Abstract

In this paper, we analyze the secrecy and throughput of multiple-input single-output (MISO) energy harvesting (EH) Internet of Things (IoT) systems, in which a multi-antenna base station (BS) transmits signals to IoT devices (IoTDs) with the help of relays. Specifically, the communication process is separated into two phases. In the first phase, the BS applies transmit antenna selection (TAS) to broadcast the signal to the relays and IoTDs by using non-orthogonal multiple access (NOMA). Here, the relays use power-splitting-based relaying (PSR) for EH and information processing. In the second phase, the selected relay employs the amplify-and-forward (AF) technique to forward the received signal to the IoTDs using NOMA. The information transmitted from the BS to the IoTD risks leakage by the relay, which is able to act as an eavesdropper (EAV) (i.e., an untrusted relay). To analyze the secrecy performance, we investigate three schemes: random-BS-best-relay (RBBR), best-BS-random-relay (BBRR), and best-BS-best-relay (BBBR). The physical layer secrecy (PLS) performance is characterized by deriving closed-form expressions of secrecy outage probability (SOP) for the IoTDs. A BS transmit power optimization algorithm is also proposed to achieve the best secrecy performance. Based on this, we then evaluate the system performance of the considered system, i.e., the outage probability and throughput. In addition, the impacts of the EH time, the power-splitting ratio, the numbers of BS antennas, and the numbers of untrusted relays on the SOP and throughput are investigated. The Monte Carlo approach is applied to verify our analytical results. Finally, the numerical examples indicate that the system performance of BBBR is greater than that of RBBR and BBRR.

Highlights

  • The Internet of Things (IoT) has attracted the attention of many researchers worldwide [1]–[3]; the main drive behind the future IoT relates to smart sensor technologies, including in farm monitoring, vehicular tracking, healthcare, and industrial environments [4]–[6]

  • Based on the above survey, no publication has investigated the secrecy outage probability (SOP) optimization with imperfect channel state information (CSI); we focus on this issue to evaluate the throughput performance of a secure IoT system consisting of a base station (BS) with multiple antennas, multiple untrusted relays, and multiple IoT devices (IoTDs)

  • We investigate the impacts of ρB, the energy harvesting (EH) time, the number of BS antennas, the number of untrusted relays, and the predefined threshold on the SOP, the outage probability, and the throughput of the pairs of IoTDs Sm and Sn

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Summary

INTRODUCTION

The Internet of Things (IoT) has attracted the attention of many researchers worldwide [1]–[3]; the main drive behind the future IoT relates to smart sensor technologies, including in farm monitoring, vehicular tracking, healthcare, and industrial environments [4]–[6]. D. Tran et al investigated a multiple-input single-out (MISO) IoT system with simultaneous wireless information and power transfer, where the considered system consists of a multiantenna BS, multiple energy-limited relay clusters, and multiple IoTDs. Through Monte Carlo simulations, they showed that better system performance is obtained as the number of transmit antennas and relays increases [19]. In this paper, we consider PLS and throughput for a NOMA IoT system that consists of multi-antenna BS, multiple untrusted relays, multiple IoTDs with imperfect CSI. The remainder of this paper is organized as follows: In Section II, some related works on EH, NOMA, and the PLS of untrusted relays in IoT systems are presented.

RELATED WORK
COMMUNICATION PROCESS
THE END-TO-END SINR AND CHANNEL CAPACITY
SCHEDULE SCHEME
SECRECY OUTAGE PROBABILITY
ASYMPTOTIC SOP ANALYSIS
OPTIMAL SOP IN THE PRESENCE OF
NUMERICAL RESULTS
CONCLUSION
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