This book describes the photocatalytic mechanism, factors affecting photocatalytic activity, design and preparation of different kinds of nanostructured photocatalysts, and their applications in the environmental and energy fields. Further, it illustrates a broad range of modification methods including ion-doping, heterojunction, noble metal deposition, morphological control and sensitizations, which are used to extend the light absorption range of photocatalysts and reduce recombination between electrons and holes. Promising applications include water splitting, contaminant decomposition and photocatalytic reduction of CO2, which are closely related to environmental redemption and new energy development. The book offers an intriguing and useful guide for a broad readership in various fields of catalysis, material sciences, environment and energy.
Kriging can be used to determine optimal unbiased predictions for regionalized variables and has been shown to be a powerful tool in slope reliability analysis for reliability-based design. This is the first book to systematically cover the basic theory and applications of the method in slope reliability assessment. The book gives an extensive and detailed presentation of principles and applications, introducing geostatistics and the basic theory of Kriging before addressing the challenges in the application of Kriging in slope reliability analysis. The latest advancements in Kriging application methods are introduced, which enhance computational accuracy and reduce model errors. These include optimization algorithms for spatial parameters in Kriging, adaptive modeling of spatial correlation structures, efficient sampling methods based on Monte Carlo simulation, quantitative analysis of slope failure risks, and reliability analysis methods for unreinforced and reinforced slopes based on conditional random fields. Several case studies are presented to illustrate the practical application and implementation procedures, bridging theory, and practical engineering. Kriging in Slope Reliability Analysis particularly suits consulting engineers, researchers, and postgraduate students.
Novel Electrochemical Energy Storage Devices Explore the latest developments in electrochemical energy storage device technology In Novel Electrochemical Energy Storage Devices, an accomplished team of authors delivers a thorough examination of the latest developments in the electrode and cell configurations of lithium-ion batteries and electrochemical capacitors. Several kinds of newly developed devices are introduced, with information about their theoretical bases, materials, fabrication technologies, design considerations, and implementation presented. You’ll learn about the current challenges facing the industry, future research trends likely to capture the imaginations of researchers and professionals working in industry and academia, and still-available opportunities in this fast-moving area. You’ll discover a wide range of new concepts, materials, and technologies that have been developed over the past few decades to advance the technologies of lithium‐ion batteries, electrochemical capacitors, and intelligent devices. Finally, you’ll find solutions to basic research challenges and the technologies applicable to energy storage industries. Readers will also benefit from the inclusion of: A thorough introduction to energy conversion and storage, and the history and classification of electrochemical energy storage An exploration of materials and fabrication of electrochemical energy storage devices, including categories, EDLCSs, pseudocapacitors, and hybrid capacitors A practical discussion of the theory and characterizations of flexible cells, including their mechanical properties and the limits of conventional architectures A concise treatment of the materials and fabrication technologies involved in the manufacture of flexible cells Perfect for materials scientists, electrochemists, and solid-state chemists, Novel Electrochemical Energy Storage Devices will also earn a place in the libraries of applied physicists, and engineers in power technology and the electrotechnical industry seeking a one-stop reference for portable and smart electrochemical energy storage devices.
Smart Energy for Transportation and Health in a Smart City A comprehensive review of the advances of smart cities’ smart energy, transportation, infrastructure, and health Smart Energy for Transportation and Health in a Smart City offers an essential guide to the functions, characteristics, and domains of smart cities and the energy technology necessary to sustain them. The authors—noted experts on the topic—include theoretical underpinnings, practical information, and potential benefits for the development of smart cities. The book includes information on various financial models of energy storage, the management of networked micro-grids, coordination of virtual energy storage systems, reliability modeling and assessment of cyber space, and the development of a vehicle-to-grid voltage support. The authors review smart transportation elements such as advanced metering infrastructure for electric vehicle charging, power system dispatching with plug-in hybrid electric vehicles, and best practices for low power wide area network technologies. In addition, the book explores smart health that is based on the Internet of Things and smart devices that can help improve patient care processes and decrease costs while maintaining quality. This important resource: Examines challenges and opportunities that arise with the development of smart cities Presents state-of-the-art financial models of smart energy storage Clearly explores elements of a smart city based on the advancement of information and communication technology Contains a review of advances in smart health for smart cities Includes a variety of real-life case studies that illustrate various components of a smart city Written for practicing engineers and engineering students, Smart Energy for Transportation and Health in Smart Cities offers a practical guide to the various aspects that create a sustainable smart city.
This timely book provides broad coverage of security and privacy issues in the macro and micro perspective. In macroperspective, the system and algorithm fundamentals of next-generation wireless networks are discussed. In micro-perspective, this book focuses on the key secure and privacy techniques in different emerging networks from the interconnection view of human and cyber-physical world. This book includes 7 chapters from prominent international researchers working in this subject area. This book serves as a useful reference for researchers, graduate students, and practitioners seeking solutions to wireless security and privacy related issues Recent advances in wireless communication technologies have enabled the large-scale deployment of next-generation wireless networks, and many other wireless applications are emerging. The next generation of mobile networks continues to transform the way people communicate and access information. As a matter of fact, next-generation emerging networks are exploiting their numerous applications in both military and civil fields. For most applications, it is important to guarantee high security of the deployed network in order to defend against attacks from adversaries, as well as the privacy intrusion. The key target in the development of next-generation wireless networks is to promote the integration of the human, cyber, and physical worlds. Previous work in Cyber Physical Systems (CPS) considered the connection between the cyber world and the physical world. In the recent studies, human involvement brings new channels and initiatives in this interconnection. In this integration process, security and privacy are critical issues to many wireless network applications, and it is a paramount concern for the growth of next-generation wireless networks. This is due to the open nature of wireless communication and the involvement of humans. New opportunities for tackling these security and privacy issues in next-generation wireless networks will be achieved by leveraging the properties of interaction among human, computers and things.
New Edition available hereEtale cohomology is an important branch in arithmetic geometry. This book covers the main materials in SGA 1, SGA 4, SGA 4 1/2 and SGA 5 on etale cohomology theory, which includes decent theory, etale fundamental groups, Galois cohomology, etale cohomology, derived categories, base change theorems, duality, and l-adic cohomology. The prerequisites for reading this book are basic algebraic geometry and advanced commutative algebra.
Globally, lithium ion batteries (LIBs) are leaders in the energy storage sector but there are concerns regarding load leveling of renewable energy sources as well as smart grids and limited availability of lithium resources resulting in cost increase. Therefore, sodium ion batteries (SIBs) are being researched as next-generation alternatives to LIBs due to their similar sustainability and electrochemistry. This book mainly focuses on the current research on electrode materials and proposes future directions for SIBs to meet the current challenges associated with the full cell aspect. Further, it provide insights into scientific and practical issues in the development of SIBs.
China's economic transformation has brought with it much social dislocation, which in turn has led to much social protest. This book presents a comprehensive analysis of the large-scale mass incidents which have taken place in the last decade. The book analyses these incidents systematically, discussing their nature, causes and outcomes. It shows the wide range of protests – tax riots, land and labour disputes, disputes within companies, including private and foreign companies, environmental protests and ethnic clashes – and shows how the nature of protests has changed over time. The book argues that the protests have been prompted by the socioeconomic transformations of the last decade, which have dislocated many individuals and groups, whilst also giving society increased autonomy and social freedom, enabling many people to become more vocal and active in their confrontations with the state. It suggests that many protests are related to corruption, that is failures by officials to adhere to the high standards which should be expected from benevolent government; it demonstrates how the Chinese state, far from being rigid, bureaucratic and authoritarian, is often sensitive and flexible in its response to protest, frequently addressing grievances and learning from its own mistakes; and it shows how the multilevel responsibility structure of the Chinese regime has enabled the central government to absorb the shock waves of social protest and continue to enjoy legitimacy.
This book presents various computationally efficient component- and system-level design optimization methods for advanced electrical machines and drive systems. Readers will discover novel design optimization concepts developed by the authors and other researchers in the last decade, including application-oriented, multi-disciplinary, multi-objective, multi-level, deterministic, and robust design optimization methods. A multi-disciplinary analysis includes various aspects of materials, electromagnetics, thermotics, mechanics, power electronics, applied mathematics, manufacturing technology, and quality control and management. This book will benefit both researchers and engineers in the field of motor and drive design and manufacturing, thus enabling the effective development of the high-quality production of innovative, high-performance drive systems for challenging applications, such as green energy systems and electric vehicles.
As the first book to introduce and analyze cultural studies in contemporary China, this volume is an important resource for Western scholars wishing to understand the rise and development of cultural studies in China. Organized according to subject, it includes extensive material examining the relationships between culture and politics, as well as culture and institutions in contemporary China. Further, it discusses the development of cultural debates.
This book systematically summarizes the latest research findings on high-speed railway track dynamics, made by the author and his research team over the past decade. It explores cutting-edge issues concerning the basic theory of high-speed railways, covering the dynamic theories, models, algorithms and engineering applications of the high-speed train and track coupling system. Presenting original concepts, systematic theories and advanced algorithms, the book places great emphasis on the precision and completeness of its content. The chapters are interrelated yet largely self-contained, allowing readers to either read through the book as a whole or focus on specific topics. It also combines theories with practice to effectively introduce readers to the latest research findings and developments in high-speed railway track dynamics. It offers a valuable resource for researchers, postgraduates and engineers in the fields of civil engineering, transportation, highway & railway engineering.
Inorganic Geochemistry of Coal explains how to determine the concentrations and modes of occurrence of elements in coal, how to diminish adverse effects of toxic elements on the environment and human health, which elements in coal could be industrially utilized, and which elements can be successfully used as indications for deciphering depositional environments and tectonic evolution. As coal use will remain at an all-time high for the next several decades, there is a critical need for understanding the properties of this fuel to ensure efficient use, encourage its economic by-product potential, and to help minimize its negative technological, environmental and health impacts. - Features dozens of never-before published illustrations of critical features of the inorganic geochemistry of coal - Covers both the theory and applications of the topic, including case studies to serve as real-world examples - Includes a chapter on the health and environmental impacts of the mining, development and use of coal
Precision Motion Systems: Modeling, Control, and Applications presents basic dynamics and the control knowledge needed for the daily challenges of researchers and professionals working in the field. The book explains accurate dynamics and control algorithms, along with experimental validation of precision systems in industrial, medical, airborne and spaceborne applications. By using the proposed experimental designs, readers will be able to make further developments and validations. Presents accurate dynamics and control algorithms in industrial, medical, airborne and spaceborne applications Explains basic dynamics and control knowledge, such as Laplace transformations and stability analysis Teaches how to design, develop and control typical precision systems
As a legacy of the socialist state with central planning, Five-Year Planning (FYP) is very important in regulating socio-economic and spatial development even in post-reform China. This book tries to fill the research gap between examining the role of FYP and how spatial elements in the FYP mechanism have operated and transformed in spatial regulatory practices in transitional China. By building a conceptual framework and studying two empirical cases at different spatial scales, with the help of both qualitative and quantitative methods, it helps to understand various stakeholders, institutions and planning administrations, mechanisms of articulating spatial planning into the FYP system and the effectiveness of spatial planning in solving place-specific governance issues in urban and regional China.
Our book gives the complex counterpart of Klein's classic book on the icosahedron. We show that the following four apparently disjoint theories: the symmetries of the Hessian polyhedra (geometry), the resolution of some system of algebraic equations (algebra), the system of partial differential equations of Appell hypergeometric functions (analysis) and the modular equation of Picard modular functions (arithmetic) are in fact dominated by the structure of a single object, the Hessian group $mathfrak{G}’_{216}$. It provides another beautiful example on the fundamental unity of mathematics.
Eulogy for Burying a Crane (Yi he ming) is perhaps the most eccentric piece in China’s calligraphic canon. Apparently marking the burial of a crane, the large inscription, datable to 514 CE, was once carved into a cliff on Jiaoshan Island in the Yangzi River. Since the discovery of its ruins in the early eleventh century, it has fascinated generations of scholars and calligraphers and been enshrined as a calligraphic masterpiece. Nonetheless, skeptics have questioned the quality of the calligraphy and complained that its fragmentary state and worn characters make assessment of its artistic value impossible. Moreover, historians have trouble fitting it into the storyline of Chinese calligraphy. Such controversies illuminate moments of discontinuity in the history of the art form that complicate the mechanism of canon formation. In this volume, Lei Xue examines previous epigraphic studies and recent archaeological finds to consider the origin of the work in the sixth century and then trace its history after the eleventh century. He suggests that formation of the canon of Chinese calligraphy over two millennia has been an ongoing process embedded in the sociopolitical realities of particular historical moments. This biography of the stone monument Eulogy for Burying a Crane reveals Chinese calligraphy to be a contested field of cultural and political forces that have constantly reconfigured the practice, theory, and historiography of this unique art form. Art History Publication Initiative A McLellan Book
This book provides a comprehensive introduction to different elements of smart city infrastructure - smart energy, smart water, smart health, and smart transportation - and how they work independently and together. Theoretical development and practical applications are presented, along with related standards, recommended practices, and professional guidelines. Throughout the book, diagrams and case studies are provided that demonstrate the systems presented, and extensive use of scenarios helps readers better grasp how smart grids, the Internet of Things, big data analytics, and trading models can improve road safety, healthcare, smart water management, and a low-carbon economy. A must-read for practicing engineers, consultants, regulators, utility operators, and environmentalists involved in smart city development, the book will also appeal to city planners and designers, as well as upper-level undergraduate and graduate students studying energy, environmental science, technology, economics, signal processing, information science, and power engineering.
This title provides a unique theoretical framework for multi-mode resonant antennas and different approaches to their implementation, with an emphasis on mode gauge functionality, a new concept for a clear identification and flexible control of all usable resonant modes in multi-mode resonant antenna design. The book commences by advancing a generalized odd-even mode theory as a general theoretical framework for resonant elementary antennas, offering new insights into the classical problem of coupling effects between antenna and transmission lines and helping reveal the operation mechanism of elementary antennas under multi-mode resonance. Then, the concept of "mode gauge" is developed and employed for wideband elementary antenna design by simultaneously exciting and tuning multiple resonant modes within a single radiator. Apart from theoretical explorations, the authors also provide analysis of up-to-date implementation of multi-mode resonant elementary antennas with different functionalities, including wideband antennas, circularly polarized antennas, multiband antennas, frequency scanning antennas and low-profile antennas. Academics, students and professional engineers at all levels will greatly benefit from the book and will be provided with historical background, state-of-the-art methodology, useful design tools and multiple applications of multi-mode resonant antennas.
Social media data contains our communication and online sharing, mirroring our daily life. This book looks at how we can use and what we can discover from such big data: Basic knowledge (data & challenges) on social media analytics Clustering as a fundamental technique for unsupervised knowledge discovery and data mining A class of neural inspired algorithms, based on adaptive resonance theory (ART), tackling challenges in big social media data clustering Step-by-step practices of developing unsupervised machine learning algorithms for real-world applications in social media domain Adaptive Resonance Theory in Social Media Data Clustering stands on the fundamental breakthrough in cognitive and neural theory, i.e. adaptive resonance theory, which simulates how a brain processes information to perform memory, learning, recognition, and prediction. It presents initiatives on the mathematical demonstration of ART’s learning mechanisms in clustering, and illustrates how to extend the base ART model to handle the complexity and characteristics of social media data and perform associative analytical tasks. Both cutting-edge research and real-world practices on machine learning and social media analytics are included in the book and if you wish to learn the answers to the following questions, this book is for you: How to process big streams of multimedia data? How to analyze social networks with heterogeneous data? How to understand a user’s interests by learning from online posts and behaviors? How to create a personalized search engine by automatically indexing and searching multimodal information resources? .
The crisis of masculinity surfaced and converged with the crisis of the nation in the late Qing, after the doors of China were forced open by Opium Wars. The power of physical aggression increasingly overshadowed literary attainments and became a new imperative of male honor in the late Qing and early Republican China. Afflicted with anxiety and indignation about their increasingly effeminate image as perceived by Western colonial powers, Chinese intellectuals strategically distanced themselves from the old literati and reassessed their positions vis-à-vis violence. In Mastery of Words and Swords: Negotiating Intellectual Masculinities in Modern China, 1890s–1930s, Jun Lei explores the formation and evolution of modern Chinese intellectual masculinities as constituted in racial, gender, and class discourses mediated by the West and Japan. This book brings to light a new area of interest in the “Man Question” within gender studies in which women have typically been the focus. To fully reveal the evolving masculine models of a “scholar-warrior,” this book employs an innovative methodology that combines theoretical vigor, archival research, and analysis of literary texts and visuals. Situating the changing inter- and intra-gender relations in modern Chinese history and Chinese literary and cultural modernism, the book engages critically with male subjectivity in relation to other pivotal issues such as semi-coloniality, psychoanalysis, modern love, feminism, and urbanization. “Jun Lei’s brilliant book offers a wealth of information and insights on how intellectuals such as Liang Qichao and Lu Xun shaped notions of Chinese masculinity in the tumultuous late Qing and May Fourth periods. Its account of how China’s interactions with the West and Japan impacted ideas of masculinity in modern times is compelling reading.” —Kam Louie, author of Theorising Chinese Masculinity: Society and Gender in China and Chinese Masculinities in a Globalizing World “What are political and cultural consequences when a Chinese man looks and behaves like a woman? Jun Lei probes the psychic, intellectual, and nationalist underpinnings of that question. This provocative book offers an engaging story and insightful analyses about how male writers grappled with the effeminate look and strove to revitalize manliness.” —Ban Wan
This book illustrates how to achieve effective dimension reduction and data clustering. The authors explain how to accomplish this by utilizing the advanced dynamic graph learning technique in the era of big data. The book begins by providing background on dynamic graph learning. The authors discuss why it has attracted considerable research attention in recent years and has become well recognized as an advanced technique. After covering the key topics related to dynamic graph learning, the book discusses the recent advancements in the area. The authors then explain how these techniques can be practically applied for several purposes, including feature selection, feature projection, and data clustering.
This article discusses the infamous “Nanhua Incident” in 1932 occurred in Shanghai and the consequent responses of two distinguished scholars in modern China, Hui Shih and Lu Xun, and their attitudes toward it. The two scholars happened to have witnessed the protest movements and wrote their articles, letters, and diaries on the matter. By analyzing the texts of such writings, one can grasp the viewpoints of the two scholars on the Muslim movement and on Islam in China.
Chinese Subjectivities and the Beijing Olympics develops the Foucauldian concept of productive power through examining the ways in which the Chinese government tried to mobilize the population to embrace its Olympic project through deploying various sets of strategies and tactics. It argues that the multifaceted strategies, tactics, and discourses deployed by the Chinese authorities sustain an order of things and values in such a way that drive individuals to commit themselves actively to the goals of the party-state. The book examines how these processes of subjectification are achieved by zooming in on five specific groups of the population: athletes, young Olympic volunteers, taxi drivers, Chinese citizens targeted by place-making projects, and the Hong Kong population. In doing so it probes critically into the role of individuals and how they take on the governmental ideas to become responsible autonomous subjects.
This book presents new techniques and methods for distributed control and optimization of networked microgrids. Distributed consensus issues under network-based and event-triggered mechanisms are first addressed in a multi-agent system framework, which can explicitly characterize the relationship between communication resources and the control performance. Then, considering the effects of network uncertainties, multi-agent system-based distributed schemes are tailored to solve the fundamental issues of networked microgrids such as distributed frequency regulation, voltage regulation, active power sharing/load sharing, and energy management. The monograph will contribute to stimulating extensive interest of researchers in electrical and control fields.
Evidence-based Clinical Chinese Medicine: Vol. 1 Chronic Obstructive Pulmonary Disease provides a 'whole evidence' analysis of the Chinese medicine management of chronic obstructive pulmonary disease (COPD). Evidence from the classical Chinese medicine literature, contemporary clinical literature, and the outcomes of clinical trials and experimental studies are reviewed, analysed and synthesised. The data from all these sources are condensed to provide evidence-based statements which will inform clinical practice and guide future research.This book has been designed to be an easy reference at the point of care. During a patient consultation, Chinese medicine practitioners can refer to this book for guidance on which Chinese herbal medicine formulas, specific herbs, or acupuncture points, can best treat their patient, and be confident there is evidence which supports its use.Currently, Chinese medicine practitioners who develop a special interest in a particular health condition such as COPD have to consult a variety of sources to further their knowledge. Typically, they use the contemporary clinical literature to understand the theory, aetiology, pathogenesis and obtain expert opinions on the Chinese medicine management of COPD. They search the electronic literature to identify systematic reviews of clinical trials, if any exists, to obtain assessments of the current state of the clinical evidence for particular interventions. If they have the skills and resources, they may search the classical Chinese medicine literature for an historical perspective on treatments that have stood the test of time.This book provides all of this information for practitioners in one handy, easy to use reference. This allows practitioners to focus on their job of providing high quality healthcare, with the knowledge it is based on the best available evidence.
This book presents the data privacy protection which has been extensively applied in our current era of big data. However, research into big data privacy is still in its infancy. Given the fact that existing protection methods can result in low data utility and unbalanced trade-offs, personalized privacy protection has become a rapidly expanding research topic.In this book, the authors explore emerging threats and existing privacy protection methods, and discuss in detail both the advantages and disadvantages of personalized privacy protection. Traditional methods, such as differential privacy and cryptography, are discussed using a comparative and intersectional approach, and are contrasted with emerging methods like federated learning and generative adversarial nets. The advances discussed cover various applications, e.g. cyber-physical systems, social networks, and location-based services. Given its scope, the book is of interest to scientists, policy-makers, researchers, and postgraduates alike.
Metamaterials: Beyond Crystals, Noncrystals, and Quasicrystals is a comprehensive and updated research monograph that focuses on recent advances in metamaterials based on the effective medium theory in microwave frequencies. Most of these procedures were conducted in the State Key Laboratory of Millimeter Waves, Southeast University, China. The book conveys the essential concept of metamaterials from the microcosmic structure to the macroscopic electromagnetic properties and helps readers quickly obtain needed skills in creating new devices at microwave frequencies using metamaterials. The authors present the latest progress on metamaterials and transformation optics and provide abundant examples of metamaterial-based devices accompanied with detailed procedures to simulate, fabricate, and measure them. Comprised of ten chapters, the book comprehensively covers both the fundamentals and the applications of metamaterials. Along with an introduction to the subject, the first three chapters discuss effective medium theory and artificial particles. The next three chapters cover homogeneous metamaterials (super crystals), random metamaterials (super noncrystals), and inhomogeneous metamaterials (super quasicrystals). The final four chapters examine gradient-index inhomogeneous metamaterials, nearly isotropic inhomogeneous metamaterials, and anisotropic inhomogeneous metamaterials, after which the authors provide their conclusions and closing remarks. The book is completely self-contained, making it easy to follow.
Bringing the study of Chinese theatre into the 21st-century, Lei discusses ways in which traditional art can survive and thrive in the age of modernization and globalization. Building on her previous work, this new book focuses on various forms of Chinese 'opera' in locations around the Pacific Rim, including Hong Kong, Taiwan and California.
This book discusses the mathematical simulation of biological systems, with a focus on the modeling of gene expression, gene regulatory networks and stem cell regeneration. The diffusion of morphogens is addressed by introducing various reaction-diffusion equations based on different hypotheses concerning the process of morphogen gradient formation. The robustness of steady-state gradients is also covered through boundary value problems. The introduction gives an overview of the relevant biological concepts (cells, DNA, organism development) and provides the requisite mathematical preliminaries on continuous dynamics and stochastic modeling. A basic understanding of calculus is assumed. The techniques described in this book encompass a wide range of mechanisms, from molecular behavior to population dynamics, and the inclusion of recent developments in the literature together with first-hand results make it an ideal reference for both new students and experienced researchers in the field of systems biology and applied mathematics.
This book adopts a systematic view of the control systems in cyber-physical systems including the security control of the optimal control system, security control of the non-cooperative game system, quantify the impact of the Denial-of-Service attacks on the optimal control system, and the adaptive security control of the networked control systems. Because the cyber-physical system is a hybrid system, it adopts cross layer approach to handle the security control of the CPS. It presents a number of attack models according to the attack scenario and defense facilities, and a number of cross-layer co-design methodologies to secure the control of CPS.
Robots interact with the world through curves and surfaces — the subjects of study in differential geometry. This book applies the moving-frame method, developed extensively by Élie Cartan, and the adjoint approach, conceived by Ernesto Cesàro, to study the kinematics of two surfaces subject to rolling contact and sliding-rolling contact to demonstrate the applications in robotic in-hand manipulation.Firstly, it explores two surfaces, and the geometry of both surfaces comes into play. Secondly, the book focuses on the geometry of the two surfaces within the encompassing space (extrinsic) rather than within the surfaces (intrinsic) because the book is concerned with the kinematics of one surface in three-dimensional Euclidean space — the real world. The book then concludes by applying this approach in robotic in-hand manipulation in the last chapter.
This book systematically introduces readers to the theory of deep learning and explores its practical applications based on the MindSpore AI computing framework. Divided into 14 chapters, the book covers deep learning, deep neural networks (DNNs), convolutional neural networks (CNNs), recurrent neural networks (RNNs), unsupervised learning, deep reinforcement learning, automated machine learning, device-cloud collaboration, deep learning visualization, and data preparation for deep learning. To help clarify the complex topics discussed, this book includes numerous examples and links to online resources.
Invariant Imbedding T-matrix Method for Light Scattering by Nonspherical and Inhomogeneous Particles propels atmospheric research forward as a resource and a tool for understanding the T-Matrix method in relation to light scattering. The text explores concepts ranging from electromagnetic waves and scattering dyads to the fundamentals of the T-Matrix method. Providing recently developed material, this text is sufficient to aid the light scattering science community with current and leading information. Enriched with detailed research from top field experts, Invariant Imbedding T-matrix Method for Light Scattering by Nonspherical and Inhomogeneous Particles offers a meaningful and essential presentation of methods and applications, with a focus on the light scattering of small and intermediate particles that supports and builds upon the latest studies. Thus, it is a valuable resource for atmospheric researchers and other earth and environmental scientists to expand their knowledge and understanding of available tools. - Systematically introduces innovative methods with powerful numerical capabilities - Thoroughly presents the rudimentary principles of light scattering and the T-matrix method - Offers a condensed and well-ordered arrangement of text, figures and formulas that are serviceable for both students and researchers
This book focuses on the mathematical and physical foundations of remote sensing digital image processing and introduces key algorithms utilized in this area. The book fully introduces the basic mathematical and physical process of digital imaging, the basic theory and algorithm of pixel image processing, and the higher-order image processing algorithm and its application. This book skillfully and closely integrates theory, algorithms, and applications, making it simple for readers to understand and use. Researchers and students working in the fields of remote sensing, computer vision, geographic information science, electronic information, etc., can profit from this book. For their work and research in digital image processing, they can master the fundamentals of imaging and image processing techniques.
This book systemically presents key concepts of multi-modal hashing technology, recent advances on large-scale efficient multimedia search and recommendation, and recent achievements in multimedia indexing technology. With the explosive growth of multimedia contents, multimedia retrieval is currently facing unprecedented challenges in both storage cost and retrieval speed. The multi-modal hashing technique can project high-dimensional data into compact binary hash codes. With it, the most time-consuming semantic similarity computation during the multimedia retrieval process can be significantly accelerated with fast Hamming distance computation, and meanwhile the storage cost can be reduced greatly by the binary embedding. The authors introduce the categorization of existing multi-modal hashing methods according to various metrics and datasets. The authors also collect recent multi-modal hashing techniques and describe the motivation, objective formulations, and optimization steps for context-aware hashing methods based on the tag-semantics transfer.
The main focus of this book is the transport mechanics of sediment particles coated with microbial biofilm, which is called bio-sediment. The book also addresses the question of how to measure and simulate the considerable variation in the properties of natural sediment associated with microbial biofilm, ranging from the micro-scale surface morphology to the macro-scale sediment transport. Nowadays most studies to elucidate the mechanisms of sediment transport have concentrated on physical-chemical sediment properties, little work explicitly coupled sediment dynamics and the environmental effects under the influence of micro-ecosystem, thus leaving a serious gap in water and sediment sciences as well as water ecological research. With respect to physical-chemical sediment properties, this book has been undertaken to evaluate and quantify the effect of biological factors - biofilm on sediment transport mechanics. The chapters cover topics including development of bio-sediment and its properties; model of biofilm growth on sediment substratum; bedform and flow resistance of bio-sediment bed; incipient velocity and settling velocity of bio-sediment; bedload and suspended load transport for bio-sediment; numerical simulation of bio-sediment transport. Besides, the measurement technology, analysis method and expression approach introduced in this book combine the characteristics of hydraulic, environmental and microbial research, having more immediate innovation. This book will be of interest to researchers, managers, practitioners, policy and decision makers, international institutions, governmental and non-governmental organizations, educators, as well as graduate and undergraduate students in the field of hydraulics and river dynamics. It will help to understand the relevance of sediment transport and biofilm growth under the role of aqueous micro-ecosystem, to introduce better tools for the simulation and prediction of bio-sediment transport, and to provide a scientific basis and application foundation for the research of interaction between sediment particles and ecological and environmental factors.
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