Bio-Inspired Optimization in Fog and Edge Computing Environments

雾与边缘计算环境的仿生优化:原理、算法与系统

计算机应用

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作      者
出  版 社
出版时间
2023年01月20日
装      帧
精装
ISBN
9781032262901
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页      码
270
开      本
234 x 156 mm (6.14 x 9.21
语      种
英文
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图书简介
A new era of complexity science is emerging in which nature- and bio-inspired principles are being applied to provide solutions. At the same time, systems complexity is increasing due to such models;like the Internet of Things (IoT) and fog computing. Can complexity science, applying the principles of nature, be able to tackle the challenges posed by highly complex networked systems? Bio-Inspired Optimization in Fog and Edge Computing: Principles, Algorithms, and Systems is an attempt to answer this question It presents and innovative bio-inspired solutions for fog and edge computing and highlights the role of machine learning and informatics. Nature- or biological-inspired techniques are successful tools to understand and analyze a collective behavior. As this book demonstrates, algorithms and mechanisms of self-organization of complex natural systems have been used to solve optimization problems, particularly in complex systems that are adaptive, ever-evolving, and distributed in nature.The chapters look at ways of enhancing the performance of fog networks in real-world applications using nature-based optimization techniques. They discuss challenges and provide solutions to the concerns of security, privacy, and power consumption in cloud data center nodes and fog computing networks. The book also examines how:The existing fog and edge architecture is used to provide solutions to future challengesA geographical information system (GIS0 can be used with fog computing to help users in an urban region access prime healthcareAn optimization framework helps in cloud resource management.Fog computing can improve the quality, quantity, long-term viability, and cost-effectiveness of agricultural productionVirtualization can support fog computing, increase resources to be allocated, and be applied to different network layersThe combination of fog computing and IoT or clo
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