Human-AI Collaboration in Smart Manufacturing: Key Concepts and Framework for Design

Maria Hartikainen; Guna Spurava; Kaisa Väänänen

doi:10.3233/FAIA240192

Human-AI Collaboration in Smart Manufacturing: Key Concepts and Framework for Design

Maria Hartikainen, Guna Spurava, Kaisa Väänänen

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

2 Citations (Scopus)

88 Downloads (Pure)

Abstract

Demographical reasons and the increasing demand for improved production efficiency are steering the transformation within the manufacturing domain towards smart manufacturing. This entails introducing artificial intelligence (AI), data analytics, and automation to improve the efficiency, productivity, and flexibility of manufacturing processes. With the integration of AI, there is a shift from humans merely interacting with technology to actively collaborating with it, especially with AI-enabled agents. This shift brings changes in work practices and tasks. Hence, comprehensive understanding of the phenomenon becomes central for the design of human-AI collaboration that genuinely contributes to effective production and supports operators' well-being. This scoping review study aims to shed light to the evolving landscape of human-AI collaboration in smart manufacturing by presenting six key concepts derived from an analysis of 23 academic papers. Based on the findings, we propose a framework that offers an initial basis for the design of human-AI collaborative systems for smart manufacturing.

Original language	English
Title of host publication	HHAI 2024
Subtitle of host publication	Hybrid Human AI Systems for the Social Good - Proceedings of the 3rd International Conference on Hybrid Human-Artificial Intelligence
Editors	Fabian Lorig, Jason Tucker, Adam Dahlgren Lindstrom, Frank Dignum, Pradeep Murukannaiah, Andreas Theodorou, Pinar Yolum
Publisher	IOS Press BV
Pages	162-172
Number of pages	11
ISBN (Electronic)	9781643685229
DOIs	https://doi.org/10.3233/FAIA240192
Publication status	Published - 2024
Publication type	A4 Article in conference proceedings
Event	International Conference on Hybrid Human-Artificial Intelligence - Malmo, Sweden Duration: 10 Jun 2024 → 14 Jun 2024

Publication series

Name	Frontiers in Artificial Intelligence and Applications
Volume	386
ISSN (Print)	0922-6389
ISSN (Electronic)	1879-8314

Conference

Conference	International Conference on Hybrid Human-Artificial Intelligence
Country/Territory	Sweden
City	Malmo
Period	10/06/24 → 14/06/24

Keywords

Artificial Intelligence
Human-AI Collaboration
Human-Centred AI
Human-Centric Smart Manufacturing
Human-Machine Interaction
Smart Manufacturing

Publication forum classification

Publication forum level 1

ASJC Scopus subject areas

Artificial Intelligence

Access to Document

10.3233/FAIA240192Licence: CC BY-NC

FAIA-386-FAIA240192Final published version, 512 KBLicence: CC BY-NC

https://urn.fi/URN:NBN:fi:tuni-202407307826Licence: CC BY-NC

Cite this

Hartikainen, M., Spurava, G., & Väänänen, K. (2024). Human-AI Collaboration in Smart Manufacturing: Key Concepts and Framework for Design. In F. Lorig, J. Tucker, A. D. Lindstrom, F. Dignum, P. Murukannaiah, A. Theodorou, & P. Yolum (Eds.), HHAI 2024: Hybrid Human AI Systems for the Social Good - Proceedings of the 3rd International Conference on Hybrid Human-Artificial Intelligence (pp. 162-172). (Frontiers in Artificial Intelligence and Applications; Vol. 386). IOS Press BV. https://doi.org/10.3233/FAIA240192

Hartikainen, Maria ; Spurava, Guna ; Väänänen, Kaisa. / Human-AI Collaboration in Smart Manufacturing : Key Concepts and Framework for Design. HHAI 2024: Hybrid Human AI Systems for the Social Good - Proceedings of the 3rd International Conference on Hybrid Human-Artificial Intelligence. editor / Fabian Lorig ; Jason Tucker ; Adam Dahlgren Lindstrom ; Frank Dignum ; Pradeep Murukannaiah ; Andreas Theodorou ; Pinar Yolum. IOS Press BV, 2024. pp. 162-172 (Frontiers in Artificial Intelligence and Applications).

@inproceedings{39cf0bd290fb4cfaac4c8c06c6376b41,

title = "Human-AI Collaboration in Smart Manufacturing: Key Concepts and Framework for Design",

abstract = "Demographical reasons and the increasing demand for improved production efficiency are steering the transformation within the manufacturing domain towards smart manufacturing. This entails introducing artificial intelligence (AI), data analytics, and automation to improve the efficiency, productivity, and flexibility of manufacturing processes. With the integration of AI, there is a shift from humans merely interacting with technology to actively collaborating with it, especially with AI-enabled agents. This shift brings changes in work practices and tasks. Hence, comprehensive understanding of the phenomenon becomes central for the design of human-AI collaboration that genuinely contributes to effective production and supports operators' well-being. This scoping review study aims to shed light to the evolving landscape of human-AI collaboration in smart manufacturing by presenting six key concepts derived from an analysis of 23 academic papers. Based on the findings, we propose a framework that offers an initial basis for the design of human-AI collaborative systems for smart manufacturing.",

keywords = "Artificial Intelligence, Human-AI Collaboration, Human-Centred AI, Human-Centric Smart Manufacturing, Human-Machine Interaction, Smart Manufacturing",

author = "Maria Hartikainen and Guna Spurava and Kaisa V{\"a}{\"a}n{\"a}nen",

note = "Publisher Copyright: {\textcopyright} 2024 The Authors.; International Conference on Hybrid Human-Artificial Intelligence ; Conference date: 10-06-2024 Through 14-06-2024",

year = "2024",

doi = "10.3233/FAIA240192",

language = "English",

series = "Frontiers in Artificial Intelligence and Applications",

publisher = "IOS Press BV",

pages = "162--172",

editor = "Fabian Lorig and Jason Tucker and Lindstrom, {Adam Dahlgren} and Frank Dignum and Pradeep Murukannaiah and Andreas Theodorou and Pinar Yolum",

booktitle = "HHAI 2024",

address = "Netherlands",

}

Hartikainen, M, Spurava, G & Väänänen, K 2024, Human-AI Collaboration in Smart Manufacturing: Key Concepts and Framework for Design. in F Lorig, J Tucker, AD Lindstrom, F Dignum, P Murukannaiah, A Theodorou & P Yolum (eds), HHAI 2024: Hybrid Human AI Systems for the Social Good - Proceedings of the 3rd International Conference on Hybrid Human-Artificial Intelligence. Frontiers in Artificial Intelligence and Applications, vol. 386, IOS Press BV, pp. 162-172, International Conference on Hybrid Human-Artificial Intelligence, Malmo, Sweden, 10/06/24. https://doi.org/10.3233/FAIA240192

Human-AI Collaboration in Smart Manufacturing: Key Concepts and Framework for Design. / Hartikainen, Maria; Spurava, Guna; Väänänen, Kaisa.
HHAI 2024: Hybrid Human AI Systems for the Social Good - Proceedings of the 3rd International Conference on Hybrid Human-Artificial Intelligence. ed. / Fabian Lorig; Jason Tucker; Adam Dahlgren Lindstrom; Frank Dignum; Pradeep Murukannaiah; Andreas Theodorou; Pinar Yolum. IOS Press BV, 2024. p. 162-172 (Frontiers in Artificial Intelligence and Applications; Vol. 386).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

TY - GEN

T1 - Human-AI Collaboration in Smart Manufacturing

T2 - International Conference on Hybrid Human-Artificial Intelligence

AU - Hartikainen, Maria

AU - Spurava, Guna

AU - Väänänen, Kaisa

PY - 2024

Y1 - 2024

N2 - Demographical reasons and the increasing demand for improved production efficiency are steering the transformation within the manufacturing domain towards smart manufacturing. This entails introducing artificial intelligence (AI), data analytics, and automation to improve the efficiency, productivity, and flexibility of manufacturing processes. With the integration of AI, there is a shift from humans merely interacting with technology to actively collaborating with it, especially with AI-enabled agents. This shift brings changes in work practices and tasks. Hence, comprehensive understanding of the phenomenon becomes central for the design of human-AI collaboration that genuinely contributes to effective production and supports operators' well-being. This scoping review study aims to shed light to the evolving landscape of human-AI collaboration in smart manufacturing by presenting six key concepts derived from an analysis of 23 academic papers. Based on the findings, we propose a framework that offers an initial basis for the design of human-AI collaborative systems for smart manufacturing.

AB - Demographical reasons and the increasing demand for improved production efficiency are steering the transformation within the manufacturing domain towards smart manufacturing. This entails introducing artificial intelligence (AI), data analytics, and automation to improve the efficiency, productivity, and flexibility of manufacturing processes. With the integration of AI, there is a shift from humans merely interacting with technology to actively collaborating with it, especially with AI-enabled agents. This shift brings changes in work practices and tasks. Hence, comprehensive understanding of the phenomenon becomes central for the design of human-AI collaboration that genuinely contributes to effective production and supports operators' well-being. This scoping review study aims to shed light to the evolving landscape of human-AI collaboration in smart manufacturing by presenting six key concepts derived from an analysis of 23 academic papers. Based on the findings, we propose a framework that offers an initial basis for the design of human-AI collaborative systems for smart manufacturing.

KW - Artificial Intelligence

KW - Human-AI Collaboration

KW - Human-Centred AI

KW - Human-Centric Smart Manufacturing

KW - Human-Machine Interaction

KW - Smart Manufacturing

U2 - 10.3233/FAIA240192

DO - 10.3233/FAIA240192

M3 - Conference contribution

AN - SCOPUS:85198721170

T3 - Frontiers in Artificial Intelligence and Applications

SP - 162

EP - 172

BT - HHAI 2024

A2 - Lorig, Fabian

A2 - Tucker, Jason

A2 - Lindstrom, Adam Dahlgren

A2 - Dignum, Frank

A2 - Murukannaiah, Pradeep

A2 - Theodorou, Andreas

A2 - Yolum, Pinar

PB - IOS Press BV

Y2 - 10 June 2024 through 14 June 2024

ER -

Hartikainen M, Spurava G, Väänänen K. Human-AI Collaboration in Smart Manufacturing: Key Concepts and Framework for Design. In Lorig F, Tucker J, Lindstrom AD, Dignum F, Murukannaiah P, Theodorou A, Yolum P, editors, HHAI 2024: Hybrid Human AI Systems for the Social Good - Proceedings of the 3rd International Conference on Hybrid Human-Artificial Intelligence. IOS Press BV. 2024. p. 162-172. (Frontiers in Artificial Intelligence and Applications). doi: 10.3233/FAIA240192

Human-AI Collaboration in Smart Manufacturing: Key Concepts and Framework for Design

Abstract

Publication series

Conference

Keywords

Publication forum classification

ASJC Scopus subject areas

Access to Document

Fingerprint

Cite this