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Intelligent Data Analytics For Condition Monitoring Smart Grid Applications

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Intelligent Data Analytics for Condition Monitoring

Intelligent Data Analytics for Condition Monitoring Book
Author : Hasmat Malik,Nuzhat Fatema,Atif Iqbal
Publisher : Academic Press
Release : 2021-03-12
ISBN : 0323855113
Language : En, Es, Fr & De

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Book Description :

Intelligent Data-Analytics for Condition Monitoring: Smart Grid Applications looks at intelligent and meaningful uses of data required for an optimized, efficient engineering processes. In addition, the book provides application perspectives of various deep learning models for the condition monitoring of electrical equipment. With chapters discussing the fundamentals of machine learning and data analytics, the book is divided into two parts, including i) The application of intelligent data analytics in Solar PV fault diagnostics, transformer health monitoring and faults diagnostics, and induction motor faults and ii) Forecasting issues using data analytics which looks at global solar radiation forecasting, wind data forecasting, and more. This reference is useful for all engineers and researchers who need preliminary knowledge on data analytics fundamentals and the working methodologies and architecture of smart grid systems. Features deep learning methodologies in smart grid deployment and maintenance applications Includes coding for intelligent data analytics for each application Covers advanced problems and solutions of smart grids using advance data analytic techniques

Metaheuristic and Evolutionary Computation Algorithms and Applications

Metaheuristic and Evolutionary Computation  Algorithms and Applications Book
Author : Hasmat Malik
Publisher : Springer Nature
Release : 2021-04-13
ISBN : 9811575711
Language : En, Es, Fr & De

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Book Description :

Download Metaheuristic and Evolutionary Computation Algorithms and Applications book written by Hasmat Malik, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Magnetic Field Measurement with Applications to Modern Power Grids

Magnetic Field Measurement with Applications to Modern Power Grids Book
Author : Qi Huang,Arsalan Habib Khawaja,Yafeng Chen,Jian Li
Publisher : John Wiley & Sons
Release : 2019-08-14
ISBN : 111949446X
Language : En, Es, Fr & De

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Book Description :

A comprehensive review of the development, challenges and utilisation of magnetic field measurement Magnetic Field Measurement with Applications to Modern Power Grids offers an authoritative review of the development of magnetic field measurement and the application of the technology to the smart grid. The authors, noted experts in the field, present the challenges to the field of magnetics and explore the use of cutting-edge magnetic technology in the development of the smart grid. In addition, the authors discussed the applications of magnetic field measurements in substations, generations systems, transmission systems and distribution systems. The specialized applications of magnetic field measurements in these venues are explored including the typical sensors used, the field strength levels and spectral frequencies involved and the mathematics that are needed to process data measurements. The book presents the complex topic of electromagnetics in clear and understandable terms. Magnetic Field Measurement with Applications to Modern Power Grids offers researchers in the magnetic community a guide to the progress of the smart grid and helps to inspire innovation of magnetic technologies in the smart grid. The technologies of measurement are a bridge between mathematical models and application oriented practice. The book is a guide to that bridge and: Offers a comprehensive review of the development of magnetic field measurement Shows how magnetic field measurement applies to the smart grid Outlines the challenges, trends and needs for future magnetic measurement systems Includes information on the need for levels of standardisation, smart grid applications and innovative sensors Written for researchers in smart grid, power engineers, power grid companies and professionals in the measurement and test industries, Magnetic Field Measurement with Applications to Modern Power Grids is an authoritative guide that offers a clear understanding of the relationship between the magnetic field measurement and power grids.

Intelligent Systems for Smart Grid

Intelligent Systems for Smart Grid Book
Author : Yan Xu,Zhao Yang Dong,Yuchen Zhang,Rui Zhang
Publisher : CRC Press
Release : 2020-03-15
ISBN : 9781138063488
Language : En, Es, Fr & De

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Book Description :

Power systems are evolving towards the Smart Grid paradigm, featured by large-scale integration of renewable energy resources, e.g. wind and solar power, deeper participation of demand side, and enhanced interaction with electric vehicles. While these emerging elements are inherently stochastic in nature, they are creating a challenge to the system's stability and its control. In this context, conventional analysis tools are becoming less effective, and necessitate the use alternative tools that are able to deal with the high uncertainty and variability in the smart grid. Smart Grid initiatives have facilitated wide-spread deployment of advanced sensing and communication infrastructure, e.g. phasor measurement units at grid level and smart meters at household level, which collect tremendous amount of data in various time and space scales. How to fully utilize the data and extract useful knowledge from them, is of great importance and value to support the advanced stability assessment and control of the smart grid. The intelligent system strategy has been identified as an effective approach to meet the above needs. This book presents the cutting-edge intelligent system techniques and their applications for stability assessment and control of power systems. The major topics covered in this book are: Intelligent system design and algorithms for on-line stability assessment, which aims to use steady-state operating variables to achieve fast stability assessment for credible contingencies. Intelligent system design and algorithms for preventive stability control, which aims at transparent and interpretable decision-making on preventive control actions to manipulate system operating condition against possible contingencies. Intelligent system design and algorithms for real-time stability prediction, which aims to use synchronized measurements to foresee the stability status under an ongoing disturbance. Intelligent system design and algorithms for emergency stability control, which aims at fast decision-making on stability control actions at emergency stage where instability is propagating. Methodologies and algorithms for improving the robustness of intelligent systems against missing-data issues. This book is a reference and guide for researchers, students, and engineers who seek to study and design intelligent systems to resolve stability assessment and control problems in the smart grid age.

Smart Grid Handbook 3 Volume Set

Smart Grid Handbook  3 Volume Set Book
Author : Chen-Ching Liu
Publisher : John Wiley & Sons
Release : 2016-08-01
ISBN : 1118755480
Language : En, Es, Fr & De

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Book Description :

Comprehensive, cross-disciplinary coverage of Smart Grid issues from global expert researchers and practitioners. This definitive reference meets the need for a large scale, high quality work reference in Smart Grid engineering which is pivotal in the development of a low-carbon energy infrastructure. Including a total of 83 articles across 3 volumes The Smart Grid Handbook is organized in to 6 sections: Vision and Drivers, Transmission, Distribution, Smart Meters and Customers, Information and Communications Technology, and Socio-Economic Issues. Key features: Written by a team representing smart grid R&D, technology deployment, standards, industry practice, and socio-economic aspects. Vision and Drivers covers the vision, definitions, evolution, and global development of the smart grid as well as new technologies and standards. The Transmission section discusses industry practice, operational experience, standards, cyber security, and grid codes. The Distribution section introduces distribution systems and the system configurations in different countries and different load areas served by the grid. The Smart Meters and Customers section assesses how smart meters enable the customers to interact with the power grid. Socio-economic issues and information and communications technology requirements are covered in dedicated articles.The Smart Grid Handbook will meet the need for a high quality reference work to support advanced study and research in the field of electrical power generation, transmission and distribution. It will be an essential reference for regulators and government officials, testing laboratories and certification organizations, and engineers and researchers in Smart Grid-related industries.

Soft Computing in Condition Monitoring and Diagnostics of Electrical and Mechanical Systems

Soft Computing in Condition Monitoring and Diagnostics of Electrical and Mechanical Systems Book
Author : Hasmat Malik,Atif Iqbal,Amit Kumar Yadav
Publisher : Springer Nature
Release : 2020-01-17
ISBN : 9811515328
Language : En, Es, Fr & De

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Book Description :

This book addresses a range of complex issues associated with condition monitoring (CM), fault diagnosis and detection (FDD) in smart buildings, wide area monitoring (WAM), wind energy conversion systems (WECSs), photovoltaic (PV) systems, structures, electrical systems, mechanical systems, smart grids, etc. The book’s goal is to develop and combine all advanced nonintrusive CMFD approaches on a common platform. To do so, it explores the main components of various systems used for CMFD purposes. The content is divided into three main parts, the first of which provides a brief introduction, before focusing on the state of the art and major research gaps in the area of CMFD. The second part covers the step-by-step implementation of novel soft computing applications in CMFD for electrical and mechanical systems. In the third and final part, the simulation codes for each chapter are included in an extensive appendix to support newcomers to the field.

Intelligent Systems for Stability Assessment and Control of Smart Power Grids

Intelligent Systems for Stability Assessment and Control of Smart Power Grids Book
Author : Yan Xu,Yuchen Zhang,Zhao Yang Dong,Rui Zhang
Publisher : CRC Press
Release : 2020-12-11
ISBN : 0429687133
Language : En, Es, Fr & De

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Book Description :

Power systems are evolving towards the Smart Grid paradigm, featured by large-scale integration of renewable energy resources, e.g. wind and solar power, deeper participation of demand side, and enhanced interaction with electric vehicles. While these emerging elements are inherently stochastic in nature, they are creating a challenge to the system’s stability and its control. In this context, conventional analysis tools are becoming less effective, and necessitate the use alternative tools that are able to deal with the high uncertainty and variability in the smart grid. Smart Grid initiatives have facilitated wide-spread deployment of advanced sensing and communication infrastructure, e.g. phasor measurement units at grid level and smart meters at household level, which collect tremendous amount of data in various time and space scales. How to fully utilize the data and extract useful knowledge from them, is of great importance and value to support the advanced stability assessment and control of the smart grid. The intelligent system strategy has been identified as an effective approach to meet the above needs. This book presents the cutting-edge intelligent system techniques and their applications for stability assessment and control of power systems. The major topics covered in this book are: Intelligent system design and algorithms for on-line stability assessment, which aims to use steady-state operating variables to achieve fast stability assessment for credible contingencies. Intelligent system design and algorithms for preventive stability control, which aims at transparent and interpretable decision-making on preventive control actions to manipulate system operating condition against possible contingencies. Intelligent system design and algorithms for real-time stability prediction, which aims to use synchronized measurements to foresee the stability status under an ongoing disturbance. Intelligent system design and algorithms for emergency stability control, which aims at fast decision-making on stability control actions at emergency stage where instability is propagating. Methodologies and algorithms for improving the robustness of intelligent systems against missing-data issues. This book is a reference and guide for researchers, students, and engineers who seek to study and design intelligent systems to resolve stability assessment and control problems in the smart grid age.

Intelligent System Algorithms and Applications in Science and Technology

Intelligent System Algorithms and Applications in Science and Technology Book
Author : Taylor & Francis Group
Publisher : Apple Academic Press
Release : 2021-10
ISBN : 9781774630211
Language : En, Es, Fr & De

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Book Description :

Intelligent System Algorithms and Applications in Science and Technology explores the application of intelligent techniques in various fields of engineering and technology. The volume addresses a selection of diverse topics in such areas as machine learning based intelligent systems for healthcare, applications of artificial intelligence and the Internet of Things, intelligent data analytics techniques, intelligent network systems and applications, and inequalities and process control systems. The authors explore the full breadth of the field, which encompasses data analysis, image processing, speech processing and recognition, medical science and health care monitoring, smart irrigation systems, insurance and banking, robotics and process control, etc. The 21st century has witnessed massive changes around the world in intelligence systems in order to become smarter, energy efficient, reliable, and cheaper. This collection of peer-reviewed book chapters, contributed by renowned experts in the field, will help keep readers up to date; it sheds light on the culture of intelligent techniques in the field of engineering and technology.

Complex Intelligent and Software Intensive Systems

Complex  Intelligent  and Software Intensive Systems Book
Author : Leonard Barolli,Farookh Khadeer Hussain,Makoto Ikeda
Publisher : Springer
Release : 2019-06-20
ISBN : 303022354X
Language : En, Es, Fr & De

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Book Description :

This book presents scientific interactions between the three interwoven and challenging areas of research and development of future ICT-enabled applications: software, complex systems and intelligent systems. Software intensive systems heavily interact with other systems, sensors, actuators, and devices, as well as other software systems and users. More and more domains involve software intensive systems, e.g. automotive, telecommunication systems, embedded systems in general, industrial automation systems and business applications. Moreover, web services offer a new platform for enabling software intensive systems. Complex systems research focuses on understanding overall systems rather than their components. Such systems are characterized by the changing environments in which they act, and they evolve and adapt through internal and external dynamic interactions. The development of intelligent systems and agents features the use of ontologies, and their logical foundations provide a fruitful impulse for both software intensive systems and complex systems. Research in the field of intelligent systems, robotics, neuroscience, artificial intelligence, and cognitive sciences is a vital factor in the future development and innovation of software intensive and complex systems.

International Conference on Intelligent Data Communication Technologies and Internet of Things ICICI 2018

International Conference on Intelligent Data Communication Technologies and Internet of Things  ICICI  2018 Book
Author : Jude Hemanth,Xavier Fernando,Pavel Lafata,Zubair Baig
Publisher : Springer
Release : 2018-12-20
ISBN : 3030031462
Language : En, Es, Fr & De

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Book Description :

This book discusses data communication and computer networking, communication technologies and the applications of IoT (Internet of Things), big data, cloud computing and healthcare informatics. It explores, examines and critiques intelligent data communications and presents inventive methodologies in communication technologies and IoT. Aimed at researchers and academicians who need to understand the importance of data communication and advanced technologies in IoT, it offers different perspectives to help readers increase their knowledge and motivates them to conduct research in the area, highlighting various innovative ideas for future research.

Advances in Smart Grid Technology

Advances in Smart Grid Technology Book
Author : Ning Zhou,S. Hemamalini
Publisher : Springer Nature
Release : 2020-09-18
ISBN : 9811572410
Language : En, Es, Fr & De

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Book Description :

This book comprises the select proceedings of the International Conference on Power Engineering Computing and Control (PECCON) 2019. This volume covers several important topics such as optimal data selection and error-free data acquiring via artificial intelligence and machine learning techniques, information and communication technologies for monitoring and control of smart grid components, and data security in smart grid network. In addition, it also focuses on economics of renewable electricity generation, policies for distributed generation, smart eco-structures and systems. This book can be useful for beginners, researchers as well as professionals interested in the area of smart grid technology.

Defining the Pathway to the California Smart Grid of 2020 for Publicly Owned Utilities

Defining the Pathway to the California Smart Grid of 2020 for Publicly Owned Utilities Book
Author : Science Applications International Corporation
Publisher : Unknown
Release : 2012
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Defining the Pathway to the California Smart Grid of 2020 for Publicly Owned Utilities book written by Science Applications International Corporation, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Computing Algorithms with Applications in Engineering

Computing Algorithms with Applications in Engineering Book
Author : V. K. Giri,Nishchal K. Verma,R. K. Patel,V. P. Singh
Publisher : Springer Nature
Release : 2020-03-02
ISBN : 981152369X
Language : En, Es, Fr & De

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Book Description :

This book collects high-quality research papers presented at the International Conference on Computing Applications in Electrical & Electronics Engineering, held at Rajkiya Engineering College, Sonbhadra, India, on August 30–31, 2019. It provides novel contributions in computational intelligence, together with valuable reference material for future research. The topics covered include: big data analytics, IoT and smart infrastructures, machine learning, artificial intelligence and deep learning, crowd sourcing and social intelligence, natural language processing, business intelligence, high-performance computing, wireless, mobile and green communications, ad-hoc, sensor and mesh networks, SDN and network virtualization, cognitive systems, swarm intelligence, human–computer interaction, network and information security, intelligent control, soft computing, networked control systems, renewable energy sources and technologies, biomedical signal processing, pattern recognition and object tracking, and sensor devices and applications.

Structural Health Monitoring 2013 A Roadmap to Intelligent Structures

Structural Health Monitoring 2013  A Roadmap to Intelligent Structures Book
Author : Fu-Kuo Chang
Publisher : DEStech Publications, Inc
Release : 2013-09-26
ISBN : 1605951153
Language : En, Es, Fr & De

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Book Description :

Original research on SHM sensors, quantification strategies, system integration and control for a wide range of engineered materials New applications in robotics, machinery, as well as military aircraft, railroads, highways, bridges, pipelines, stadiums, tunnels, space exploration and energy production Continuing a critical book series on structural health monitoring (SHM), this two-volume set (with full-text searchable CD-ROM) offers, as its subtitle implies, a guide to greater integration and control of SHM systems. Specifically, the volumes contain new research that will enable readers to more efficiently link sensor detection, diagnostics/quantification, overall system functionality, and automated, e.g., robotic, control, thus further closing the loop from inherent signal-based damage detection to responsive real-time maintenance and repair. SHM performance is demonstrated in monitoring the behavior of composites, metals, concrete, polymers and selected nanomaterials in a wide array of surroundings, including harsh environments, under extreme (e.g., seismic) loading and in space. New information on smart sensors and network optimization is enhanced by novel statistical and model-based methods for signal processing and data quantification. A special feature of the book is its explanation of emerging control technologies. Research in these volumes was initially presented in September 2013 at the 9th International Workshop on Structural Health Monitoring (IWSHM), held at Stanford University and sponsored by the Air Force Office of Scientific Research, the Army Research Laboratory, and the Office of Naval Research.

Advances in Condition Monitoring and Structural Health Monitoring

Advances in Condition Monitoring and Structural Health Monitoring Book
Author : Len Gelman
Publisher : Springer Nature
Release : 2021-04-13
ISBN : 9811591997
Language : En, Es, Fr & De

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Book Description :

Download Advances in Condition Monitoring and Structural Health Monitoring book written by Len Gelman, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Sensors Measurement Intelligent Materials and Technologies III

Sensors  Measurement  Intelligent Materials and Technologies III Book
Author : Yun Hae Kim,Prasad Yarlagadda
Publisher : Trans Tech Publications Ltd
Release : 2015-03-09
ISBN : 3038267910
Language : En, Es, Fr & De

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Book Description :

Collection of selected, peer reviewed papers from the 2014 3rd International Conference on Sensors, Measurement and Intelligent Materials (ICSMIM 2014), November 25-26, 2014, Zhuhai, China. The 269 papers are grouped as follows: Chapter 1: Sensors and Materials for Sensors, their Applications; Chapter 2: Smart and Functional Materials and Technologies, Analysis, Design, Processing; Chapter 3: Remote Sensing and Telemetry Technology; Chapter 4: Intelligent Information and Expert Systems, Applications for Management and Product Design; Chapter 5: Algorithms, Computation Methods and their Applications; Chapter 6: Mathematical Methods and Modelling, Information Technologies in Industrial Engineering; Chapter 7: Data, Text, Sound, Image, Signal and Video Processing and Technologies, Data Acquistion, their Applications; Chapter 8: Testing, Detection, Measurement, Monitoring Technologies and Instruments; Chapter 9: Mechatronics, Industrial Robotics, Automation and Control Technology; Chapter 10: Computer Networks, Communication Technology and E-Commerce; Chapter 11: Modern Electronic, Circuit Technology, Electrical and Power Engineering; Chapter 12: Software Applications and Development.

Handbook of Research on Emerging Trends and Applications of Machine Learning

Handbook of Research on Emerging Trends and Applications of Machine Learning Book
Author : Solanki, Arun,Kumar, Sandeep,Nayyar, Anand
Publisher : IGI Global
Release : 2019-12-13
ISBN : 1522596453
Language : En, Es, Fr & De

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Book Description :

As today’s world continues to advance, Artificial Intelligence (AI) is a field that has become a staple of technological development and led to the advancement of numerous professional industries. An application within AI that has gained attention is machine learning. Machine learning uses statistical techniques and algorithms to give computer systems the ability to understand and its popularity has circulated through many trades. Understanding this technology and its countless implementations is pivotal for scientists and researchers across the world. The Handbook of Research on Emerging Trends and Applications of Machine Learning provides a high-level understanding of various machine learning algorithms along with modern tools and techniques using Artificial Intelligence. In addition, this book explores the critical role that machine learning plays in a variety of professional fields including healthcare, business, and computer science. While highlighting topics including image processing, predictive analytics, and smart grid management, this book is ideally designed for developers, data scientists, business analysts, information architects, finance agents, healthcare professionals, researchers, retail traders, professors, and graduate students seeking current research on the benefits, implementations, and trends of machine learning.

Renewable Power for Sustainable Growth

Renewable Power for Sustainable Growth Book
Author : Atif Iqbal,Hasmat Malik,Ahmed Riyaz,Kouzou Abdellah,Sertac Bayhan
Publisher : Springer
Release : 2021-05-24
ISBN : 9789813340794
Language : En, Es, Fr & De

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Book Description :

This book is a collection of papers presented at the International Conference on Renewable Power (ICRP 2020), held during 13–14 July 2020 in Rajouri, Jammu, India. The book covers different topics of renewable energy sources in modern power systems. The book focusses on smart grid technologies and applications, renewable power systems including solar PV, solar thermal, wind, power generation, transmission and distribution, transportation electrification and automotive technologies, power electronics and applications in renewable power system, energy management and control system, energy storage in modern power system, active distribution network, artificial intelligence in renewable power systems, and cyber-physical systems and Internet of things in smart grid and renewable power.

Human Centred Intelligent Systems

Human Centred Intelligent Systems Book
Author : Alfred Zimmermann,Robert J. Howlett,Lakhmi C. Jain
Publisher : Springer Nature
Release : 2020-05-29
ISBN : 9811557845
Language : En, Es, Fr & De

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Book Description :

This book highlights new trends and challenges in intelligent systems, which play an important part in the digital transformation of many areas of science and practice. It includes papers offering a deeper understanding of the human-centred perspective on artificial intelligence, of intelligent value co-creation, ethics, value-oriented digital models, transparency, and intelligent digital architectures and engineering to support digital services and intelligent systems, the transformation of structures in digital businesses and intelligent systems based on human practices, as well as the study of interaction and the co-adaptation of humans and systems. All papers were originally presented at the International KES Conference on Human Centred Intelligent Systems 2020 (KES HCIS 2020), held on June 17–19, 2020, in Split, Croatia.

Frontier Computing

Frontier Computing Book
Author : Jason C. Hung,Neil Y. Yen,Jia-Wei Chang
Publisher : Springer Nature
Release : 2020-02-25
ISBN : 9811532508
Language : En, Es, Fr & De

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Book Description :

This book gathers the proceedings of the 9th International Conference on Frontier Computing, held in Kyushu, Japan on July 9–12, 2019, and provides comprehensive coverage of the latest advances and trends in information technology, science and engineering. It addresses a number of broad themes, including communication networks, business intelligence and knowledge management, web intelligence, and related fields that inspire the development of information technology. The respective contributions cover a wide range of topics: database and data mining, networking and communications, web and internet of things, embedded systems, soft computing, social network analysis, security and privacy, optical communication, and ubiquitous/pervasive computing. Many of the papers outline promising future research directions, and the book will benefit students, researchers and professionals alike. Further, it offers a useful reference guide for newcomers to the field.