A Review on Resource Allocation in IoT Network using Machine Learning

Nandu Kumar, Amar Nayak
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Abstract

In the fields of data analytics and industrial automation, the Internet of Things (IoT) has become a game-changer. In IoT contexts, there is a growing demand for effective use of resources due to the interconnection of devices and systems. The constantly changing character of IoT systems, where resource availability and demand alter continually, presents one of the main obstacles in resource allocation management. The capacity of machine learning approaches to manage intricate and changing structures has garnered substantial interest in recent times. In the framework of the Industrial Internet of Things, this work gives a detailed comparison of various resource allocation in IoT network using machine learning algorithms.
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利用机器学习对物联网网络进行资源分配综述
在数据分析和工业自动化领域,物联网(IoT)已经改变了游戏规则。在物联网背景下,由于设备和系统之间的相互连接,对有效利用资源的需求日益增长。物联网系统具有不断变化的特点,资源的可用性和需求不断变化,这成为资源分配管理的主要障碍之一。近来,机器学习方法管理复杂多变结构的能力引起了广泛关注。在工业物联网框架下,本作品详细比较了物联网网络中使用机器学习算法进行的各种资源分配。
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