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Titlebook: Robustness Optimization for IoT Topology; Tie Qiu,Ning Chen,Songwei Zhang Book 2022 The Editor(s) (if applicable) and The Author(s), under

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樓主
發(fā)表于 2025-3-21 18:07:15 | 只看該作者 |倒序?yàn)g覽 |閱讀模式
書目名稱Robustness Optimization for IoT Topology
編輯Tie Qiu,Ning Chen,Songwei Zhang
視頻videohttp://file.papertrans.cn/832/831398/831398.mp4
概述Provides in-depth studies on the theory and hands-on practices of the IoT topology robustness.Discusses the robustness optimization framework, from self-organizing to intelligent networking.Explores i
圖書封面Titlebook: Robustness Optimization for IoT Topology;  Tie Qiu,Ning Chen,Songwei Zhang Book 2022 The Editor(s) (if applicable) and The Author(s), under
描述.The IoT topology defines the way various components communicate with each other within?a?network. Topologies can vary greatly?in terms of?security, power consumption, cost,?and complexity. Optimizing the IoT topology?for?different applications and requirements can help to boost the?network’s performance?and save costs. More importantly, optimizing the topology robustness can ensure?security?and prevent network failure?at?the foundation level. In this context, this book?examines?the optimization schemes?for?topology robustness in the IoT,?helping?readers to construct a robustness optimization framework,?from?self-organizing to intelligent networking...The?book provides the relevant theoretical framework and the latest empirical research?on?robustness optimization of IoT topology.?Starting?with the self-organization of networks,?it?gradually moves to genetic evolution. It?also discusses?the application of neural networks?and reinforcement learning?to?endow the node with self-learning ability to?allow?intelligent networking...This book is intended for students, practitioners, industry professionals, and researchers?who are eager to comprehend the vulnerabilities of IoT topology.?It h
出版日期Book 2022
關(guān)鍵詞Internet of Things; Robustness Optimization; Evolutional Algorithm; Artificial Intelligence; Smart City
版次1
doihttps://doi.org/10.1007/978-981-16-9609-1
isbn_softcover978-981-16-9611-4
isbn_ebook978-981-16-9609-1
copyrightThe Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapor
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沙發(fā)
發(fā)表于 2025-3-21 22:33:41 | 只看該作者
板凳
發(fā)表于 2025-3-22 04:08:48 | 只看該作者
Future Research Directions,t can be processed. Furthermore, in industrial applications, we mainly focus on Industrial Internet of Things (IIoT), smart city, and Underwater Internet of Things (UIoT), which play vital roles in supporting communication services based on robust network topology.
地板
發(fā)表于 2025-3-22 08:13:46 | 只看該作者
Introduction,he breakthrough in topology optimization through analyzing the characteristics of the IoT topology. In addition, this chapter also compares different attack strategies for network topology, which provides a targeted optimization direction for topology robustness.
5#
發(fā)表于 2025-3-22 11:46:21 | 只看該作者
Preliminaries of Robustness Optimization,thms based on small world and scale-free network models. Before optimizing network topology, we should know the definition of robustness and what is important for network topology. Nevertheless, robustness optimization algorithms are essential for IoT applications to provide robust communication sup
6#
發(fā)表于 2025-3-22 14:39:39 | 只看該作者
7#
發(fā)表于 2025-3-22 17:57:27 | 只看該作者
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發(fā)表于 2025-3-23 00:29:36 | 只看該作者
Robustness Optimization Based on Swarm Intelligence,ms are easy to fall into the local optimum and cannot obtain the global optimum. The heuristic algorithm based on swarm intelligence can find an approximate optimal solution in polynomial time, which can meet the requirements of constructing a robust topology. In the swarm intelligence algorithm, an
9#
發(fā)表于 2025-3-23 05:12:04 | 只看該作者
Robustness Optimization Based on Multi-Objective Cooperation,rifies that the multi-sink network has better performance and can avoid the energy holes. However, in the 5. scenario, large-scale IoT devices are deployed densely to increase the peak value of traffic. This poses a greater challenge to the optimization of the IoT topology. The improvement of a sing
10#
發(fā)表于 2025-3-23 07:00:03 | 只看該作者
Robustness Optimization Based on Self-Learning,enetic evolution or swarm intelligence have a long running time when the large-scale nodes are deployed in a scenario. In order to further reduce the time for topology construction, this chapter studies the application of artificial intelligence in topology to obtain a robust topology deployment mod
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