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We present the Neural Simplex Architecture (NSA), a new approach to runtime assurance that provides safety guarantees for neural controllers (obtained e.g. using reinforcement learning) of autonomous and other complex systems without unduly…

Artificial Intelligence · Computer Science 2020-03-26 Dung T. Phan , Radu Grosu , Nils Jansen , Nicola Paoletti , Scott A. Smolka , Scott D. Stoller

The Simplex Architecture is a runtime assurance framework where control authority may switch from an unverified and potentially unsafe advanced controller to a backup baseline controller in order to maintain the safety of an autonomous…

Software Engineering · Computer Science 2022-06-01 Usama Mehmood , Sanaz Sheikhi , Stanley Bak , Scott A. Smolka , Scott D. Stoller

Cyber-physical systems (CPS) are required to operate safely under fault and malicious attacks. The simplex architecture and the recently proposed cyber resilient architectures, e.g., Byzantine fault tolerant++ (BFT++), provide safety for…

Systems and Control · Electrical Eng. & Systems 2023-01-02 Luyao Niu , Abdullah Al Maruf , Andrew Clark , J. Sukarno Mertoguno , Radha Poovendran

We present Distributed Simplex Architecture (DSA), a new runtime assurance technique that provides safety guarantees for multi-agent systems (MASs). DSA is inspired by the Simplex control architecture of Sha et al., but with some…

Multiagent Systems · Computer Science 2020-12-21 Usama Mehmood , Scott D. Stoller , Radu Grosu , Shouvik Roy , Amol Damare , Scott A. Smolka

We present Barrier-based Simplex (Bb-Simplex), a new, provably correct design for runtime assurance of continuous dynamical systems. Bb-Simplex is centered around the Simplex control architecture, which consists of a high-performance…

Systems and Control · Electrical Eng. & Systems 2024-11-11 Amol Damare , Shouvik Roy , Roshan Sharma , Keith DSouza , Scott A. Smolka , Scott D. Stoller

Cyber-physical systems (CPS) are required to satisfy safety constraints in various application domains such as robotics, industrial manufacturing systems, and power systems. Faults and cyber attacks have been shown to cause safety…

Systems and Control · Electrical Eng. & Systems 2023-01-02 Abdullah Al Maruf , Luyao Niu , Andrew Clark , J. Sukarno Mertoguno , Radha Poovendran

Identifying the cause of a system-level failure in a cyber-physical system (CPS) can be like tracing a needle in a haystack. This paper approaches the problem by assuming that the CPS has been designed compositionally and that each…

Systems and Control · Electrical Eng. & Systems 2025-07-09 Josefine B. Graebener , Inigo Incer , Richard M. Murray

Learning Enabled Components (LEC) have greatly assisted cyber-physical systems in achieving higher levels of autonomy. However, LEC's susceptibility to dynamic and uncertain operating conditions is a critical challenge for the safety of…

Robotics · Computer Science 2023-02-21 Baiting Luo , Shreyas Ramakrishna , Ava Pettet , Christopher Kuhn , Gabor Karsai , Ayan Mukhopadhyay

Cyber Physical Systems (CPS) have increasingly started using Learning Enabled Components (LECs) for performing perception-based control tasks. The simple design approach, and their capability to continuously learn has led to their…

Artificial Intelligence · Computer Science 2020-03-11 Shreyas Ramakrishna , Charles Hartsell , Matthew P Burruss , Gabor Karsai , Abhishek Dubey

In this work, we propose a compositional scheme based on small-gain reasoning to synthesize safety controllers for interconnected stochastic hybrid systems. In our proposed setting, we first offer an augmented scheme that characterizes each…

Systems and Control · Electrical Eng. & Systems 2026-04-14 Mahdieh Zaker , Omid Akbarzadeh , Behrad Samari , Abolfazl Lavaei

With the growing scale of Cyber-Physical Systems (CPSs), it is challenging to maintain their stability under all operating conditions. How to reduce the downtime and locate the failures becomes a core issue in system design. In this paper,…

Systems and Control · Electrical Eng. & Systems 2020-04-14 Zhiheng Xu , Daniel Jun Xian Ng , Arvind Easwaran

Complex, interconnected Cyber-physical Systems (CPS) are increasingly common in applications including smart grids and transportation. Ensuring safety of interconnected systems whose dynamics are coupled is challenging because the effects…

Systems and Control · Electrical Eng. & Systems 2023-01-02 Abdullah Al Maruf , Luyao Niu , Andrew Clark , J. Sukarno Mertoguno , Radha Poovendran

Modern cyber-physical systems often have a two-layered design, where the primary controller is AI-enabled or an analytical controller optimising some specific cost function. If the resulting control action is perceived as unsafe, a…

Systems and Control · Electrical Eng. & Systems 2026-02-16 Sunandan Adhikary , Soumyajit Dey

Component-based systems evolve as a new component is added or an existing one is replaced by a newer version. Hence, it is appealing to assure the new system still preserves its safety properties. However, instead of inspecting the new…

Formal Languages and Automata Theory · Computer Science 2017-09-14 Rosa Abbasi , Fatemeh Ghassemi , Ramtin Khosravi

Cyber Physical Systems solve complex problems through their tight integration between the physical and computational components. Therefore, the reliability of a complex system is the most critical requirement for the cyber physical system…

Software Engineering · Computer Science 2020-10-13 Nazakat Ali , Manzoor Hussain , Youngjae Kim , Jang-Eui Hong

Autonomous systems increasingly rely on machine-learning (ML) components for safety-critical tasks such as perception and control in autonomous vehicles (AVs). While ML enables essential capabilities, it inevitably exhibits long-tail faults…

Machine Learning · Computer Science 2026-05-12 Ayoosh Bansal , Mikael Yeghiazaryan , Artyom Khachatryan , Tianyi Zhu , Hunmin Kim , Naira Hovakimyan , Lui Sha

Computer-Controlled Systems (CCS) are a subclass of hybrid systems where the periodic relation of control components to time is paramount. Since they additionally are at the heart of many safety-critical devices, it is of primary importance…

Logic in Computer Science · Computer Science 2019-07-09 Simon Lunel , Stefan Mitsch , Benoit Boyer , Jean-Pierre Talpin

Cyber-physical systems (CPS) are assemblies of networked, heterogeneous, hardware, and software components sensing, evaluating, and actuating a physical environment. This heterogeneity induces complexity that makes CPSs challenging to model…

Formal Languages and Automata Theory · Computer Science 2021-09-01 Stéphane Kastenbaum , Benoît Boyer , Jean-Pierre Talpin

This paper proposes a Robust Safe Control Architecture (RSCA) for safe-decision making. The system to be controlled is a vehicle in the presence of bounded disturbances. The RSCA consists of two parts: a Supervisor MPC and a Controller MPC.…

Systems and Control · Electrical Eng. & Systems 2022-06-22 Maryam Nezami , Ngoc Thinh Nguyen , Georg Männel , Hossam Seddik Abbas , Georg Schildbach

This paper proposes the SeC-Learning Machine: Simplex-enabled safe continual learning for safety-critical autonomous systems. The SeC-learning machine is built on Simplex logic (that is, ``using simplicity to control complexity'') and…

Machine Learning · Computer Science 2024-10-08 Hongpeng Cao , Yanbing Mao , Yihao Cai , Lui Sha , Marco Caccamo
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