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Multi-fidelity methods combine inexpensive low-fidelity simulations with costly but highfidelity simulations to produce an accurate model of a system of interest at minimal cost. They have proven useful in modeling physical systems and have…

人工智能 · 计算机科学 2014-08-12 Erik J. Schlicht , Ritchie Lee , David H. Wolpert , Mykel J. Kochenderfer , Brendan Tracey

Critical infrastructure is vulnerable to a broad range of hazards. Timely and effective recovery of critical infrastructure after extreme events is crucial. However, critical infrastructure disaster recovery planning is complicated and…

人机交互 · 计算机科学 2018-11-16 Abbas Ganji , Scott Miles

Though construction robots have drawn attention in research and practice for decades, human-robot collaboration (HRC) remains important to conduct complex construction tasks. Considering its complexity and uniqueness, it is still unclear…

机器人学 · 计算机科学 2022-03-21 Minghui Wu , Jia-Rui Lin , Xin-Hao Zhang

Human-in-the-loop reinforcement learning systems achieve near-perfect success on the workstation where they are trained, but collapse when the same robot is moved to a workstation a few meters away due to shifts in the visual input…

机器人学 · 计算机科学 2026-05-20 Shuoqin Zhang , Yixin Xiong , Xiru Gao , Kai Liu , Ke Wang , Xichuan Zhou , Zhe Hu

A typical scenario-based evaluation framework seeks to characterize a black-box system's safety performance (e.g., failure rate) through repeatedly sampling initialization configurations (scenario sampling) and executing a certain test…

机器人学 · 计算机科学 2021-11-16 Bowen Weng , Linda Capito , Umit Ozguner , Keith Redmill

Multi-fidelity methods combine inexpensive low-fidelity simulations with costly but high-fidelity simulations to produce an accurate model of a system of interest at minimal cost. They have proven useful in modeling physical systems and…

人工智能 · 计算机科学 2012-06-27 Erik J. Schlicht , Ritchie Lee , David H. Wolpert , Mykel J. Kochenderfer , Brendan Tracey

We report on a real-time demand response experiment with 100 controllable devices. The experiment reveals several key challenges in the deployment of a real-time demand response program, including time delays, uncertainties,…

系统与控制 · 电气工程与系统科学 2021-08-27 Chao Duan , Guna Bharati , Pratyush Chakraborty , Bo Chen , Takashi Nishikawa , Adilson E. Motter

Human-robot collaboration (HRC) introduces significant safety challenges, particularly in protecting human operators working alongside collaborative robots (cobots). While current ISO standards emphasize risk assessment and hazard…

机器人学 · 计算机科学 2025-03-12 Georgios Katranis , Frederik Plahl , Joachim Grimstadt , Ilshat Mamaev , Silvia Vock , Andrey Morozov

Designing an efficient and resilient human-robot collaboration strategy that not only upholds the safety and ergonomics of shared workspace but also enhances the performance and agility of collaborative setup presents significant challenges…

In large distributed systems, failures are a daily event occurring frequently, especially with growing numbers of computation tasks and locations on which they are deployed. The advantage of representing an application with a workflow is…

分布式、并行与集群计算 · 计算机科学 2024-07-09 Alberto Mulone , Doriana Medić , Marco Aldinucci

The IRIS-HEP software institute, as a contributor to the broader HEP Python ecosystem, is developing scalable analysis infrastructure and software tools to address the upcoming HL-LHC computing challenges with new approaches and paradigms,…

Advanced Traffic Signal Control (TSC) algorithms require real-time phase control, yet existing Hardware-in-the-Loop Simulation (HILS) testbeds only support pre-programmed timing plans. In this paper, we present the first HILS testbed for…

系统与控制 · 电气工程与系统科学 2026-05-20 Zhiyao Zhang , Gergely Zachár , William Barbour , Matt Bunting , Marcos Quiñones-Grueiro , Jonathan Sprinkle , Dan Work

Formal verification and testing are complementary approaches which are used in the development process to verify the functional correctness of software. However, the correctness of software cannot ensure the safe operation of…

软件工程 · 计算机科学 2016-12-12 Asim Abdulkhaleq , Stefan Wagner , Nancy Leveson

Even as technology and performance gains are made in the sphere of automated driving, safety concerns remain. Vehicle simulation has long been seen as a tool to overcome the cost associated with a massive amount of on-road testing for…

机器人学 · 计算机科学 2024-05-14 Joe Beck , Shean Huff , Subhadeep Chakraborty

Hybrid parallelism underpins large-scale LLM training across tens of thousands of GPUs. At such scale, hardware failures on individual devices lead to performance skew across devices, diminishing overall training efficiency. Existing…

分布式、并行与集群计算 · 计算机科学 2026-05-12 Tenghui Ma , Jihu Guo , Wei Gao , Sitian Lu , Zhisheng Ye , Hanjing Wang , Dahua Lin

Human Activity Recognition (HAR) is one of the central problems in fields such as healthcare, elderly care, and security at home. However, traditional HAR approaches face challenges including data scarcity, difficulties in model…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Xi Chen , Julien Cumin , Fano Ramparany , Dominique Vaufreydaz

Recently, it has been widely accepted by the research community that interactions between humans and cyber-physical infrastructures have played a significant role in determining the performance of the latter. The existing paradigm for…

Large language models (LLMs) have demonstrated strong capabilities in knowledge representation and reasoning based on textual data. However, their reliance on language material alone limits their ability to adapt, verify reasoning outcomes,…

人工智能 · 计算机科学 2026-01-28 Hong Su

In this chapter, we introduce methods to address resiliency issues for control systems. The main challenge for control systems is its cyber-physical system nature which strongly couples the cyber systems with physical layer dynamics. Hence…

系统与控制 · 电气工程与系统科学 2021-05-19 Quanyan Zhu

Models play an essential role in the design process of cyber-physical systems. They form the basis for simulation and analysis and help in identifying design problems as early as possible. However, the construction of models that comprise…

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