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A runtime assurance system (RTA) for a given plant enables the exercise of an untrusted or experimental controller while assuring safety with a backup (or safety) controller. The relevant computational design problem is to create a logic…

Systems and Control · Electrical Eng. & Systems 2023-10-09 Kristina Miller , Christopher K. Zeitler , William Shen , Kerianne Hobbs , Sayan Mitra , John Schierman , Mahesh Viswanathan

The airworthiness and safety of a non-pedigreed autopilot must be verified, but the cost to formally do so can be prohibitive. We can bypass formal verification of non-pedigreed components by incorporating Runtime Safety Assurance (RTSA) as…

Machine Learning · Computer Science 2020-10-22 Christopher Lazarus , James G. Lopez , Mykel J. Kochenderfer

Run Time Assurance (RTA) Systems are online verification mechanisms that filter an unverified primary controller output to ensure system safety. The primary control may come from a human operator, an advanced control approach, or an…

Systems and Control · Electrical Eng. & Systems 2023-03-28 Kerianne Hobbs , Mark Mote , Matthew Abate , Samuel Coogan , Eric Feron

Cyber-Physical Systems (CPS) are systems controlled by one or more computer-based components tightly integrated with a set of physical components, typically described as sensors and actuators, that can either be directly attached to the…

Logic in Computer Science · Computer Science 2018-03-09 Andre Metelo , Christiano Braga , Diego Brandão

As autonomous systems become more prevalent in the real world, it is critical to ensure they operate safely. One approach is the use of Run Time Assurance (RTA), which is a real-time safety assurance technique that monitors a primary…

Systems and Control · Electrical Eng. & Systems 2023-08-08 Kyle Dunlap , David van Wijk , Kerianne L. Hobbs

Runtime assurance (RTA) addresses the problem of keeping an autonomous system safe while using an untrusted (or experimental) controller. This can be done via logic that explicitly switches between the untrusted controller and a safety…

Logic in Computer Science · Computer Science 2023-06-08 Kristina Miller , Christopher K. Zeitler , William Shen , Mahesh Viswanathan , Sayan Mitra

Cyber-Physical Systems (CPS) integrate digital technologies with physical processes and are common in different domains and industries, such as robotic systems, autonomous vehicles or satellites. Debugging and verification of CPS software…

Software Engineering · Computer Science 2025-01-30 Pablo Valle

As the number of spacecraft on orbit continues to grow, it is challenging for human operators to constantly monitor and plan for all missions. Autonomous control methods such as reinforcement learning (RL) have the power to solve complex…

Systems and Control · Electrical Eng. & Systems 2024-05-14 Kyle Dunlap , Nathaniel Hamilton , Francisco Viramontes , Derrek Landauer , Evan Kain , Kerianne L. Hobbs

Cyber-Physical Systems (CPS) often leverage Reinforcement Learning (RL) techniques to adapt dynamically to changing environments and optimize performance. However, it is challenging to construct safety cases for RL components. We therefore…

Software Engineering · Computer Science 2025-03-13 Katherine Dearstyne , Pedro , Alarcon Granadeno , Theodore Chambers , Jane Cleland-Huang

The recent drive towards achieving greater autonomy and intelligence in robotics has led to high levels of complexity. Autonomous robots increasingly depend on third party off-the-shelf components and complex machine-learning techniques.…

Robotics · Computer Science 2019-04-23 Ankush Desai , Shromona Ghosh , Sanjit A. Seshia , Natarajan Shankar , Ashish Tiwari

The adoption of cyber-physical systems (CPS) is on the rise in complex physical environments, encompassing domains such as autonomous vehicles, the Internet of Things (IoT), and smart cities. A critical attribute of CPS is robustness,…

Systems and Control · Electrical Eng. & Systems 2024-03-27 Changjian Zhang , Parv Kapoor , Romulo Meira-Goes , David Garlan , Eunsuk Kang , Akila Ganlath , Shatadal Mishra , Nejib Ammar

Autonomous cyber-physical systems (CPS) can improve safety and efficiency for safety-critical applications, but require rigorous testing before deployment. The complexity of these systems often precludes the use of formal verification and…

Machine Learning · Computer Science 2021-10-15 Anthony Corso , Robert J. Moss , Mark Koren , Ritchie Lee , Mykel J. Kochenderfer

This research considers the problem of identifying safety constraints and developing Run Time Assurance (RTA) for Deep Reinforcement Learning (RL) Tactical Autopilots that use neural network control systems (NNCS). This research studies a…

Systems and Control · Electrical Eng. & Systems 2023-03-28 Kerianne L. Hobbs , Benjamin K. Heiner , Lillian Busse , Kyle Dunlap , Jonathan Rowanhill , Ashlie B. Hocking , Aditya Zutshi

Cyber-Physical Systems (CPSs) are increasingly prevalent across various industrial and daily-life domains, with applications ranging from robotic operations to autonomous driving. With recent advancements in artificial intelligence (AI),…

Software Engineering · Computer Science 2024-08-08 Renzhi Wang , Zhehua Zhou , Jiayang Song , Xuan Xie , Xiaofei Xie , Lei Ma

Run Time Assurance (RTA) systems are online safety verification techniques that filter the output of a primary controller to assure safety. RTA approaches are used in safety-critical control to intervene when a performance-driven primary…

Systems and Control · Electrical Eng. & Systems 2023-03-28 Kyle Dunlap , Michael Hibbard , Mark Mote , Kerianne Hobbs

With the increasing system complexity and attack sophistication, the necessity of autonomous cyber defense becomes vivid for cyber and cyber-physical systems (CPSs). Many existing frameworks in the current state-of-the-art either rely on…

Cryptography and Security · Computer Science 2021-04-20 Ashutosh Dutta , Ehab Al-Shaer , Samrat Chatterjee

Runtime verification (RV) is a pragmatic and scalable, yet rigorous technique, to assess the correctness of complex systems, including cyber-physical systems (CPS). By measuring how robustly a CPS run satisfies a specification, RV allows in…

Logic in Computer Science · Computer Science 2018-02-13 Stefan Jaksic , Ezio Bartocci , Radu Grosu , Dejan Nickovic

Model-based design offers a promising approach for assisting developers to build reliable and secure cyber-physical systems (CPSs) in a systematic manner. In this methodology, a designer first constructs a model, with mathematically precise…

Systems and Control · Computer Science 2019-02-13 Luan Viet Nguyen , Gautam Mohan , James Weimer , Oleg Sokolsky , Insup Lee , Rajeev Alur

Embedded systems in safety-critical environments are continuously required to deliver more performance and functionality, while expected to provide verified safety guarantees. Nonetheless, platform-wide software verification (required for…

Systems and Control · Computer Science 2017-05-09 Fardin Abdi , Renato Mancuso , Rohan Tabish , Marco Caccamo

Cyber-Physical Systems (CPSs), especially those involving autonomy, need guarantees of their safety. Runtime Enforcement (RE) is a lightweight method to formally ensure that some specified properties are satisfied over the executions of the…

Systems and Control · Electrical Eng. & Systems 2025-02-18 Han Su , Saumya Shankar , Srinivas Pinisetty , Partha S. Roop , Naijun Zhan
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