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Achieving High Throughput with Predictive Resource Allocation

Abstract: 

Big data analytics makes predicting human behavior possible, but it is unclear how to exploit the predictable information for improving performance of wireless networks. In this paper, we investigate the potential of predictive resource allocation in supporting high throughput by exploiting excess resources. To this end, we assume that the requests and trajectories of mobile users and the average resource usage status of base stations can be predicted within a window. To fully use resources within the prediction window and reserve resources for the unpredictable traffic arrived after the window, we optimize a resource allocation plan to minimize the maximal transmission completion time. To assist the base stations for user scheduling, we introduce a method to make a transmission plan. These two plans determine where, when and what to transmit to the users with how much resources. Simulation results show that the predictive resource allocation can provide substantial gain over non-predictive strategy in terms of both network throughput and user experience.

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Paper Details

Authors:
Chuting Yao, Guojia, Chenyang Yang
Submitted On:
6 December 2016 - 9:36pm
Short Link:
Type:
Poster
Event:
Paper Code:
1289
Document Year:
2016
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Document Files

Globalsip_2016.pdf

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[1] Chuting Yao, Guojia, Chenyang Yang, "Achieving High Throughput with Predictive Resource Allocation", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/1386. Accessed: Sep. 20, 2020.
@article{1386-16,
url = {http://sigport.org/1386},
author = {Chuting Yao; Guojia; Chenyang Yang },
publisher = {IEEE SigPort},
title = {Achieving High Throughput with Predictive Resource Allocation},
year = {2016} }
TY - EJOUR
T1 - Achieving High Throughput with Predictive Resource Allocation
AU - Chuting Yao; Guojia; Chenyang Yang
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/1386
ER -
Chuting Yao, Guojia, Chenyang Yang. (2016). Achieving High Throughput with Predictive Resource Allocation. IEEE SigPort. http://sigport.org/1386
Chuting Yao, Guojia, Chenyang Yang, 2016. Achieving High Throughput with Predictive Resource Allocation. Available at: http://sigport.org/1386.
Chuting Yao, Guojia, Chenyang Yang. (2016). "Achieving High Throughput with Predictive Resource Allocation." Web.
1. Chuting Yao, Guojia, Chenyang Yang. Achieving High Throughput with Predictive Resource Allocation [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/1386