ADAPTATION AND CHALLENGES IN HUMAN-AI PARTNERSHIP FOR THE DESIGN OF COMPLEX ENGINEERING SYSTEMS

Zeda Xu, Chloe Hong, Nicolás F. Soria Zurita, Joshua T. Gyory, Gary Stump, Hannah Nolte, Jonathan Cagan, Christopher McComb

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

1 Cita (Scopus)

Resumen

Exploring the opportunities for incorporating Artificial Intelligence (AI) to support team problem solving has been the focus of intensive ongoing research. However, while the incorporation of such AI tools into human team problem solving can improve team performance, it is still unclear what modality of AI integration will lead to a genuine human-AI partnership capable of mimicking the dynamic adaptability of humans. This work unites human designers with AI Partners as fellow team members who can both reactively and proactively collaborate in real-time towards solving a complex and evolving engineering problem. Team performance and problem-solving behaviors are examined using the HyForm collaborative research platform. The problem constraints are unexpectedly changed midway through problem solving to simulate the nature of dynamically evolving engineering problems. This work shows that after the shock is introduced, human-AI hybrid teams perform similarly to human teams, demonstrating the capability of AI Partners to adapt to unexpected events. Nonetheless, hybrid teams do struggle more with coordination and communication after the shock is introduced. Overall, this work demonstrates that these AI design Partners can participate as active partners within human teams during a large, complex task, showing promise for future integration in practice.

Idioma originalInglés
Título de la publicación alojada49th Design Automation Conference (DAC)
EditorialAmerican Society of Mechanical Engineers (ASME)
ISBN (versión digital)9780791887318
DOI
EstadoPublicada - 2023
EventoASME 2023 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC-CIE 2023 - Boston, Estados Unidos
Duración: 20 ago. 202323 ago. 2023

Serie de la publicación

NombreProceedings of the ASME Design Engineering Technical Conference
Volumen3B

Conferencia

ConferenciaASME 2023 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC-CIE 2023
País/TerritorioEstados Unidos
CiudadBoston
Período20/08/2323/08/23

Huella

Profundice en los temas de investigación de 'ADAPTATION AND CHALLENGES IN HUMAN-AI PARTNERSHIP FOR THE DESIGN OF COMPLEX ENGINEERING SYSTEMS'. En conjunto forman una huella única.

Citar esto