COSCO: Container orchestration using co-simulation and gradient based optimization for fog computing environments
Intelligent task placement and management of tasks in large-scale fog platforms is
challenging due to the highly volatile nature of modern workload applications and sensitive …
challenging due to the highly volatile nature of modern workload applications and sensitive …
Task placement and resource allocation for edge machine learning: A gnn-based multi-agent reinforcement learning paradigm
Machine learning (ML) tasks are one of the major workloads in today's edge computing
networks. Existing edge-cloud schedulers allocate the requested amounts of resources to …
networks. Existing edge-cloud schedulers allocate the requested amounts of resources to …
Tapfinger: Task placement and fine-grained resource allocation for edge machine learning
Machine learning (ML) tasks are one of the major workloads in today's edge computing
networks. Existing edge-cloud schedulers allocate the requested amounts of resources to …
networks. Existing edge-cloud schedulers allocate the requested amounts of resources to …
Group fairness for knapsack problems
We study the knapsack problem with group fairness constraints. The input of the problem
consists of a knapsack of bounded capacity and a set of items, each item belongs to a …
consists of a knapsack of bounded capacity and a set of items, each item belongs to a …
Generalized asset fairness mechanism for multi-resource fair allocation mechanism with two different types of resources
Fair and efficient allocation of multiple types of resources is a fundamental goal in cloud
computing systems. Due to the heterogeneous resource requirements of a user's jobs on …
computing systems. Due to the heterogeneous resource requirements of a user's jobs on …
An agile and distributed mechanism for inter-domain network slicing in next generation mobile networks
J Khamse-Ashari, G Senarath… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Network slicing is emerging as a promising method to provide sought after versatility and
flexibility to cope with ever-increasing demands. To realize such potential advantages and to …
flexibility to cope with ever-increasing demands. To realize such potential advantages and to …
Real‐time trust aware scheduling in fog‐cloud systems
Fog computing offers cloud‐like facilities at the network edge, delivering reduced response
times to latency sensitive applications. It comprises of fog devices/micro data …
times to latency sensitive applications. It comprises of fog devices/micro data …
Fairness-aware mechanism for load balancing in distributed systems
When a set of self-interested users shares multiple resources in a distributed system, we
face the problem of allocating resources, called the load balancing problem. In particular …
face the problem of allocating resources, called the load balancing problem. In particular …
Fairness constraint efficiency optimization for multiresource allocation in a cluster system serving internet of things
S Chen, C Yang, W Huang, W Liang… - International Journal …, 2023 - Wiley Online Library
Massive, diverse, and high‐frequency Internet of Things (IoT) applications pose challenges
to the operation of cluster systems that serve it. Fair and efficient multidimensional resource …
to the operation of cluster systems that serve it. Fair and efficient multidimensional resource …
CILP: Co-Simulation-Based Imitation Learner for Dynamic Resource Provisioning in Cloud Computing Environments
Intelligent Virtual Machine (VM) provisioning is central to cost and resource efficient
computation in cloud computing environments. As bootstrapping VMs is time-consuming, a …
computation in cloud computing environments. As bootstrapping VMs is time-consuming, a …