, impact and grand challenges","volume":"43","author":"Lamnabhi-Lagarrigue","year":"2017","journal-title":"Ann. Rev. Control"},{"key":"B31","doi-asserted-by":"publisher","first-page":"1243","DOI":"10.1080\/00140139208967392","article-title":"Trust, control strategies and allocation of function in human-machine systems","volume":"35","author":"Lee","year":"1992","journal-title":"Ergonomics"},{"key":"B32","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1518\/hfes.46.1.50.30392","article-title":"Trust in automation: designing for appropriate reliance","volume":"46","author":"Lee","year":"2004","journal-title":"Hum. Factors"},{"key":"B33","volume-title":"Trust and Power: Two Works","year":"1979"},{"key":"B34","doi-asserted-by":"publisher","first-page":"44","DOI":"10.3390\/systems6040044","article-title":"Architectural framework for exploring adaptive human-machine teaming options in simulated dynamic environments","volume":"6","author":"Madni","year":"2018","journal-title":"Systems"},{"key":"B35","doi-asserted-by":"publisher","first-page":"388","DOI":"10.1007\/s11666-023-01554-w","article-title":"Artificial intelligence models for analyzing thermally sprayed functional coatings","volume":"32","author":"Mahendru","year":"2023","journal-title":"J. Therm. Spray Technol."},{"key":"B36","doi-asserted-by":"publisher","first-page":"709","DOI":"10.2307\/258792","article-title":"An integrative model of organizational trust","volume":"20","author":"Mayer","year":"1995","journal-title":"Acad. Manage. Rev"},{"key":"B37","volume-title":"Human-Machine Teaming Systems Engineering Guide","author":"McDermott","year":"2018"},{"key":"B38","doi-asserted-by":"publisher","first-page":"904","DOI":"10.1177\/0018720820960865","article-title":"Human\u2013autonomy teaming: a review and analysis of the empirical literature","volume":"64","author":"O'Neill","year":"2022","journal-title":"Hum. Fact."},{"key":"B39","doi-asserted-by":"publisher","first-page":"230","DOI":"10.1518\/001872097778543886","article-title":"Humans and automation: use, misuse, disuse, abuse","volume":"39","author":"Parasuraman","year":"1997","journal-title":"Hum. Fact."},{"key":"B40","volume-title":"Montage und Erfahrung \u2013 Warum Ganzheitliche Produktionssysteme menschliches Arbeitsverm\u00f6gen brauchen","author":"Pfeiffer","year":"2007"},{"key":"B41","doi-asserted-by":"publisher","first-page":"16","DOI":"10.3390\/soc6020016","article-title":"Robots, industry 4.0 and humans, or why assembly work is more than routine work","volume":"6","author":"Pfeiffer","year":"2016","journal-title":"Societies"},{"key":"B42","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1007\/978-3-319-76279-1_2","article-title":"Industry 4, 0. robotics and contradictions","volume":"12","author":"Pfeiffer","year":"2018","journal-title":"Technol. Lab. Polit. Contradic."},{"key":"B43","doi-asserted-by":"publisher","first-page":"257","DOI":"10.1109\/TSMC.1983.6313160","article-title":"Skills, rules, and knowledge; signals, signs, and symbols, and other distinctions in human performance models","volume":"3","author":"Rasmussen","year":"1983","journal-title":"IEEE Trans. Syst. Man Cybernet."},{"key":"B44","doi-asserted-by":"publisher","first-page":"105644","DOI":"10.1016\/j.cie.2019.01.018","article-title":"Anthropocentric perspective of production before and within Industry 4.0","volume":"139","author":"Rauch","year":"2020","journal-title":"Comput. Ind. Eng."},{"key":"B45","volume-title":"Artificial Intelligence a Modern Approach","author":"Russell","year":"2010"},{"key":"B46","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1007\/978-3-030-28954-6_1","article-title":"\u201cTowards explainable artificial intelligence,\u201d","volume-title":"Explainable AI: Interpreting, Explaining and Visualizing Deep Learning","author":"Samek","year":"2019"},{"key":"B47","doi-asserted-by":"publisher","first-page":"377","DOI":"10.1177\/0018720816634228","article-title":"A meta-analysis of factors influencing the development of trust in automation: Implications for understanding autonomy in future systems","volume":"58","author":"Schaefer","year":"2016","journal-title":"Hum. Fact."},{"key":"B48","doi-asserted-by":"publisher","first-page":"109","DOI":"10.17705\/1thci.00131","article-title":"Human-centered artificial intelligence: three fresh ideas","volume":"12","author":"Shneiderman","year":"2020","journal-title":"AIS Trans. Hum. Comp. Int."},{"key":"B49","doi-asserted-by":"crossref","DOI":"10.1093\/oso\/9780192845290.001.0001","volume-title":"Human-Centered AI","author":"Shneiderman","year":"2022"},{"key":"B50","doi-asserted-by":"publisher","first-page":"713","DOI":"10.3390\/coatings13040713","article-title":"A guiding framework for process parameter optimisation of thermal spraying","volume":"13","author":"Venkatachalapathy","year":"2023","journal-title":"Coatings"},{"key":"B51","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1007\/978-3-030-28954-6_2","article-title":"\u201cTransparency: motivations and challenges,\u201d","volume-title":"Explainable AI: Interpreting, Explaining and Visualizing Deep Learning","author":"Weller","year":"2019"},{"key":"B52","doi-asserted-by":"publisher","first-page":"530","DOI":"10.1016\/j.jmsy.2021.10.006","article-title":"Industry 4.0 and industry 5.0\u2014inception, conception and perception","volume":"61","author":"Xu","year":"2021","journal-title":"J. Manuf. Syst."},{"key":"B53","doi-asserted-by":"publisher","first-page":"624","DOI":"10.1016\/j.eng.2019.07.015","article-title":"Human-cyber-physical systems (HCPSs) in the context of new-generation intelligent manufacturing","volume":"5","author":"Zhou","year":"2019","journal-title":"Engineering"}],"container-title":["Frontiers in Artificial Intelligence"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/frai.2023.1247755\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,11,3]],"date-time":"2023-11-03T09:59:12Z","timestamp":1699005552000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/frai.2023.1247755\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,11,3]]},"references-count":53,"alternative-id":["10.3389\/frai.2023.1247755"],"URL":"https:\/\/doi.org\/10.3389\/frai.2023.1247755","relation":{},"ISSN":["2624-8212"],"issn-type":[{"value":"2624-8212","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,11,3]]},"article-number":"1247755"}}