PSNet: Reconfigurable network topology design for accelerating parameter server architecture based distributed machine learning

2020 ◽  
Vol 106 ◽  
pp. 320-332 ◽  
Author(s):  
Ling Liu ◽  
Qixuan Jin ◽  
Dan Wang ◽  
Hongfang Yu ◽  
Gang Sun ◽  
...  
Keyword(s):  
Machine Learning ◽  
Network Topology ◽  
Topology Design ◽  
Server Architecture ◽  
Distributed Machine Learning ◽  
Network Topology Design

scholarly journals Robust Resistance Network Topology Design by Conic Optimization

2012 ◽  
Vol 16 ◽  
pp. 125 ◽  
Author(s):  
C. Roos ◽  
Y. Bai ◽  
D. Chaerani
Keyword(s):  
Linear Model ◽  
Network Topology ◽  
Design Problem ◽  
Topology Design ◽  
Electrical Network ◽  
Conic Optimization ◽  
External Current ◽  
Current Case ◽  
Resistor Network ◽  
Network Topology Design

After a brief introduction to the field of Conic Optimization we present an application to the (robust) resistor network topology design problem, where the goal is to design an electrical network containing resistors, such that the dissipation is minimal, given the external current values at the nodes of the network and assuming that the conductance values satisfy some normalizing constraint. We present a linear model for the single-current case and semidefinite models for multi-current cases. All models are illustrated by examples.  

Joint Virtual Network Topology Design and Embedding for Cybertwin-Enabled 6G Core Networks

2021 ◽  
pp. 1-1
Author(s):  
Junling Li ◽  
Weisen Shi ◽  
Qiang Ye ◽  
Shan Zhang ◽  
Weihua Zhuang ◽  
...  
Keyword(s):  
Network Topology ◽  
Topology Design ◽  
Virtual Network ◽  
Core Networks ◽  
Network Topology Design
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