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20182024
most citedWhen Cyber-Physical Systems Meet AI: A Benchmark, an Evaluation, and a Way Forward

24 citations · 56 across the 12 of their papers we have counts for

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7 papers · 1 filter

eess.SY2024

Optimization-Based Model Checking and Trace Synthesis for Complex STL Specifications

Sota Sato, Jie An, Zhenya Zhang +1

We present a bounded model checking algorithm for signal temporal logic (STL) that exploits mixed-integer linear programming (MILP). A key technical element is our novel MILP encod…

eess.SY2023★ 1 cited

Online Causation Monitoring of Signal Temporal Logic

Zhenya Zhang, Jie An, Paolo Arcaini +1

Online monitoring is an effective validation approach for hybrid systems, that, at runtime, checks whether the (partial) signals of a system satisfy a specification in, e.g., Signa…

eess.SY2020

Constraining Counterexamples in Hybrid System Falsification: Penalty-Based Approaches

Zhenya Zhang, Paolo Arcaini, Ichiro Hasuo

Falsification of hybrid systems is attracting ever-growing attention in quality assurance of Cyber-Physical Systems (CPS) as a practical alternative to exhaustive formal verificati…

eess.SY2019★ 2 cited

Multi-Armed Bandits for Boolean Connectives in Hybrid System Falsification (Extended Version)

Zhenya Zhang, Ichiro Hasuo, Paolo Arcaini

Hybrid system falsification is an actively studied topic, as a scalable quality assurance methodology for real-world cyber-physical systems. In falsification, one employs stochasti…

eess.SY2018

Fast Falsification of Hybrid Systems using Probabilistically Adaptive Input

Gidon Ernst, Sean Sedwards, Zhenya Zhang +1

We present an algorithm that quickly finds falsifying inputs for hybrid systems, i.e., inputs that steer the system towards violation of a given temporal logic requirement. Our met…

eess.SY2018★ 11 cited

Two-Layered Falsification of Hybrid Systems guided by Monte Carlo Tree Search

Zhenya Zhang, Gidon Ernst, Sean Sedwards +2

Few real-world hybrid systems are amenable to formal verification, due to their complexity and black box components. Optimization-based falsification---a methodology of search-base…

eess.SY2018★ 2 cited

Time-Staging Enhancement of Hybrid System Falsification

Gidon Ernst, Ichiro Hasuo, Zhenya Zhang +1

Optimization-based falsification employs stochastic optimization algorithms to search for error input of hybrid systems. In this paper we introduce a simple idea to enhance falsifi…