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Volume 8, Issue 2April 2024
Bibliometrics
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SECTION: Special Issue on Automotive CPS Safety and Security: Part 2
research-article
research-article
Open Access
EVScout2.0: Electric Vehicle Profiling through Charging Profile
Article No.: 11, Pages 1–24https://doi.org/10.1145/3565268

Electric Vehicles (EVs) represent a green alternative to traditional fuel-powered vehicles. To enforce their widespread use, both the technical development and the security of users shall be guaranteed. Users’ privacy represents a possible threat that ...

research-article
Control Performance Analysis of Automotive Cyber-physical Systems: A Study on Efficient Formal Verification
Article No.: 12, Pages 1–19https://doi.org/10.1145/3576046

Automotive cyber-physical systems consist of multiple control subsystems working under resource limitations, and the trend is to run the corresponding control tasks on a shared platform. The resource requirements of the tasks are usually variable at ...

research-article
CANOA: CAN Origin Authentication through Power Side-channel Monitoring
Article No.: 13, Pages 1–30https://doi.org/10.1145/3571288

The lack of any sender authentication mechanism in place makes Controller Area Network (CAN) vulnerable to security threats. For instance, an attacker can impersonate an Electronic Control Unit (ECU) on the bus and send spoofed messages unobtrusively with ...

research-article
Open Access
Remote Perception Attacks against Camera-based Object Recognition Systems and Countermeasures
Article No.: 14, Pages 1–27https://doi.org/10.1145/3596221

In vision-based object recognition systems, imaging sensors perceive the environment and then objects are detected and classified for decision-making purposes, e.g., to maneuver an automated vehicle around an obstacle or to raise alarms for intruders in ...

research-article
Open Access
Performance Comparison of Timing-Based Anomaly Detectors for Controller Area Network: A Reproducible Study
Article No.: 15, Pages 1–24https://doi.org/10.1145/3604913

This work presents an experimental evaluation of the detection performance of eight different algorithms for anomaly detection on the Controller Area Network (CAN) bus of modern vehicles based on the analysis of the timing or frequency of CAN messages. ...

research-article
Towards Safe Autonomy in Hybrid Traffic: Detecting Unpredictable Abnormal Behaviors of Human Drivers via Information Sharing
Article No.: 16, Pages 1–25https://doi.org/10.1145/3616398

Hybrid traffic which involves both autonomous and human-driven vehicles would be the norm of the autonomous vehicles’ practice for a while. On the one hand, unlike autonomous vehicles, human-driven vehicles could exhibit sudden abnormal behaviors such as ...

research-article
A Deep Time Delay Filter for Cooperative Adaptive Cruise Control
Article No.: 17, Pages 1–24https://doi.org/10.1145/3631613

Cooperative adaptive cruise control (CACC) is a smart transportation solution to alleviate traffic congestion and enhance road safety. The performance of CACC systems can be remarkably affected by communication time delays, and traditional control methods ...

SECTION: Special Issue on ICCPS 2022
introduction
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Introduction to Special Issue for ICCPS 2022
Article No.: 18, Pages 1–2https://doi.org/10.1145/3661449
research-article
Open Access
Green Data Center Cooling Control via Physics-guided Safe Reinforcement Learning
Article No.: 19, Pages 1–26https://doi.org/10.1145/3582577

Deep reinforcement learning (DRL) has shown good performance in tackling Markov decision process (MDP) problems. As DRL optimizes a long-term reward, it is a promising approach to improving the energy efficiency of data-center cooling. However, ...

research-article
Open Access
Scalable Pythagorean Mean-based Incident Detection in Smart Transportation Systems
Article No.: 20, Pages 1–25https://doi.org/10.1145/3603381

Modern smart cities need smart transportation solutions to quickly detect various traffic emergencies and incidents in the city to avoid cascading traffic disruptions. To materialize this, roadside units and ambient transportation sensors are being ...

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Memory-based Distribution Shift Detection for Learning Enabled Cyber-Physical Systems with Statistical Guarantees
Article No.: 21, Pages 1–28https://doi.org/10.1145/3643892

Incorporating learning based components in the current state-of-the-art cyber-physical systems (CPS) has been a challenge due to the brittleness of the underlying deep neural networks. On the bright side, if executed correctly with safety guarantees, this ...

research-article
Open Access
Statistical Verification using Surrogate Models and Conformal Inference and a Comparison with Risk-Aware Verification
Article No.: 22, Pages 1–25https://doi.org/10.1145/3635160

Uncertainty in safety-critical cyber-physical systems can be modeled using a finite number of parameters or parameterized input signals. Given a system specification in Signal Temporal Logic (STL), we would like to verify that for all (infinite) values of ...

SECTION: Regular Papers
research-article
Open Access
CASTNet: A Context-Aware, Spatio-Temporal Dynamic Motion Prediction Ensemble for Autonomous Driving
Article No.: 23, Pages 1–20https://doi.org/10.1145/3648622

Autonomous vehicles are cyber-physical systems that combine embedded computing and deep learning with physical systems to perceive the world, predict future states, and safely control the vehicle through changing environments. The ability of an autonomous ...

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Interpretable Latent Space for Meteorological Out-of-Distribution Detection via Weak Supervision
Article No.: 24, Pages 1–26https://doi.org/10.1145/3651224

Deep neural networks (DNNs) are effective tools for learning-enabled cyber-physical systems (CPSs) that handle high-dimensional image data. However, DNNs may make incorrect decisions when presented with inputs outside the distribution of their training ...

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