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Engineering Applications Of Computational Methods – serie & böcker | Bokus

Engineering Applications of Computational Methods – serie

Visar alla böcker i serien Engineering Applications of Computational Methods. Handla med fri frakt och snabb leverans.

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50 produkter

Del 2 - Engineering Applications of Computational Methods
Effective Methods for Integrated Process Planning and Scheduling
AvXinyu Li,Liang Gao
Inbunden, Engelska, 2020
1 656 kr
Skickas inom 10-15 vardagar
This book summarizes a series of research work on integrated process planning and scheduling (IPPS) done by the authors, focusing on discussing the properties, novel solution methods and applications of process planning, scheduling and IPPS problems under different machining environments. It is a valuable reference resource for teachers, students and researchers working in the fields of engineering, management science and other related disciplines.
Del 1 - Engineering Applications of Computational Methods
Welding and Cutting Case Studies with Supervised Machine Learning
AvS. Arungalai Vendan,Rajeev Kamalm. fl.
Inbunden, Engelska, 2020
1 106 kr
Skickas inom 10-15 vardagar
This book presents machine learning as a set of pre-requisites, co-requisites, and post-requisites, focusing on mathematical concepts and engineering applications in advanced welding and cutting processes. It describes a number of advanced welding and cutting processes and then assesses the parametrical interdependencies of two entities, namely the data analysis and data visualization techniques, which form the core of machine learning. Subsequently, it discusses supervised learning, highlighting Python libraries such as NumPy, Pandas and Scikit Learn programming. It also includes case studies that employ machine learning for manufacturing processes in the engineering domain. The book not only provides beginners with an introduction to machine learning for applied sciences, enabling them to address global competitiveness and work on real-time technical challenges, it is also a valuable resource for scholars with domain knowledge.
Del 1 - Engineering Applications of Computational Methods
Welding and Cutting Case Studies with Supervised Machine Learning
AvS. Arungalai Vendan,Rajeev Kamalm. fl.
Häftad, Engelska, 2021
1 106 kr
Skickas inom 10-15 vardagar
This book presents machine learning as a set of pre-requisites, co-requisites, and post-requisites, focusing on mathematical concepts and engineering applications in advanced welding and cutting processes. It describes a number of advanced welding and cutting processes and then assesses the parametrical interdependencies of two entities, namely the data analysis and data visualization techniques, which form the core of machine learning. Subsequently, it discusses supervised learning, highlighting Python libraries such as NumPy, Pandas and Scikit Learn programming. It also includes case studies that employ machine learning for manufacturing processes in the engineering domain. The book not only provides beginners with an introduction to machine learning for applied sciences, enabling them to address global competitiveness and work on real-time technical challenges, it is also a valuable resource for scholars with domain knowledge.
Del 3 - Engineering Applications of Computational Methods
Intelligent Optimization and Control of Complex Metallurgical Processes
AvMin Wu,Weihua Caom. fl.
Inbunden, Engelska, 2019
1 875 kr
Skickas inom 10-15 vardagar
This book discusses the intelligent optimization and control of complex metallurgical processes, including intelligent optimization and control of raw-material proportioning processes, coking process, and reheating furnaces; intelligent control of thermal state parameters in sintering processes; and intelligent decoupling control of gas collection and mixing-and-pressurization processes. The intelligent control and optimization methods presented were originally applied to complex metallurgical processes by the authors, and their eﬀectiveness and their advantages have been theoretically proven and demonstrated practically. This book offers an up-to-date overview of this active research area, and provides readers with state-of-the-art methods for the control of complex metallurgical processes.
Del 3 - Engineering Applications of Computational Methods
Intelligent Optimization and Control of Complex Metallurgical Processes
AvMin Wu,Weihua Caom. fl.
Häftad, Engelska, 2020
1 875 kr
Skickas inom 10-15 vardagar
This book discusses the intelligent optimization and control of complex metallurgical processes, including intelligent optimization and control of raw-material proportioning processes, coking process, and reheating furnaces; intelligent control of thermal state parameters in sintering processes; and intelligent decoupling control of gas collection and mixing-and-pressurization processes. The intelligent control and optimization methods presented were originally applied to complex metallurgical processes by the authors, and their eﬀectiveness and their advantages have been theoretically proven and demonstrated practically. This book offers an up-to-date overview of this active research area, and provides readers with state-of-the-art methods for the control of complex metallurgical processes.
Del 4 - Engineering Applications of Computational Methods
Engineering Applications of Discrete Element Method
Operation Analysis and Optimization Design of Coal and Agricultural Machinery
AvXuewen Wang,Bo Lim. fl.
Inbunden, Engelska, 2020
1 656 kr
Skickas inom 10-15 vardagar
This book introduces the engineering application of the discrete element method (DEM), especially the simulation analysis of the typical equipment (scraper conveyor, coal silos, subsoiler) in the coal and agricultural machinery. In this book, the DEM is applied to build rigid and loose coupling model, and the kinematic effect of the bulk materials, the mechanical effect of the interaction between the bulk materials, and the mechanical equipment in the operation process of the relevant equipment are studied. On this basis, the optimization design strategy of the relevant structure is proposed. This book effectively promotes the application of DEM in engineering, analyzes the operation state, failure mechanism, and operation effect of related equipment in operation, and provides theoretical basis for the optimal design of equipment. The book is intended for undergraduate and graduate students who are interested in mechanical engineering, researchers investigating coal and agriculturalmachinery, and engineers working on designing related equipments.
Del 4 - Engineering Applications of Computational Methods
Engineering Applications of Discrete Element Method
Operation Analysis and Optimization Design of Coal and Agricultural Machinery
AvXuewen Wang,Bo Lim. fl.
Häftad, Engelska, 2021
1 656 kr
Skickas inom 10-15 vardagar
This book introduces the engineering application of the discrete element method (DEM), especially the simulation analysis of the typical equipment (scraper conveyor, coal silos, subsoiler) in the coal and agricultural machinery. In this book, the DEM is applied to build rigid and loose coupling model, and the kinematic effect of the bulk materials, the mechanical effect of the interaction between the bulk materials, and the mechanical equipment in the operation process of the relevant equipment are studied. On this basis, the optimization design strategy of the relevant structure is proposed. This book effectively promotes the application of DEM in engineering, analyzes the operation state, failure mechanism, and operation effect of related equipment in operation, and provides theoretical basis for the optimal design of equipment. The book is intended for undergraduate and graduate students who are interested in mechanical engineering, researchers investigating coal and agriculturalmachinery, and engineers working on designing related equipments.
Del 7 - Engineering Applications of Computational Methods
Isogeometric Topology Optimization
Methods, Applications and Implementations
AvJie Gao,Liang Gaom. fl.
Inbunden, Engelska, 2022
1 656 kr
Skickas inom 10-15 vardagar
This book provides a systematic description about the development of Isogeometric Topology Optimization (ITO) method using the density, and then addresses the effectiveness and efficiency of the ITO method on several design problems, including multi-material structures, stress-minimization structures, piezoelectric structures and also with the uniform manufacturability, ultra-lightweight architected materials with extreme bulk/shear moduli, auxetic metamaterials and auxetic meta-composites with the NPRs behavior in microstructures. A detailed MATLAB implementation of the ITO method with an in-house code “IgaTop” is also presented.
Del 7 - Engineering Applications of Computational Methods
Isogeometric Topology Optimization
Methods, Applications and Implementations
AvJie Gao,Liang Gaom. fl.
Häftad, Engelska, 2023
1 656 kr
Skickas inom 10-15 vardagar
This book provides a systematic description about the development of Isogeometric Topology Optimization (ITO) method using the density, and then addresses the effectiveness and efficiency of the ITO method on several design problems, including multi-material structures, stress-minimization structures, piezoelectric structures and also with the uniform manufacturability, ultra-lightweight architected materials with extreme bulk/shear moduli, auxetic metamaterials and auxetic meta-composites with the NPRs behavior in microstructures. A detailed MATLAB implementation of the ITO method with an in-house code “IgaTop” is also presented.
Del 8 - Engineering Applications of Computational Methods
Assembly Line Balancing under Uncertain Task Time and Demand Volatility
AvYuchen Li
Inbunden, Engelska, 2022
1 106 kr
Skickas inom 10-15 vardagar
This book introduces several mathematical models in assembly line balancing based on stochastic programming and develops exact and heuristic methods to solve them. An assembly line system is a manufacturing process in which parts are added in sequence from workstation to workstation until the final assembly is produced. In an assembly line balancing problem, tasks belonging to different product models are allocated to workstations according to their processing times and precedence relationships among tasks. It incorporates two features, uncertain task times, and demand volatility, separately and simultaneously, into the conventional assembly line balancing model. A real-life case study related to the mask production during the COVID-19 pandemic is presented to illustrate the application of the proposed framework and methodology. The book is intended for graduate students who are interested in combinatorial optimizations in manufacturing with uncertain input.
Del 8 - Engineering Applications of Computational Methods
Assembly Line Balancing under Uncertain Task Time and Demand Volatility
AvYuchen Li
Häftad, Engelska, 2023
1 106 kr
Skickas inom 10-15 vardagar
This book introduces several mathematical models in assembly line balancing based on stochastic programming and develops exact and heuristic methods to solve them. An assembly line system is a manufacturing process in which parts are added in sequence from workstation to workstation until the final assembly is produced. In an assembly line balancing problem, tasks belonging to different product models are allocated to workstations according to their processing times and precedence relationships among tasks. It incorporates two features, uncertain task times, and demand volatility, separately and simultaneously, into the conventional assembly line balancing model. A real-life case study related to the mask production during the COVID-19 pandemic is presented to illustrate the application of the proposed framework and methodology. The book is intended for graduate students who are interested in combinatorial optimizations in manufacturing with uncertain input.
Del 9 - Engineering Applications of Computational Methods
Performance Optimization of Fault Diagnosis Methods for Power Systems
AvDinghui Wu,Juan Zhangm. fl.
Inbunden, Engelska, 2022
1 106 kr
Skickas inom 10-15 vardagar
This book focuses on the performance optimization of fault diagnosis methods for power systems including both model-driven ones, such as the linear parameter varying algorithm, and data-driven ones, such as random matrix theory. Studies on fault diagnosis of power systems have long been the focus of electrical engineers and scientists. Pursuing a holistic approach to improve the accuracy and efficiency of existing methods, the underlying concepts toward several algorithms are introduced and then further applied in various situations for fault diagnosis of power systems in this book. The primary audience for the book would be the scholars and graduate students whose research topics including the control theory, applied mathematics, fault detection, and so on.
Performance Optimization of Fault Diagnosis Methods for Power Systems
AvDinghui Wu,Juan Zhangm. fl.
Häftad, Engelska, 2023
1 106 kr
Skickas inom 10-15 vardagar
This book focuses on the performance optimization of fault diagnosis methods for power systems including both model-driven ones, such as the linear parameter varying algorithm, and data-driven ones, such as random matrix theory. Studies on fault diagnosis of power systems have long been the focus of electrical engineers and scientists. Pursuing a holistic approach to improve the accuracy and efficiency of existing methods, the underlying concepts toward several algorithms are introduced and then further applied in various situations for fault diagnosis of power systems in this book. The primary audience for the book would be the scholars and graduate students whose research topics including the control theory, applied mathematics, fault detection, and so on.
Del 10 - Engineering Applications of Computational Methods
Intelligent Algorithms for Packing and Cutting Problem
AvYunqing Rao,Qiang Luo
Inbunden, Engelska, 2022
1 656 kr
Skickas inom 10-15 vardagar
This book investigates in detail the two-dimensional packing and cutting problems in the field of operations research and management science. It introduces the mathematical models and intelligent solving algorithms for these problems, as well as their engineering applications. Most intelligent methods reported in this book have already been applied in reality, which can provide reference for the engineers. The presented novel methods for the two-dimensional packing problem provide a new way to solve the problem for researchers interested in operations research or computer science. This book also introduces three new variants of packing problems and their solving methods, which offer a different research direction. The book is intended for undergraduate and graduate students who are interested in the solving methods for packing and cutting problems, researchers investigating the application of intelligent algorithms, scientists studying the theory of the operations research andCAM software developers working on integration of packing and cutting problem.
Del 10 - Engineering Applications of Computational Methods
Intelligent Algorithms for Packing and Cutting Problem
AvYunqing Rao,Qiang Luo
Häftad, Engelska, 2023
1 656 kr
Skickas inom 10-15 vardagar
This book investigates in detail the two-dimensional packing and cutting problems in the field of operations research and management science. It introduces the mathematical models and intelligent solving algorithms for these problems, as well as their engineering applications. Most intelligent methods reported in this book have already been applied in reality, which can provide reference for the engineers. The presented novel methods for the two-dimensional packing problem provide a new way to solve the problem for researchers interested in operations research or computer science. This book also introduces three new variants of packing problems and their solving methods, which offer a different research direction. The book is intended for undergraduate and graduate students who are interested in the solving methods for packing and cutting problems, researchers investigating the application of intelligent algorithms, scientists studying the theory of the operations research andCAM software developers working on integration of packing and cutting problem.
Del 11 - Engineering Applications of Computational Methods
Admissible Consensus and Consensualization for Singular Multi-agent Systems
AvJianxiang Xi,Le Wangm. fl.
Inbunden, Engelska, 2023
1 326 kr
Skickas inom 10-15 vardagar
This book explores admissible consensus analysis and design problems concerning singular multi-agent systems, addressing various impact factors including time delays, external disturbances, switching topologies, protocol states, topology structures, and performance constraint. It also discusses the state-space decomposition method, a key technique that can decompose the motions of singular multi-agent systems into two parts: the relative motion and the whole motion. The relative motion is independent of the whole motion. Further, it describes the admissible consensus analysis and determination of the design criteria for different impact factors using the Lyapunov method, the linear matrix inequality tool, and the generalized Riccati equation method. This book is a valuable reference resource for graduate students of control theory and engineering and researchers in the field of multi-agent systems.
Del 11 - Engineering Applications of Computational Methods
Admissible Consensus and Consensualization for Singular Multi-agent Systems
AvJianxiang Xi,Le Wangm. fl.
Häftad, Engelska, 2024
1 326 kr
Skickas inom 10-15 vardagar
This book explores admissible consensus analysis and design problems concerning singular multi-agent systems, addressing various impact factors including time delays, external disturbances, switching topologies, protocol states, topology structures, and performance constraint. It also discusses the state-space decomposition method, a key technique that can decompose the motions of singular multi-agent systems into two parts: the relative motion and the whole motion. The relative motion is independent of the whole motion. Further, it describes the admissible consensus analysis and determination of the design criteria for different impact factors using the Lyapunov method, the linear matrix inequality tool, and the generalized Riccati equation method. This book is a valuable reference resource for graduate students of control theory and engineering and researchers in the field of multi-agent systems.
Del 12 - Engineering Applications of Computational Methods
Multi-fidelity Surrogates
Modeling, Optimization and Applications
AvQi Zhou,Min Zhaom. fl.
Inbunden, Engelska, 2022
1 875 kr
Skickas inom 10-15 vardagar
This book investigates two types of static multi-fidelity surrogates modeling approaches, sequential multi-fidelity surrogates modeling approaches, the multi-fidelity surrogates-assisted efficient global optimization, reliability analysis, robust design optimization, and evolutionary optimization. Multi-fidelity surrogates have attracted a significant amount of attention in simulation-based design and optimization in recent years. Some real-life engineering design problems, such as prediction of angular distortion in the laser welding, optimization design of micro-aerial vehicle fuselage, and optimization design of metamaterial vibration isolator, are also provided to illustrate the ability and merits of multi-fidelity surrogates in support of engineering design. Specifically, lots of illustrative examples are adopted throughout the book to help explain the approaches in a more “hands-on” manner. This book is a useful reference for postgraduates and researchers of mechanical engineering, as well as engineers of enterprises in related fields.
Del 12 - Engineering Applications of Computational Methods
Multi-fidelity Surrogates
Modeling, Optimization and Applications
AvQi Zhou,Min Zhaom. fl.
Häftad, Engelska, 2023
1 875 kr
Skickas inom 10-15 vardagar
This book investigates two types of static multi-fidelity surrogates modeling approaches, sequential multi-fidelity surrogates modeling approaches, the multi-fidelity surrogates-assisted efficient global optimization, reliability analysis, robust design optimization, and evolutionary optimization. Multi-fidelity surrogates have attracted a significant amount of attention in simulation-based design and optimization in recent years. Some real-life engineering design problems, such as prediction of angular distortion in the laser welding, optimization design of micro-aerial vehicle fuselage, and optimization design of metamaterial vibration isolator, are also provided to illustrate the ability and merits of multi-fidelity surrogates in support of engineering design. Specifically, lots of illustrative examples are adopted throughout the book to help explain the approaches in a more “hands-on” manner. This book is a useful reference for postgraduates and researchers of mechanical engineering, as well as engineers of enterprises in related fields.
Del 5 - Engineering Applications of Computational Methods
Deep Learning for Hyperspectral Image Analysis and Classification
AvLinmi Tao,Atif Mughees
Inbunden, Engelska, 2021
1 875 kr
Skickas inom 10-15 vardagar
This book focuses on deep learning-based methods for hyperspectral image (HSI) analysis. Unsupervised spectral-spatial adaptive band-noise factor-based formulation is devised for HSI noise detection and band categorization. The method to characterize the bands along with the noise estimation of HSIs will benefit subsequent remote sensing techniques significantly.This book develops on two fronts: On the one hand, it is aimed at domain professionals who want to have an updated overview of how hyperspectral acquisition techniques can combine with deep learning architectures to solve specific tasks in different application fields. On the other hand, the authors want to target the machine learning and computer vision experts by giving them a picture of how deep learning technologies are applied to hyperspectral data from a multidisciplinary perspective. The presence of these two viewpoints and the inclusion of application fields of remote sensing by deep learning are theoriginal contributions of this review, which also highlights some potentialities and critical issues related to the observed development trends.
Del 5 - Engineering Applications of Computational Methods
Deep Learning for Hyperspectral Image Analysis and Classification
AvLinmi Tao,Atif Mughees
Häftad, Engelska, 2022
1 875 kr
Skickas inom 10-15 vardagar
This book focuses on deep learning-based methods for hyperspectral image (HSI) analysis. Unsupervised spectral-spatial adaptive band-noise factor-based formulation is devised for HSI noise detection and band categorization. The method to characterize the bands along with the noise estimation of HSIs will benefit subsequent remote sensing techniques significantly.This book develops on two fronts: On the one hand, it is aimed at domain professionals who want to have an updated overview of how hyperspectral acquisition techniques can combine with deep learning architectures to solve specific tasks in different application fields. On the other hand, the authors want to target the machine learning and computer vision experts by giving them a picture of how deep learning technologies are applied to hyperspectral data from a multidisciplinary perspective. The presence of these two viewpoints and the inclusion of application fields of remote sensing by deep learning are theoriginal contributions of this review, which also highlights some potentialities and critical issues related to the observed development trends.
Del 6 - Engineering Applications of Computational Methods
Wavelet Numerical Method and Its Applications in Nonlinear Problems
AvYou-He Zhou
Inbunden, Engelska, 2021
1 985 kr
Skickas inom 10-15 vardagar
This book summarizes the basic theory of wavelets and some related algorithms in an easy-to-understand language from the perspective of an engineer rather than a mathematician. In this book, the wavelet solution schemes are systematically established and introduced for solving general linear and nonlinear initial boundary value problems in engineering, including the technique of boundary extension in approximating interval-bounded functions, the calculation method for various connection coefficients, the single-point Gaussian integration method in calculating the coefficients of wavelet expansions and unique treatments on nonlinear terms in differential equations. At the same time, this book is supplemented by a large number of numerical examples to specifically explain procedures and characteristics of the method, as well as detailed treatments for specific problems. Different from most of the current monographs focusing on the basic theory of wavelets, it focuses on the use of wavelet-based numerical methods developed by the author over the years. Even for the necessary basic theory of wavelet in engineering applications, this book is based on the author’s own understanding in plain language, instead of a relatively difficult professional mathematical description. This book is very suitable for students, researchers and technical personnel who only want to need the minimal knowledge of wavelet method to solve specific problems in engineering.
Del 6 - Engineering Applications of Computational Methods
Wavelet Numerical Method and Its Applications in Nonlinear Problems
AvYou-He Zhou
Häftad, Engelska, 2022
1 436 kr
Skickas inom 10-15 vardagar
This book summarizes the basic theory of wavelets and some related algorithms in an easy-to-understand language from the perspective of an engineer rather than a mathematician. In this book, the wavelet solution schemes are systematically established and introduced for solving general linear and nonlinear initial boundary value problems in engineering, including the technique of boundary extension in approximating interval-bounded functions, the calculation method for various connection coefficients, the single-point Gaussian integration method in calculating the coefficients of wavelet expansions and unique treatments on nonlinear terms in differential equations. At the same time, this book is supplemented by a large number of numerical examples to specifically explain procedures and characteristics of the method, as well as detailed treatments for specific problems. Different from most of the current monographs focusing on the basic theory of wavelets, it focuses on the use of wavelet-based numerical methods developed by the author over the years. Even for the necessary basic theory of wavelet in engineering applications, this book is based on the author’s own understanding in plain language, instead of a relatively difficult professional mathematical description. This book is very suitable for students, researchers and technical personnel who only want to need the minimal knowledge of wavelet method to solve specific problems in engineering.
Digital Twin Pose Detection for Mechanical Equipment
Theory and Methods for Intelligent Multi-Source Pose Deduction and Reconstruction of Fully-Mechanized Mining Equipment Clusters
AvXuewen Wang,Suhua Lim. fl.
Inbunden, Engelska, 2026
1 876 kr
Kommande
This book presents a groundbreaking study in the field of intelligent mining and industrial digital twins, addressing the core challenge of precise pose detection for fully-mechanized mining equipment clusters. It introduces a pioneering theory and methodology driven by multi-source data deduction and reconstruction fusion, offering innovative solutions to longstanding limitations in underground pose monitoring. The book's distinctive value lies in its systematic integration of digital twin modeling, intelligent deduction algorithms, and spatiotemporal evaluation mechanisms – particularly through its novel virtual-physical fusion approach that enables full-pose solution solving and dynamic scene reconstruction despite sensor blind zones and measurement abnormalities. Richly supported by high-precision experimental platform case studies and quantitative evaluation frameworks, this work provides practitioners and researchers with actionable methodologies for achieving real-time, accurate equipment positioning critical for automated mining operations. Its comprehensive coverage of equipment kinematics modeling, multi-sensor fusion techniques, and 4D spatiotemporal analysis makes it an indispensable resource for mining engineers, automation specialists, robotics researchers, and advanced students in industrial digital transformation.
Adaptive Metamodels for Structural Reliability
From Analysis to Design Optimization
AvChunyan Ling
Inbunden, Engelska, 2026
1 876 kr
Kommande
This book focuses on adaptive metamodel-based methods that dramatically reduce computational costs in structural reliability analysis and reliability-based design optimization (RBDO). The metamodel-based methods significantly reduces the computational burden of reliability analysis and design, and has therefore received widespread attention and application in the reliability community. As for structural reliability, metamodels are mainly used to construct low-cost approximations of performance functions to support subsequent analysis and design. The prerequisite for this method is that the original performance function is a computationally expensive black-box model. Therefore, by establishing high-precision and low-cost approximations, the computational cost can be effectively reduced. This book mainly introduces the basic principles of metamodel-based methods, and demonstrates the flexibility and efficiency of metamodel-based methods in reliability engineering, as well as their potential in practical applications. This book is aimed at graduate students, scholars, and reliability engineers interested in structural/mechanism reliability analysis and design optimization. MATLAB/Python pseudo-codes for key algorithms are available online.
Del 25 - Engineering Applications of Computational Methods
Variable-Fidelity Surrogate
Experiment Design, Modeling, and Applications on Design Optimization
AvJin Yi,Jun Zhengm. fl.
Inbunden, Engelska, 2026
1 875 kr
Skickas inom 10-15 vardagar
This book delves deeply into the field of variable-fidelity surrogate modeling, examining its application in the optimization of complex multidisciplinary design optimization problems. The text presents a detailed exploration of surrogate modeling techniques, with a focus on variable-fidelity approaches that integrate models of varying accuracy to enhance the efficiency of optimization processes. Covering foundational concepts, the book progresses through diverse modeling strategies, including scaling function-based approaches, sequential techniques, physics-informed neural networks-based and deep transfer learning-based methods. It also addresses critical aspects such as the development of surrogate-assisted optimization algorithms.By adopting a holistic perspective, this book emphasizes the importance of integrating surrogate models with optimization algorithms to tackle real-world multidisciplinary design challenges. The book is designed for graduate students, researchers, and engineers working in areas such as engineering design, optimization, and computational modeling. It is an essential resource for those interested in advancing the field of surrogate modeling and its applications to complex design optimization tasks, providing both theoretical insights and practical guidance.
Del 22 - Engineering Applications of Computational Methods
Data-Driven Fault Diagnosis for Complex Industrial Processes
Towards Fault Prediction, Detection and Identification
AvHongpeng Yin,Han Zhoum. fl.
Inbunden, Engelska, 2025
1 765 kr
Skickas inom 10-15 vardagar
This book summarizes techniques of fault prediction, detection, and identification, all included specifically in the data-driven fault diagnosis requirements within industrial processes, drawing from the combination of data science, machine learning, and domain-specific expertise. In the modern industrial processes, where efficiency, productivity, and safety stand as paramount pillars, the pursuit of fault diagnosis has become more crucial than ever. The widespread use of computer systems, along with new sensor hardware, generates significant quantities of real-time process data. It has been frequently asked what could be done with both the real-time and archived historical data, to not only promising efficiency but providing prospect of a brighter, more resilient future. This book starts with the definition, related work, and open test-bed for industrial process fault diagnosis. Then, it presents several data-driven methods on fault prediction, fault detection, and fault diagnosis, with consideration of properties of industrial processes, such as varying operation modes, non-Gaussian, nonlinearity. It distills cutting-edge methodologies and insights which may inspire for industrial practitioners, researchers, and academicians alike.
Del 22 - Engineering Applications of Computational Methods
Data-Driven Fault Diagnosis for Complex Industrial Processes
Towards Fault Prediction, Detection and Identification
AvHongpeng Yin,Han Zhoum. fl.
Häftad, Engelska, 2026
1 765 kr
Skickas inom 10-15 vardagar
This book summarizes techniques of fault prediction, detection, and identification, all included specifically in the data-driven fault diagnosis requirements within industrial processes, drawing from the combination of data science, machine learning, and domain-specific expertise. In the modern industrial processes, where efficiency, productivity, and safety stand as paramount pillars, the pursuit of fault diagnosis has become more crucial than ever. The widespread use of computer systems, along with new sensor hardware, generates significant quantities of real-time process data. It has been frequently asked what could be done with both the real-time and archived historical data, to not only promising efficiency but providing prospect of a brighter, more resilient future. This book starts with the definition, related work, and open test-bed for industrial process fault diagnosis. Then, it presents several data-driven methods on fault prediction, fault detection, and fault diagnosis, with consideration of properties of industrial processes, such as varying operation modes, non-Gaussian, nonlinearity. It distills cutting-edge methodologies and insights which may inspire for industrial practitioners, researchers, and academicians alike.
Del 23 - Engineering Applications of Computational Methods
Data Science in Air Quality Monitoring
AvHui Liu,Yanfei Lim. fl.
Inbunden, Engelska, 2025
1 656 kr
Skickas inom 10-15 vardagar
This book presents a series of state-of-the-art methods for air quality monitoring in various engineering environment by using data science. In the book, the data-driven key techniques of the preprocessing, decomposition, identification, clustering, forecasting and interpolation of the air quality monitoring are explained in details with lots of experimental simulation. The book can provide important reference for the development of data science technologies in engineering air quality monitoring. The book can be used for students, engineers, scientists and managers in the fields of environmental engineering, atmospheric science, urban climate, civil engineering, traffic and vehicle engineering, etc.
Del 23 - Engineering Applications of Computational Methods
Data Science in Air Quality Monitoring
AvHui Liu,Yanfei Lim. fl.
Häftad, Engelska, 2026
1 656 kr
Skickas inom 10-15 vardagar
This book presents a series of state-of-the-art methods for air quality monitoring in various engineering environment by using data science. In the book, the data-driven key techniques of the preprocessing, decomposition, identification, clustering, forecasting and interpolation of the air quality monitoring are explained in details with lots of experimental simulation. The book can provide important reference for the development of data science technologies in engineering air quality monitoring. The book can be used for students, engineers, scientists and managers in the fields of environmental engineering, atmospheric science, urban climate, civil engineering, traffic and vehicle engineering, etc.