Abstract

Orthogonal frequency division multiplexing (OFDM) is widely used in wired or wireless transmission systems. In the structure of OFDM, a cycle prefix (CP) has been exploited to avoid the effects of inter-symbol interference (ISI) and inter-carrier interference (ICI). This paper proposes a new approach to transmit the signals without CP transmission. Using the deep neural network, the proposed OFDM system transmits data without the CP. Simulation results show that the proposed scheme can estimate the CP at the receiver and overcome the effect of ISI.

Highlights

  • Orthogonal frequency-division multiplexing (OFDM) transmission is considered as a promising technology for high data-rate wired or wireless communications [1,2,3]

  • It can be efficiently combined with multi-input and multi-output (MIMO) systems for high spectral efficiency [4,5]

  • We propose a receiver that deals with the inter-symbol interference (ISI) in OFDM without cycle prefix (CP) transmission

Read more

Summary

Introduction

Orthogonal frequency-division multiplexing (OFDM) transmission is considered as a promising technology for high data-rate wired or wireless communications [1,2,3]. It can be efficiently combined with multi-input and multi-output (MIMO) systems for high spectral efficiency [4,5]. MIMO systems are not always available for optic communications or power line communications [6,7] In such cases, it is important to have reliable high data-rate OFDM transmissions. A deep neural network is used to estimates the CP with the transmitted time-domain OFDM signals [10,11]. We consider the ISI cancellation problem as the multi-regression problem

OFDM without CP transmission
Neural network formulation
Loss function
The gradient descent method
Backward propagation module
Performance evaluation
Conclusion
Findings
12. Sesbastian R 2016 An overview of gradient descent optimization algorithm
Full Text
Paper version not known

Talk to us

Join us for a 30 min session where you can share your feedback and ask us any queries you have

Schedule a call