Guarded Swarms: Building Trusted Autonomy Through Digital Intelligence and Physical Safeguards

Autonomous UAV/UGV swarms increasingly operate in contested environments where purely digital control architectures are vulnerable to cyber compromise, communication denial, and timing faults. This paper presents Guarded Swarms, a hybrid framework that combines digital coordination with hardware-level analog safety enforcement. The architecture builds on Topic-Based Communication Space Petri Nets (TB-CSPN) for structured multi-agent coordination, extending this digital foundation with independent analog guard channels—thrust clamps, attitude limiters, proximity sensors, and emergency stops—that operate in parallel at the actuator interface. Each channel can unilaterally veto unsafe commands within microseconds, independently of software state. The digital–analog interface is formalized via timing contracts that specify sensor-consistency windows and actuation latency bounds. A two-robot case study demonstrates token-based arbitration at the digital level and OR-style inhibition at the analog level. The framework ensures local safety deterministically while maintaining global coordination as a best-effort property. This paper presents an architectural contribution establishing design principles and interface contracts. Empirical validation remains future work.

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Publication Details

Journal
Future Internet
Published
2026-01-21
DOI
https://doi.org/10.3390/fi18010064
Primary Topic
Formal Methods in Verification
Type
article
Field-Weighted Citation Impact
0.00

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article

Guarded Swarms: Building Trusted Autonomy Through Digital Intelligence and Physical Safeguards

Uwe M. Borghoff, Paolo Bottoni, Remo Pareschi
Future Internet
Formal Methods in Verification
article

Guarded Swarms: Building Trusted Autonomy Through Digital Intelligence and Physical Safeguards

Uwe M. Borghoff, Paolo Bottoni, Remo Pareschi
article en

Abstract

Autonomous UAV/UGV swarms increasingly operate in contested environments where purely digital control architectures are vulnerable to cyber compromise, communication denial, and timing faults. This paper presents Guarded Swarms, a hybrid framework that combines digital coordination with hardware-level analog safety enforcement. The architecture builds on Topic-Based Communication Space Petri Nets (TB-CSPN) for structured multi-agent coordination, extending this digital foundation with independent analog guard channels—thrust clamps, attitude limiters, proximity sensors, and emergency stops—that operate in parallel at the actuator interface. Each channel can unilaterally veto unsafe commands within microseconds, independently of software state. The digital–analog interface is formalized via timing contracts that specify sensor-consistency windows and actuation latency bounds. A two-robot case study demonstrates token-based arbitration at the digital level and OR-style inhibition at the analog level. The framework ensures local safety deterministically while maintaining global coordination as a best-effort property. This paper presents an architectural contribution establishing design principles and interface contracts. Empirical validation remains future work.

Future InternetVol. 18(1)
University of Molise (IT), Universität der Bundeswehr München (DE), Sapienza University of Rome (IT)
European Commission
Peace, Justice and strong institutions
Openalex Percentile: Top 81%
Formal Methods in Verification
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Guarded Swarms: Building Trusted Autonomy Through Digital Intelligence and Physical Safeguards — Uwe M. Borghoff, Paolo Bottoni, et al. · Future Internet (2026) | TGRS Research Map | TGRS