This book offers a comprehensive exploration of federated learning (FL), a novel approach to decentralized, privacy-preserving machine learning. This book delves into the resilience and security challenges inherent to FL, such as model poisoning and malicious attacks, that jeopardize system integrity. Through cutting-edge research and practical insights, the book introduces defense mechanisms like representational similarity analysis and visual explanation techniques, which safeguard FL mo...

This book investigates the intricate dynamics of vegetation and soil carbon sink estimation, offering a comprehensive quantitative assessment of how climate and human activities influence carbon sink changes and land degradation. By focusing on the Tibetan Plateau, it provides crucial insights for implementing precise ecological restoration strategies and enhancing land carbon sequestration.This book delves into key concepts such as remote sensing retrieval, machine learning, and d...

This 2-volume set CCIS 2778+2779 constitutes the proceedings of the Third International Conference on Applied Intelligence, ICAI 2025, held in Nanning, China, during November 6–9, 2025.The 70 full papers presented in this proceedings were carefully selected and reviewed from 289 submissions.They were organized in topical sections as follows:Part I: Image Processing; Knowledge Discovery and Data Mining; Machine Learning; Pattern Recognition.Part II: Biomedica...

This 2-volume set CCIS 2778+2779 constitutes the proceedings of the Third International Conference on Applied Intelligence, ICAI 2025, held in Nanning, China, during November 6–9, 2025.The 70 full papers presented in this proceedings were carefully selected and reviewed from 289 submissions.They were organized in topical sections as follows:Part I: Image Processing; Knowledge Discovery and Data Mining; Machine Learning; Pattern Recognition.Part II: Biomedica...

This book will employ physical modeling and mathematical derivation to develop an analytical theory for electromagnetic metasurface, which aims to deepen physical mechanisms and lays a solid theoretical foundation for further research on metasurfaces. Firstly, the book presents the general description of metasurface boundary conditions and key calculation methods, Secondly, the book develops the network transmission theory for multi-layer metasurface structures, yielding mathematical model...

This book constitutes the proceedings of the Second China Conference on Networking, CCF ChinaNet 2025, which took place in Shenyang, China, during September 12-14, 2025.The 13 full papers included in the book were carefully reviewed and selected from 102 submissions. They deal with networking technologies such as cloud computing; mobile and network security; computer engineering and networks; etc. The theme of this year's conference was “Integrating Industry, Search, and Innovation...

Edge AI at Home: Run Local LLMs on Your Windows GPU is a practical, step-by-step handbook for anyone who wants to run powerful AI locally—right on a Windows GPU laptop or desktop—without relying on the cloud.Instead of getting stuck in theory, you'll follow clear, hands-on instructions to set up a local AI environment and start using it immediately for real work and creative projects. You'll learn how to run local models, build privacy-friendly workflows, and turn your own PC into ...

The Glasgow Climate Pact signed on the 26th Conference of the Parties of United Nations Framework Convention on Climate Change in 2021, saws representatives' determination for carbon neutrality by 2050. Meanwhile, "Net Zero by 2050: a Roadmap for the Global Energy Sector" proposed by International Energy Agency has suggested hydrogen as a decarbonization technology in various fields. As a clean, stable power with diverse sources, hydrogen provides a promising solution for energy, industry,...

This book explores how genomic data are revolutionising basic and applied invasion science. It shows how genomic technologies can reveal key drivers of biological invasions, such as hybridisation and rapid adaptation, and illustrates major breakthroughs achieved through the study of model systems. Multiple layers of variation are considered, including epigenetic variation and genetic variation, from chromosomal rearrangements to single nucleotide polymorphisms. Applied topics emphasise sta...

Ferns are the most remarkable of plants, and their science is both complex and beautiful. Among our most ancient plants, they have a unique way of reproducing, and their story reveals much about our planet's evolution. Ferns tells a remarkable science story by tracing their origins to over 350 million years ago. It explores how ferns migrated from seat to land, how they sought light and interacted within ecosystems, how they survived mass extinctions, and what their ability to ada...

"Exploring the World – Europe & America" presents in a bilingual English-Chinese edition, from a Chinese perspective, a synthetic profile of 9 countries (United Kingdom, France, Germany, Italy, Spain, Russia, United States, Canada, Mexico) in the fields of arts and culture, gastronomy or sports.

In-depth exploration of machine learning techniques applied to UAV operations and communications, highlighting areas of potential growth and research gapsArtificial Intelligence for Unmanned Aerial Vehicles provides a comprehensive overview of machine learning (ML) techniques used in unmanned aerial vehicle (UAV) operations, communications, sensing, and computing. It emphasizes key components of UAV activity to which ML can significantly contribute includi...