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On Estimating Maximum Sum Rate of MIMO Systems with Successive Zero-Forcing Dirty Paper Coding and Per-antenna Power Constraint
- Source :
- PIMRC
- Publication Year :
- 2019
- Publisher :
- IEEE, 2019.
-
Abstract
- In this paper, we study the sum rate maximization for successive zero-forcing dirty-paper coding (SZFDPC) with per-antenna power constraint (PAPC). Although SZFDPC is a low-complexity alternative to the optimal dirty paper coding (DPC), efficient algorithms to compute its sum rate are still open problems especially under practical PAPC. The existing solution to the considered problem is computationally inefficient due to employing high-complexity interior-point method. In this study, we propose two new low-complexity approaches to this important problem. More specifically, the first algorithm achieves the optimal solution by transforming the original problem in the broadcast channel into an equivalent problem in the multiple access channel, then the resulting problem is solved by alternating optimization together with successive convex approximation. We also derive a suboptimal solution based on machine learning to which simple linear regressions are applicable. The approaches are analyzed and validated extensively to demonstrate their superiors over the existing approach.<br />Comment: 5 pages, 4 figures
- Subjects :
- FOS: Computer and information sciences
Computer Science - Machine Learning
Mathematical optimization
Computer science
Computer Science - Information Theory
Information Theory (cs.IT)
MIMO
020302 automobile design & engineering
020206 networking & telecommunications
Machine Learning (stat.ML)
02 engineering and technology
Precoding
Machine Learning (cs.LG)
0203 mechanical engineering
Statistics - Machine Learning
0202 electrical engineering, electronic engineering, information engineering
Zero Forcing Equalizer
Dirty paper coding
Communication channel
Mimo systems
Computer Science::Information Theory
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- PIMRC
- Accession number :
- edsair.doi.dedup.....8dd0e44d0735a7c703eefef38825be47