Training deep networks with synthetic data: Bridging the reality gap by domain randomization

J Tremblay, A Prakash, D Acuna… - Proceedings of the …, 2018 - openaccess.thecvf.com
We present a system for training deep neural networks for object detection using synthetic
images. To handle the variability in real-world data, the system relies upon the technique of …

Elmo: Source routed multicast for public clouds

M Shahbaz, L Suresh, J Rexford, N Feamster… - Proceedings of the …, 2019 - dl.acm.org
We present Elmo, a system that addresses the multicast scalability problem in multi-tenant
datacenters. Modern cloud applications frequently exhibit one-to-many communication …

A survey of big data machine learning applications optimization in cloud data centers and networks

SH Mohamed, TEH El-Gorashi… - arxiv preprint arxiv …, 2019 - arxiv.org
This survey article reviews the challenges associated with deploying and optimizing big data
applications and machine learning algorithms in cloud data centers and networks. The …

Optical multicast system for data center networks

P Samadi, V Gupta, J Xu, H Wang, G Zussman… - Optics express, 2015 - opg.optica.org
We present the design and experimental evaluation of an Optical Multicast System for Data
Center Networks, a hardware-software system architecture that uniquely integrates passive …

Republic: Data multicast meets hybrid rack-level interconnections in data center

XS Sun, Y **a, S Dzinamarira… - 2018 IEEE 26th …, 2018 - ieeexplore.ieee.org
Data multicast is a crucial data transfer pattern in distributed big-data processing. However,
due to the lack of network and system level support, data processing relies on unicast-based …

Virtual machine migration over optical circuit switching network in a converged inter/intra data center architecture

P Samadi, J Xu, K Bergman - Optical Fiber Communication …, 2015 - opg.optica.org
We present a novel converged inter/intra data center architecture using optical-circuit-
switching over metro-scale distances. A Software Defined Network (SDN) control-plane …

Elmo: Source-routed multicast for cloud services

M Shahbaz, L Suresh, J Rexford, N Feamster… - arxiv preprint arxiv …, 2018 - arxiv.org
We present Elmo, a system that addresses the multicast scalability problem in multi-tenant
data centers. Modern cloud applications frequently exhibit one-to-many communication …

Reconfigurable optical star network architecture for multicast media production data centres

AC Funnell, D Butler, G Zervas - Optical Switching and Networking, 2020 - Elsevier
Passive optical star networks have attractive properties for multicast traffic in data centres,
but are limited in transmission bandwidth per node due to sharing a finite total throughput …

A high-throughput energy-efficient passive optical network with multiple planes

Y An - 2016 - repository.library.carleton.ca
Datacenter applications impose heavy demands on bandwidth and generate different
communication patterns. Supporting such traffic demands leads to networks built with …

Enabling Programmable Infrastructure for Multi-tenant Data Centers

M Shahbaz - 2018 - search.proquest.com
Today's data centers are large, shared infrastructures hosting hundreds of thousands of
tenants over a vast network of servers. Operating these data centers frequently entails …