Serverless computing: state-of-the-art, challenges and opportunities

Y Li, Y Lin, Y Wang, K Ye, C Xu - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Serverless computing is growing in popularity by virtue of its lightweight and simplicity of
management. It achieves these merits by reducing the granularity of the computing unit to …

A holistic view on resource management in serverless computing environments: Taxonomy and future directions

A Mampage, S Karunasekera, R Buyya - ACM Computing Surveys …, 2022 - dl.acm.org
Serverless computing has emerged as an attractive deployment option for cloud
applications in recent times. The unique features of this computing model include rapid auto …

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 …

Kraken: Adaptive container provisioning for deploying dynamic dags in serverless platforms

VM Bhasi, JR Gunasekaran, P Thinakaran… - Proceedings of the …, 2021 - dl.acm.org
The growing popularity of microservices has led to the proliferation of online cloud service-
based applications, which are typically modelled as Directed Acyclic Graphs (DAGs) …

Mitigating cold start problem in serverless computing: A reinforcement learning approach

P Vahidinia, B Farahani, FS Aliee - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Serverless computing has revolutionized the world of cloud-based and event-driven
applications with the introduction of Function as a Service (FaaS) as the latest cloud …

FaaSLight: General Application-level Cold-start Latency Optimization for Function-as-a-Service in Serverless Computing

X Liu, J Wen, Z Chen, D Li, J Chen, Y Liu… - ACM Transactions on …, 2023 - dl.acm.org
Serverless computing is a popular cloud computing paradigm that frees developers from
server management. Function-as-a-Service (FaaS) is the most popular implementation of …

[HTML][HTML] Survey on serverless computing

HB Hassan, SA Barakat, QI Sarhan - Journal of Cloud Computing, 2021 - Springer
Serverless computing has gained importance over the last decade as an exciting new field,
owing to its large influence in reducing costs, decreasing latency, improving scalability, and …

HealthFaaS: Ai-based smart healthcare system for heart patients using serverless computing

M Golec, SS Gill, AK Parlikad… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Heart disease is one of the leading causes of death worldwide, and with early detection,
mortality rates can be reduced. Well-known studies have shown that the latest artificial …

Serverless on machine learning: A systematic mapping study

A Barrak, F Petrillo, F Jaafar - IEEE Access, 2022 - ieeexplore.ieee.org
Machine Learning Operations (MLOps) is an approach to managing the entire lifecycle of a
machine learning model. It has evolved over the last years and has started attracting many …

Edgesimpy: Python-based modeling and simulation of edge computing resource management policies

PS Souza, T Ferreto, RN Calheiros - Future Generation Computer Systems, 2023 - Elsevier
The increasing popularity of applications with tight latency requirements has motivated
research on Edge Computing, which positions computing resources near data sources at …