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Cheng Siong Chin

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2026

Cross-Layer Secure Transmission in Underwater Acoustic Sensor Networks via Dynamic Psychological Game Theory

Underwater acoustic sensor networks (UASNs) are vulnerable to cross-layer collaborative attacks, in which network-layer internal threats and physical-layer jamming jointly endanger data delivery, while existing security schemes relying on isolated single-layer defenses are easily defeated by such intelligent adversarie...

Yan-Han Dong, You-Gan Chen, Cheng Siong Chin et al. · 0 citations
#artificial intelligence Preprint Oct 2026

A Unified Dynamics Framework for Reinforcement Learning and Classical Control of a Six-DOF Pipeline-Tracking ROV in NVIDIA Isaac Sim

Reinforcement learning controllers for underwater vehicles are usually trained against one physics representation and deployed against another, so reported performance does not always describe behavior outside training. This paper presents a pipeline-tracking architecture for a six-degree-of-freedom remotely operated v...

Cheng Siong Chin, M. Venkateshkumar, Jian-Hua Zhang · 0 citations
Open access Sep 2026

Pure Feedback Control for Nonlinear Systems Based on Predefined-Time Performance Function

This paper investigates the predefined-time adaptive neural tracking control problem for a class of nonlinear pure feedback systems with full state constraints, and proves that all closed loop signals are predefined-time-bounded and the tracking error meets the preset performance specifications.

Yang Li, Ya-Qi Yu, Quan-Min Zhu et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Computing at Sea: Floating and Offshore Data Centres as a Pathway to Sustainable AI Infrastructure

This article examines floating and offshore data centres as an emerging alternative model for digital infrastructure and analyses the opportunities and trade-offs associated with marine deployment, including environmental impacts, engineering design challenges, economic feasibility, and regulatory governance.

Cheng Siong Chin, Jian-Hua Zhang, M. Venkateshkumar · 0 citations
Preprint Aug 2026

The Logic of Machine Self-Preservation

What these findings prove and what they do not, as well as draw conclusions concerning the implications of such discoveries on agentic system testing, supervision, and development, are distinguished.

Cheng Siong Chin · 0 citations

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