Autonomous swarms use multiple communication, sensing, and service layers, so capability loss can displace tasks and amplify risk through load redistribution. This paper develops a task-migration framework for dependent agent and layer failures. A Clayton copula models within-epoch dependence, and a dimensionless load-...
Pan Li, Xiu-Yi Zhao, Tian-Yu Zuo et al.· IEEE Transactions on Automat...· 0 citations
This work proposes RaiNet to jointly model multiscale water-quality dynamics and station-specific rainfall effects across relative lags and temporal scales and releases three real-world multimodal datasets comprising over 150,000 temporally aligned water quality observations and gridded precipitation raster images.
Zi-Qi Wang, Hai-Liang Zhao, Cheng Bao et al.· 2 citations
This survey synthesizes prediction interfaces, error measures, consistency--robustness trade-offs, and five representative construction mechanisms across online optimization, caching, learned data structures, graph problems, and mechanism design to define open problems in cost-aware prediction, endogenous error, semant...
Hai-Liang Zhao, Xue-Yan Tang, Peng Chen et al.· 0 citations
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