لطفا منتظر بمانید ...
0% Complete
صفحه اصلی
/
سی و چهارمین کنفرانس بین المللی مهندسی برق
A Model-Driven Deep Learning Approach to Signal Detection in Large-Scale MIMO Systems
نویسندگان :
Nima Kiaheyrati
1
Mojtaba Amiri
2
Ali Olfat
3
1- School of Electrical and Computer Engineering, University of Tehran
2- School of Electrical and Computer Engineering, University of Tehran
3- School of Electrical and Computer Engineering, University of Tehran
کلمات کلیدی :
Massive MIMO،Detection،Deep learning،Iterative algorithm
چکیده :
Massive multiple-input multiple-output (MIMO) has become a technology for next-generation wireless communication systems due to its potential to significantly increase capacity and spectral efficiency. However, efficient signal detection in massive MIMO systems remains a major challenge, particularly when aiming to balance accuracy and computational complexity. In this paper, we propose a new model-driven deep learning architecture for massive MIMO detection, inspired by an iterative framework. For the first time, we define a novel loss function that not only accelerates convergence during training but also improves the overall detection quality. Furthermore, simulation results demonstrate that our detector achieves up to $25\%$ performance improvement compared to state-of-the-art methods.
لیست مقالات
لیست مقالات بایگانی شده
Finite time disturbance observer based output feedback fractional order nonsingular terminal sliding mode attitude control of rigid satellites
Shirko Piri - Jalil Beyramzad - Esmaeel Khanmirza
Modeling of dielectrophoretic single-stage continuous separation of Escherichia coli K38 in a microfluidic channel
Saeed Saedy - Navid Alaei Sheini - Shahrzad Ajabi
Numerical and Computational Study on Compressive Strain Effect in Perovskite Solar Cell
Daniyal Khosh Maram - Hamed Abnavi - Hanieh Talati Aghdam
Design and Parametric Study of Circular Polarized Electrically Small Archimedean Spiral PIFA Antenna for Biomedical Implants in ISM Band
Sina Saeedi - Arezoo Abdi - Farhad Ghorbani - Hadi Aliakbarian - Ramezan Ali Sadeghzadeh
Design of a Four-Arm Sinuous Antenna and Its Modified Balun
Reza Khosravani Gashtasb - Keyvan Forooraghi - Zahra Atlasbaf
An Uncertain Optimal Factorization of Cooperative Manipulators for Robust Optimal Control Schemes
Neda Nasiri - Ahmad Fakharian - Mohammad Bagher Menhaj
Optimal Placement of Followers Within the Convex Hull of Leaders: A Distributed Subgradient Approach
Seyedeh Mahsa Zakipour Bahambari - Saeed Khankalantary
Autoencoders for Input Reduction in Interval Type-2 Hyperbolic Fuzzy System Identification and Control: Experimental Results
Behnaz Mohammadi - Nazanin Ildarabadi - Mohammad-R Akbarzadeh-T
کنترل کننده دیجیتال منعطف برای اینورتر سه فاز چهار ساق سه سطحی در سیستم های انرژی خورشیدی
عبدالصمد حمیدی - محمدحسن شمسه
طراحی کنترل کننده مقاوم برای مدل غیرخطی بیماری کووید-19
آرمان مرزبان - الهام امینی بروجنی
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 44.7.2
