Reflection, Quick Reference Guide and Future Outlook to Autonomous and Adaptive Systems

Researchers and engineers of autonomous and adaptive systems have always been fascinated by computing systems that have the ability to solve problems independently. In this reflection article, we look at three main families of such computing systems that emerged over the past two decades: Self-Organizing Systems, Self-Adaptive Systems, and Symbiotic HAI Systems that leverage the collective capabilities of Humans and AI-empowered autonomous and adaptive systems. For each family of these systems, we highlight the foundations, principles, and approaches, as well as system engineering. To conclude, we look at a number of challenges for future research in three key areas of this fascinating field: technical, ethical, and regulatory. These challenges open new fundamental and engineering problems for autonomous and adaptive systems.

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Publication Details

Journal
ACM Transactions on Autonomous and Adaptive Systems
Published
2025-09-02
DOI
https://doi.org/10.1145/3763242
Primary Topic
Advanced Software Engineering Methodologies
Type
article
Field-Weighted Citation Impact
0.00
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article

Reflection, Quick Reference Guide and Future Outlook to Autonomous and Adaptive Systems

Danny Weyns
ACM Transactions on Autonomous and Adaptive Systems
Advanced Software Engineering Methodologies
article

Reflection, Quick Reference Guide and Future Outlook to Autonomous and Adaptive Systems

Danny Weyns
article en

Abstract

Researchers and engineers of autonomous and adaptive systems have always been fascinated by computing systems that have the ability to solve problems independently. In this reflection article, we look at three main families of such computing systems that emerged over the past two decades: Self-Organizing Systems, Self-Adaptive Systems, and Symbiotic HAI Systems that leverage the collective capabilities of Humans and AI-empowered autonomous and adaptive systems. For each family of these systems, we highlight the foundations, principles, and approaches, as well as system engineering. To conclude, we look at a number of challenges for future research in three key areas of this fascinating field: technical, ethical, and regulatory. These challenges open new fundamental and engineering problems for autonomous and adaptive systems.

ACM Transactions on Autonomous and Adaptive Systems
Linnaeus University (SE), NORCE Research AS (NO)
Openalex Percentile: Top 88%
Advanced Software Engineering Methodologies
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