Search Results for author: Omer Rana

Found 7 papers, 1 papers with code

Hierarchical and Decentralised Federated Learning

no code implementations28 Apr 2023 Omer Rana, Theodoros Spyridopoulos, Nathaniel Hudson, Matt Baughman, Kyle Chard, Ian Foster, Aftab Khan

Hierarchical Federated Learning is likely to be a key enabler for a wide range of applications, such as smart farming and smart energy management, as it can improve performance and reduce costs, whilst also enabling FL workflows to be deployed in environments that are not well-suited to traditional FL.

energy management Federated Learning

ForestQB: An Adaptive Query Builder to Support Wildlife Research

no code implementations6 Oct 2022 Omar Mussa, Omer Rana, Benoît Goossens, Pablo Orozco-terWengel, Charith Perera

This paper presents ForestQB, a SPARQL query builder, to assist Bioscience and Wildlife Researchers in accessing Linked-Data.

Minimising Delay and Energy in Online Dynamic Fog Systems

no code implementations23 Dec 2020 Faten Alenizi, Omer Rana

This paper proposes a combination of two algorithms: dynamic task scheduling (DTS) and dynamic energy control (DEC) that aim to minimise overall delay, enhance throughput of user tasks and minimise energy consumption at the fog layer while maximising the use of resource-constrained fog nodes.

Networking and Internet Architecture Distributed, Parallel, and Cluster Computing

Orchestrating the Development Lifecycle of Machine Learning-Based IoT Applications: A Taxonomy and Survey

no code implementations11 Oct 2019 Bin Qian, Jie Su, Zhenyu Wen, Devki Nandan Jha, Yinhao Li, Yu Guan, Deepak Puthal, Philip James, Renyu Yang, Albert Y. Zomaya, Omer Rana, Lizhe Wang, Maciej Koutny, Rajiv Ranjan

Machine Learning (ML) and Internet of Things (IoT) are complementary advances: ML techniques unlock complete potentials of IoT with intelligence, and IoT applications increasingly feed data collected by sensors into ML models, thereby employing results to improve their business processes and services.

BIG-bench Machine Learning

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