Prospects and setbacks for migrating towards 5G wireless access in developing Bangladesh: A comparative study

Pranto Halder, Md. Mehedi Hassan, A. K. Z. Rasel Rahman, Laboni Akter, Abu Shakil Ahmed, Shakir Khan, Sajib Chatterjee, M. Raihan
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Abstract

Abstract As 4G technology served as a foundation, the emergence of 5G is now underway, ushering in a new era of connectivity. With the growing demand for seamless internet experiences, particularly in the face of escalating internet subscribers, the networking domain must evolve. Developing nations strive to align with this dynamic landscape, necessitating an upgrade that integrates internet of things (IoT), natural language processing (NLP), and artificial intelligence (AI) with network infrastructure. By enhancing networking systems with lower latency and improved scalability, 5G addresses congestion issues. This is achieved by coupling mm‐wave technology with the 5G framework through the 3rd Generation Partnership Project, significantly amplifying channel bandwidth. However, the comprehensive analysis underscores challenges in 5G implementation, encompassing aspects like distance, orientation, non‐line‐of‐sight conditions, protocol utilization, and server positioning. Drawing from a dataset provided by the University of Minnesota that illuminates the limitations of 5G implementation in select US cities, this paper extends its focus to densely populated regions in developing countries of the sub‐continent. Employing a machine learning approach, the paper delves into the constraints of 5G deployment in such areas. Ultimately, this research aims to shed light on the intricacies of 5G's implementation challenges, contributing to the discourse on enhancing network infrastructure in the evolving landscape of global connectivity.
发展中孟加拉国向5G无线接入迁移的前景和挫折:一项比较研究
以4G技术为基础,5G正在兴起,开启了一个全新的连接时代。随着对无缝互联网体验的需求不断增长,特别是面对不断增长的互联网用户,网络领域必须发展。发展中国家努力适应这一动态格局,需要将物联网(IoT)、自然语言处理(NLP)和人工智能(AI)与网络基础设施相结合的升级。通过提高网络系统的延迟和可扩展性,5G解决了拥塞问题。这是通过第三代合作伙伴项目将毫米波技术与5G框架相结合来实现的,从而显着扩大了信道带宽。然而,综合分析强调了5G实施中的挑战,包括距离、方向、非视线条件、协议利用和服务器定位等方面。根据明尼苏达大学提供的数据集,本文将其重点扩展到次大陆发展中国家的人口稠密地区,该数据集阐明了5G在美国选定城市实施的局限性。本文采用机器学习方法,深入研究了5G在这些地区部署的限制。最终,本研究旨在揭示5G实施挑战的复杂性,为在不断变化的全球连接环境中加强网络基础设施的讨论做出贡献。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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