The Opaque Autonomy Paradox in Sovereign and Intelligent SD-WAN: A Systematic Literature Review

The rapid evolution of mission-critical communication infrastructures demands a transition toward autonomous architectures capable of maintaining strategic sovereignty. This paper presents a Systematic Literature Review (SLR) of 70 high-impact studies (2019–2026) regarding Intelligent SD-WAN (ISD-WAN), a paradigm where AI-driven intelligence unifies traffic engineering and active cyber-resilience. Our analysis maps the state-of-the-art across five taxonomic domains: routing, computing-forward networking, security, scalability, and operations management. The results reveal a significant “Opaque Autonomy Paradox”: while AI-native protocols enhance survival, they lack the transparency and decisional auditability required for mission-critical Command and Control ( C 2 ). This study identifies critical research gaps, specifically the tension between algorithmic performance and sovereign oversight. Finally, we establish a set of holistic design requirements for next-generation ISD-WAN architectures, providing a strategic roadmap for future developments in cognitive and resilient communication infrastructures.

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Publication Details

Journal
Computer Networks
Published
2026-03-01
DOI
https://doi.org/10.1016/j.comnet.2026.112246
Primary Topic
Multi-Agent Systems and Negotiation
Type
article
Field-Weighted Citation Impact
0.00
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article

The Opaque Autonomy Paradox in Sovereign and Intelligent SD-WAN: A Systematic Literature Review

Ricardo Choren, Ronaldo Salles, Igor David Brito Caldeira
Computer Networks
Multi-Agent Systems and Negotiation
article

The Opaque Autonomy Paradox in Sovereign and Intelligent SD-WAN: A Systematic Literature Review

Ricardo Choren, Ronaldo Salles, Igor David Brito Caldeira
article en

Abstract

The rapid evolution of mission-critical communication infrastructures demands a transition toward autonomous architectures capable of maintaining strategic sovereignty. This paper presents a Systematic Literature Review (SLR) of 70 high-impact studies (2019–2026) regarding Intelligent SD-WAN (ISD-WAN), a paradigm where AI-driven intelligence unifies traffic engineering and active cyber-resilience. Our analysis maps the state-of-the-art across five taxonomic domains: routing, computing-forward networking, security, scalability, and operations management. The results reveal a significant “Opaque Autonomy Paradox”: while AI-native protocols enhance survival, they lack the transparency and decisional auditability required for mission-critical Command and Control ( C 2 ). This study identifies critical research gaps, specifically the tension between algorithmic performance and sovereign oversight. Finally, we establish a set of holistic design requirements for next-generation ISD-WAN architectures, providing a strategic roadmap for future developments in cognitive and resilient communication infrastructures.

Computer Networks
Military Institute of Engineering (BR), Polytechnic Institute of Porto (PT)
Reduced inequalities
Openalex Percentile: Top 6%
Multi-Agent Systems and Negotiation
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The Opaque Autonomy Paradox in Sovereign and Intelligent SD-WAN: A Systematic Literature Review — Ricardo Choren, Ronaldo Salles, et al. · Computer Networks (2026) | TGRS Research Map | TGRS