Learning to Optimize: Training Deep Neural Networks for Wireless Resource Management

For the past couple of decades, numerical optimization has played a central role in addressing wireless resource management problems such as power control and beamformer design. However, optimization algorithms often entail considerable complexity, which creates a serious gap between theoretical des...

Full description

Saved in:
Bibliographic Details
Published in:arXiv.org 2017-10
Main Authors: Sun, Haoran, Chen, Xiangyi, Shi, Qingjiang, Hong, Mingyi, Fu, Xiao, Sidiropoulos, Nicholas D
Format: Article
Language:English
Subjects:
Algorithms
Approximation
Computer simulation
Computing time
Design optimization
Mapping
Mathematical analysis
Neural networks
Optimization algorithms
Power control
Power management
Real time
Resource allocation
Resource management
Wireless networks
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!