4 papers
NEUKONFIG: Reducing Edge Service Downtime When Repartitioning DNNs
Ayesha Abdul Majeed, Peter Kilpatrick, Ivor Spence +1
Deep Neural Networks (DNNs) may be partitioned across the edge and the cloud to improve the performance efficiency of inference. DNN partitions are determined based on operational…
A Case For Adaptive Deep Neural Networks in Edge Computing
Francis McNamee, Schahram Dustadar, Peter Kilpatrick +3
Edge computing offers an additional layer of compute infrastructure closer to the data source before raw data from privacy-sensitive and performance-critical applications is transf…
Modelling Fog Offloading Performance
Ayesha Abdul Majeed, Peter Kilpatrick, Ivor Spence +1
Fog computing has emerged as a computing paradigm aimed at addressing the issues of latency, bandwidth and privacy when mobile devices are communicating with remote cloud services.…
Performance Estimation of Container-Based Cloud-to-Fog Offloading
Ayesha Abdul Majeed, Peter Kilpatrick, Ivor Spence +1
Fog computing offloads latency critical application services running on the Cloud in close proximity to end-user devices onto resources located at the edge of the network. The rese…