Timely Distributed Computation with Stragglers

10/08/2019
by   Baturalp Buyukates, et al.
0

We consider a status update system in which the update packets need to be processed to extract the embedded useful information. The source node sends the acquired information to a computation unit (CU) which consists of a master node and n worker nodes. The master node distributes the received computation task to the worker nodes. Upon computation, the master node aggregates the results and sends them back to the source node to keep it updated. We investigate the age performance of uncoded and coded (repetition coded, MDS coded, and multi-message MDS (MM-MDS) coded) schemes in the presence of stragglers under i.i.d. exponential transmission delays and i.i.d shifted exponential computation times. We show that asymptotically MM-MDS coded scheme outperforms the other schemes. Furthermore, we characterize the optimal codes such that the average age is minimized.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
01/11/2019

Coded Distributed Computing over Packet Erasure Channels

Coded computation is a framework which provides redundancy in distribute...
research
05/03/2022

Private Matrix Multiplication From MDS-Coded Storage With Colluding Servers

In this paper, we study the two problems of Private and Secure Matrix Mu...
research
05/06/2021

Coded Gradient Aggregation: A Tradeoff Between Communication Costs at Edge Nodes and at Helper Nodes

The increasing amount of data generated at the edge/client nodes and the...
research
07/30/2021

Majorization Minimization Methods for Distributed Pose Graph Optimization

We consider the problem of distributed pose graph optimization (PGO) tha...
research
10/17/2017

Coded Fourier Transform

We consider the problem of computing the Fourier transform of high-dimen...
research
12/14/2017

Age of Information in Two-way Updating Systems Using Wireless Power Transfer

We consider a two-way updating system with a master node and a slave nod...
research
05/28/2020

Age of Information in an Overtake-Free Network of Quasi-Reversible Queues

We show how to calculate the Age of Information in an overtake-free netw...

Please sign up or login with your details

Forgot password? Click here to reset