Edge AI: A taxonomy, systematic review and future directions

SS Gill, M Golec, J Hu, M Xu, J Du, H Wu, GK Walia… - Cluster …, 2025 - Springer
Abstract Edge Artificial Intelligence (AI) incorporates a network of interconnected systems
and devices that receive, cache, process, and analyse data in close communication with the …

Cold start latency in serverless computing: A systematic review, taxonomy, and future directions

M Golec, GK Walia, M Kumar, F Cuadrado… - ACM Computing …, 2024 - dl.acm.org
Recently, academics and the corporate sector have paid attention to serverless computing,
which enables dynamic scalability and an economic model. In serverless computing, users …

A survey on the cold start latency approaches in serverless computing: an optimization-based perspective

M Ghorbian, M Ghobaei-Arani - Computing, 2024 - Springer
Serverless computing is one of the latest technologies that has received much attention from
researchers and companies in recent years since it provides dynamic scalability and a clear …

Neural networks based smart e-health application for the prediction of tuberculosis using serverless computing

SS Murugesan, S Velu, M Golec… - IEEE Journal of …, 2024 - ieeexplore.ieee.org
The convergence of the Internet of Things (IoT) with e-health records is creating a new era of
advancements in the diagnosis and treatment of disease, which is resha** the modern …

Captain: A testbed for co-simulation of scalable serverless computing environments for aiot enabled predictive maintenance in industry 4.0

M Golec, H Wu, R Ozturac, AK Parlikad… - IEEE Internet of …, 2024 - ieeexplore.ieee.org
The massive amounts of data generated by the Industrial Internet of Things (IIoT) require
considerable processing power, which increases carbon emissions and energy usage, and …

ProKube: Proactive kubernetes orchestrator for inference in heterogeneous edge computing

B Ali, M Golec, S Singh Gill… - International Journal of …, 2025 - Wiley Online Library
Deep neural network (DNN) and machine learning (ML) models/inferences produce highly
accurate results demanding enormous computational resources. The limited capacity of end …

PRICELESS: Privacy enhanced AI‐driven scalable framework for IoT applications in serverless edge computing environments

M Golec, M Golec, M Xu, H Wu, SS Gill… - Internet Technology …, 2025 - Wiley Online Library
Serverless edge computing has emerged as a new paradigm that integrates the serverless
and edge computing. By bringing processing power closer to the edge of the network, it …

Computing: Looking back and moving forward

M Golec, SS Gill - arxiv preprint arxiv:2407.12558, 2024 - arxiv.org
The Internet and computer commercialization have transformed the computing systems area
over the past sixty years, affecting society. Computer systems have evolved to meet diverse …

Master: Machine learning-based cold start latency prediction framework in serverless edge computing environments for industry 4.0

M Golec, SS Gill, H Wu, TC Can… - IEEE Journal of …, 2024 - ieeexplore.ieee.org
The integration of serverless edge computing and the Industrial Internet of Things (IIoT) has
the potential to optimize industrial production. However, cold start latency is one of the main …

CloudAIBus: a testbed for AI based cloud computing environments

S Velu, SS Gill, SS Murugesan, H Wu, X Li - Cluster Computing, 2024 - Springer
Smart resource allocation is essential for optimising cloud computing efficiency and
utilisation, but it is also very challenging as traditional approaches often overprovision CPU …