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4 results for "Shreshth Tuli"

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  1. Journal Article

    SimTune: bridging the simulator reality gap for resource management in edge-cloud computing

    Shreshth Tuli; Giuliano Casale; Nicholas R. Jennings

    Scientific Reports, Vol. 12 No. 1 · 2022 · English · DOAJ Scopus

    Abstract Industries and services are undergoing an Internet of Things centric transformation globally, giving rise to an explosion of multi-modal data generated each second. This, with the requirement of low-latency result delivery, has led to the ubiquitous adoption of edge and cloud computing…

  2. Journal Article

    TranAD

    Shreshth Tuli; Giuliano Casale; Nicholas R. Jennings

    Proceedings of the VLDB Endowment · 2022 · English · OpenAlex Scopus

    Efficient anomaly detection and diagnosis in multivariate time-series data is of great importance for modern industrial applications. However, building a system that is able to quickly and accurately pinpoint anomalous observations is a challenging problem. This is due to the lack of anomaly…

  3. Journal Article Full text

    Dynamic Scheduling for Stochastic Edge-Cloud Computing Environments Using A3C Learning and Residual Recurrent Neural Networks

    Shreshth Tuli; Shashikant Ilager; Kotagiri Ramamohanarao et al.

    IEEE Transactions on Mobile Computing · 2020 · English · OpenAlex Scopus

    The ubiquitous adoption of Internet-of-Things (IoT) based applications has resulted in the emergence of the Fog computing paradigm, which allows seamlessly harnessing both mobile-edge and cloud resources. Efficient scheduling of application tasks in such environments is challenging due to…