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Massive Access for 5G and Beyond (2002.03491v2)

Published 10 Feb 2020 in cs.IT, eess.SP, and math.IT

Abstract: Massive access, also known as massive connectivity or massive machine-type communication (mMTC), is one of the main use cases of the fifth-generation (5G) and beyond 5G (B5G) wireless networks. A typical application of massive access is the cellular Internet of Things (IoT). Different from conventional human-type communication, massive access aims at realizing efficient and reliable communications for a massive number of IoT devices. Hence, the main characteristics of massive access include low power, massive connectivity, and broad coverage, which require new concepts, theories, and paradigms for the design of next-generation cellular networks. This paper presents a comprehensive survey of aspects of massive access design for B5G wireless networks. Specifically, we provide a detailed review of massive access from the perspectives of theory, protocols, techniques, coverage, energy, and security. Furthermore, several future research directions and challenges are identified.

Citations (458)

Summary

  • The paper reviews challenges and strategies for massive access in Beyond 5G networks, driven by the exponential growth of IoT devices requiring sporadic, low-power connections.
  • It explores new theoretical frameworks like short-packet transmission and highlights access protocols such as grant-free and unsourced random access to handle large user populations efficiently.
  • The study surveys massive access techniques including massive MIMO, NOMA, and explores coverage enhancement strategies like cell-free setups and integrating satellite communications for wider reach.

Overview of "Massive Access for 5G and Beyond"

The paper, "Massive Access for 5G and Beyond," addresses the growing demand for efficient communication systems capable of supporting the massive connectivity requirements associated with the proliferation of Internet of Things (IoT) devices. With an estimated connection density reaching up to 10 million devices per km² by 2030, conventional communication paradigms are being outpaced. The paper offers a comprehensive review of the strategies facing this paradigm shift, particularly with respect to Beyond 5G (B5G) networks, highlighting the necessary evolution of access technologies to handle these challenges.

Key Elements of The Study

  1. Characteristics of Massive Access:
    • Sporadic Traffic: Typical IoT applications involve sporadic traffic, necessitating efficient protocols for handling intermittent data transmissions.
    • Low Power Transmission: The need for low power operational efficiency is primary, as IoT devices are expected to be battery-operated over several years.
    • Ubiquitous and Heterogeneous Connectivity: IoT devices will require robust connectivity irrespective of geographic location while maintaining diverse Quality of Service (QoS) requirements.
  2. New Theoretical Frameworks: The paper explores the extensions and adaptations in information theory required to conceptualize massive access scenarios. Classical multiple access channel (MAC) problematics are revisited to cope with large numbers of users and random access nature, focusing heavily on developing short-packet transmission techniques.
  3. Access Protocols: The paper identifies and compares major access protocols—particularly highlighting grant-free and unsourced random access—a departure from grant-based systems, which aim to minimize latency and signaling overhead while maximizing the probability of successful device detection.
  4. Massive Access Techniques:
    • Massive Orthogonal and Non-Orthogonal Access: Techniques such as massive MIMO and millimeter-wave (mmWave) bands are surveyed for providing additional spatial and frequency resources. Meanwhile, non-orthogonal multiple access (NOMA) is appraised for its potential in spectrum efficiency, allowing multiple devices to share the same resources with minimal interference.
  5. Coverage Enhancement Strategies: The paper explores various strategies for extending the coverage of IoT devices, from cell-free massive MIMO setups to intelligent reflecting surfaces, and the integration of satellite communications into terrestrial networks.

Implications and Future Directions

The insights provided in this paper have substantial implications for the design and deployment of B5G networks, focusing on maximizing connectivity, minimizing latency, and maintaining the low-power operation of IoT devices. In terms of practical implications, the integration of satellite communications and intelligent reflecting surfaces could be pivotal in achieving global, seamless coverage, especially in rural and challenging indoor environments.

Future research might focus on improving existing techniques such as optimizing modulation and coding schemes specific for B5G massive access scenarios, co-designing sensing and communication processes to leverage spatial-temporal sensing opportunities, and advancing deep learning techniques for more effective signal processing and resource allocation strategies. Additionally, with the expected continued diversification of IoT applications, these concepts will need to align with elevated expectations for ultra-reliable low-latency communication (URLLC).

Overall, the transformation required for massive access in B5G wireless networks presents significant challenges but equally substantial opportunities for future technological developmentsa critical aspect of the advancement towards a ubiquitously connected world through the IoE (Internet-of-Everything).