Formal Specification and Verification of Autonomous Robotic Systems: A Survey
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Abstract (arXiv)
Autonomous robotic systems are complex, hybrid, and often safety-critical; this makes their formal specification and verification uniquely challenging. Though commonly used, testing and simulation alone are insufficient to ensure the correctness of, or provide sufficient evidence for the certification of, autonomous robotics. Formal methods for autonomous robotics has received some attention in the literature, but no resource provides a current overview. This paper systematically surveys the state-of-the-art in formal specification and verification for autonomous robotics. Specially, it identifies and categorises the challenges posed by, the formalisms aimed at, and the formal approaches for the specification and verification of autonomous robotics.
Key facts. Cited by 9 papers in the map (data through 7 Oct 2026). First posted on arXiv 29 Jun 2018.
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Citing papers per year: 2021: 3; 2022: 4; 2023: 1; 2024: 0; 2025: 0; 2026: 1.
9 papers.
- 2022Verifiable Goal Recognition for Autonomous Driving with Occlusionscited by 7
- 2022Monitoring of Perception Systems: Deterministic, Probabilistic, and Learning-based Fault Detection and Identificationcited by 6
- 2022Model Predictive Robustness of Signal Temporal Logic Predicatescited by 3
- 2021Symbiotic System of Systems Design for Safe and Resilient Autonomous Robotics in Offshore Wind Farmscited by 2
- 2022Monitoring ROS2: from Requirements to Autonomous Robotscited by 1
- 2023Current and Future Challenges in Knowledge Representation and Reasoningcited by 1
- 2021WFA-IRL: Inverse Reinforcement Learning of Autonomous Behaviors Encoded as Weighted Finite Automatacited by 0
- 2021Address Behaviour Vulnerabilities in the Next Generation of Autonomous Robotscited by 0
- 2026Governed Capability Evolution: Lifecycle-Time Compatibility Checking and Rollback for AI-Component-Based Systems, with a Proof-of-Concept Evaluation on Embodied Agentscited by 0
- 2026Governed Capability Evolution: Lifecycle-Time Compatibility Checking and Rollback for AI-Component-Based Systems, with a Proof-of-Concept Evaluation on Embodied Agents9 Apr 2026
- 2023Current and Future Challenges in Knowledge Representation and Reasoning8 Aug 2023
- 2022Monitoring ROS2: from Requirements to Autonomous Robots28 Sep 2022
- 2022Model Predictive Robustness of Signal Temporal Logic Predicates16 Sep 2022
- 2022Verifiable Goal Recognition for Autonomous Driving with Occlusions28 Jun 2022
- 2022Monitoring of Perception Systems: Deterministic, Probabilistic, and Learning-based Fault Detection and Identification22 May 2022
- 2021Address Behaviour Vulnerabilities in the Next Generation of Autonomous Robots24 Mar 2021
- 2021WFA-IRL: Inverse Reinforcement Learning of Autonomous Behaviors Encoded as Weighted Finite Automata10 Mar 2021
- 2021Symbiotic System of Systems Design for Safe and Resilient Autonomous Robotics in Offshore Wind Farms23 Jan 2021