AI-empowered fog/edge resource management for IoT applications: A comprehensive review, research challenges, and future perspectives

GK Walia, M Kumar, SS Gill - IEEE Communications Surveys & …, 2023 - ieeexplore.ieee.org
The proliferation of ubiquitous Internet of Things (IoT) sensors and smart devices in several
domains embracing healthcare, Industry 4.0, transportation and agriculture are giving rise to …

AI for next generation computing: Emerging trends and future directions

SS Gill, M Xu, C Ottaviani, P Patros, R Bahsoon… - Internet of Things, 2022 - Elsevier
Autonomic computing investigates how systems can achieve (user) specified “control”
outcomes on their own, without the intervention of a human operator. Autonomic computing …

What serverless computing is and should become: The next phase of cloud computing

J Schleier-Smith, V Sreekanti, A Khandelwal… - Communications of the …, 2021 - dl.acm.org
What serverless computing is and should become: the next phase of cloud computing Page 1
76 COMMUNICATIONS OF THE ACM | MAY 2021 | VOL. 64 | NO. 5 contributed articles IN …

Auto-scaling mechanisms in serverless computing: A comprehensive review

M Tari, M Ghobaei-Arani, J Pouramini… - Computer Science …, 2024 - Elsevier
The auto-scaling feature is fundamental to serverless computing, and it automatically allows
applications to scale as needed. Hence, this allows applications to be configured to adapt to …

Icebreaker: Warming serverless functions better with heterogeneity

RB Roy, T Patel, D Tiwari - Proceedings of the 27th ACM International …, 2022 - dl.acm.org
Serverless computing, an emerging computing model, relies on" warming up" functions prior
to its anticipated execution for faster and cost-effective service to users. Unfortunately …

Serverless edge computing: vision and challenges

MS Aslanpour, AN Toosi, C Cicconetti… - Proceedings of the …, 2021 - dl.acm.org
Born from a need for a pure “pay-per-use” model and highly scalable platform, the
“Serverless” paradigm emerged and has the potential to become a dominant way of building …

Batch: Machine learning inference serving on serverless platforms with adaptive batching

A Ali, R Pinciroli, F Yan, E Smirni - … International Conference for …, 2020 - ieeexplore.ieee.org
Serverless computing is a new pay-per-use cloud service paradigm that automates resource
scaling for stateless functions and can potentially facilitate bursty machine learning serving …

The state of serverless applications: Collection, characterization, and community consensus

S Eismann, J Scheuner, E Van Eyk… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Over the last five years, all major cloud platform providers have increased their serverless
offerings. Many early adopters report significant benefits for serverless-based over …

[HTML][HTML] AI augmented Edge and Fog computing: Trends and challenges

S Tuli, F Mirhakimi, S Pallewatta, S Zawad… - Journal of Network and …, 2023 - Elsevier
In recent years, the landscape of computing paradigms has witnessed a gradual yet
remarkable shift from monolithic computing to distributed and decentralized paradigms such …

Cold start latency mitigation mechanisms in serverless computing: taxonomy, review, and future directions

A Ebrahimi, M Ghobaei-Arani, H Saboohi - Journal of systems architecture, 2024 - Elsevier
Abstract Today, Function-as-a-Service (FaaS), as an emerging path to implementing
serverless computing paradigm, seems quite promising in responding to the growing …