681 citations · 1.8k across the 26 of their papers we have counts for
13 papers · 1 filter
Characterising resource management performance in Kubernetes
Víctor Medel, Rafael Tolosana-Calasanz, José Ángel Bañares +2
A key challenge for supporting elastic behaviour in cloud systems is to achieve a good performance in automated (de-)provisioning and scheduling of computing resources. One of the…
AI-based Fog and Edge Computing: A Systematic Review, Taxonomy and Future Directions
Sundas Iftikhar, Sukhpal Singh Gill, Chenghao Song +15
Resource management in computing is a very challenging problem that involves making sequential decisions. Resource limitations, resource heterogeneity, dynamic and diverse nature o…
AI for Next Generation Computing: Emerging Trends and Future Directions
Sukhpal Singh Gill, Minxian Xu, Carlo Ottaviani +19
Autonomic computing investigates how systems can achieve (user) specified control outcomes on their own, without the intervention of a human operator. Autonomic computing fundament…
HUNTER: AI based Holistic Resource Management for Sustainable Cloud Computing
Shreshth Tuli, Sukhpal Singh Gill, Minxian Xu +8
The worldwide adoption of cloud data centers (CDCs) has given rise to the ubiquitous demand for hosting application services on the cloud. Further, contemporary data-intensive indu…
WattsApp: Power-Aware Container Scheduling
Hemant Mehta, Paul Harvey, Omer Rana +2
Containers are becoming a popular workload deployment mechanism in modern distributed systems. However, there are limited software-based methods (hardware-based methods are expensi…
ThermoSim: Deep Learning based Framework for Modeling and Simulation of Thermal-aware Resource Management for Cloud Computing Environments
Sukhpal Singh Gill, Shreshth Tuli, Adel Nadjaran Toosi +8
Current cloud computing frameworks host millions of physical servers that utilize cloud computing resources in the form of different virtual machines (VM). Cloud Data Center (CDC)…
Orchestrating the Development Lifecycle of Machine Learning-Based IoT Applications: A Taxonomy and Survey
Bin Qian, Jie Su, Zhenyu Wen +11
Machine Learning (ML) and Internet of Things (IoT) are complementary advances: ML techniques unlock complete potentials of IoT with intelligence, and IoT applications increasingly…
Realizing Edge Marketplaces: Challenges and Opportunities
Blesson Varghese, Massimo Villari, Omer Rana +4
The edge of the network has the potential to host services for supporting a variety of user applications, ranging in complexity from data preprocessing, image and video rendering,…
The Internet of Things, Fog and Cloud Continuum: Integration and Challenges
Luiz F. Bittencourt, Roger Immich, Rizos Sakellariou +7
The Internet of Things needs for computing power and storage are expected to remain on the rise in the next decade. Consequently, the amount of data generated by devices at the edg…
A Manifesto for Future Generation Cloud Computing: Research Directions for the Next Decade
Rajkumar Buyya, Satish Narayana Srirama, Giuliano Casale +22
The Cloud computing paradigm has revolutionised the computer science horizon during the past decade and has enabled the emergence of computing as the fifth utility. It has captured…
Managing Service-Heterogeneity using Osmotic Computing
Vishal Sharma, Kathiravan Srinivasan, Dushantha Nalin K. Jayakody +2
Computational resource provisioning that is closer to a user is becoming increasingly important, with a rise in the number of devices making continuous service requests and with th…
Introducing Distributed Dynamic Data-intensive (D3) Science: Understanding Applications and Infrastructure
Shantenu Jha, Daniel S. Katz, Andre Luckow +3
A common feature across many science and engineering applications is the amount and diversity of data and computation that must be integrated to yield insights. Data sets are growi…
Survey and Analysis of Production Distributed Computing Infrastructures
Daniel S. Katz, Shantenu Jha, Manish Parashar +2
This report has two objectives. First, we describe a set of the production distributed infrastructures currently available, so that the reader has a basic understanding of them. Th…