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This open access book introduces and explains machine learning (ML) algorithms and techniques developed for statistical inferences on a complex process or system and their applications to simulations of chemically reacting turbulent flows. These two fields, ML and turbulent combustion, have large body of work and knowledge on their own, and this book brings them together and explain the complexities and challenges involved in applying ML techniques to simulate and study reacting flows. This is important as to the world’s total primary energy supply (TPES), since more than 90% of this supply is through combustion technologies and the non-negligible effects of combustion on environment. Although alternative technologies based on renewable energies are coming up, their shares for the TPES is are less than 5% currently and one needs a complete paradigm shift to replace combustion sources. Whether this is practical or not is entirely a different question, and an answer to this question depends on the respondent. However, a pragmatic analysis suggests that the combustion share to TPES is likely to be more than 70% even by 2070. Hence, it will be prudent to take advantage of ML techniques to improve combustion sciences and technologies so that efficient and “greener” combustion systems that are friendlier to the environment can be designed. The book covers the current state of the art in these two topics and outlines the challenges involved, merits and drawbacks of using ML for turbulent combustion simulations including avenues which can be explored to overcome the challenges. The required mathematical equations and backgrounds are discussed with ample references for readers to find further detail if they wish. This book is unique since there is not any book with similar coverage of topics, ranging from big data analysis and machine learning algorithm to their applications for combustion science and system design for energy generation. .
Fossil fuel technologies --- Engineering thermodynamics --- Machine learning --- Thermodynamics & heat --- Machine Learning --- Combustion Simulations --- Combustion Modelling --- Big Data Analysis --- Dimensionality reduction --- Reduced-order modelling --- Neural Networks --- Turbulent Combustion --- Physics-based modelling --- Data-driven modelling --- Deep learning --- Thermoacoustics and its modelling --- Reactive molecular dynamics --- Simulations of reacting flows --- Cogeneration of electric power and heat. --- Fossil fuels. --- Thermodynamics. --- Heat engineering. --- Heat transfer. --- Mass transfer. --- Machine learning. --- Fossil Fuel. --- Engineering Thermodynamics, Heat and Mass Transfer. --- Machine Learning. --- Chemistry, Physical and theoretical --- Dynamics --- Mechanics --- Physics --- Heat --- Heat-engines --- Quantum theory --- Mass transport (Physics) --- Thermodynamics --- Transport theory --- Heat transfer --- Thermal transfer --- Transmission of heat --- Energy transfer --- Mechanical engineering --- Fossil energy --- Fuel --- Energy minerals --- Combined electric power and heat production --- Electric power and heat cogeneration --- Heat and electric power cogeneration --- Electric power production --- Learning, Machine --- Artificial intelligence --- Machine theory
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Polymer composite materials have attracted great interest for the development of electrical and electronic engineering and technology, and have been widely applied in electrical power systems, electrical insulation equipment, electrical and electronic devices, etc. Due to the significant expansion in the use of newly developed polymer composite materials, it is necessary to understand and accurately describe the relationship between composite structure and material properties, as only based on thorough laboratory characterization is it possible to estimate the properties for their future commercial applications. This book focuses on polymer composites applied in the field of electrical and electronic equipment, including but not limited to synthesis and preparation of new polymeric materials, structure–properties relationship of polymer composites, evaluation of materials application, simulation and modelling of material performance.
Technology: general issues --- History of engineering & technology --- Materials science --- aramid nanofiber --- hydrogen bonds --- electric breakdown strength --- mechanical strength --- alumina nanoplates --- SiC crystal form --- micro-nano compound --- thermal conductivity --- breakdown field strength --- space charge --- polyimide polymer --- unipolar electrical stress --- temperature --- frequency --- surface streamer discharge --- silicone rubber coating --- three-electrode arrangement --- thermally stimulated current method --- surface properties --- dielectric elastomer --- intrinsic property --- energy harvesting --- epoxy resins --- Langmuir --- terahertz --- molecular simulation --- prediction --- epoxy resin --- partial discharge --- active product --- electro-thermal dissociation --- reactive molecular dynamics --- polyimide --- graphitic carbon nitride nanosheets --- polydopamine --- interfacial interaction --- breakdown strength --- molecular dynamics simulation --- damping performance --- nitrile-butadiene rubber --- graphene oxide --- antioxidant 4010NA --- droplet vibration --- high voltage insulator --- polymeric surface --- corona discharge --- arcing --- creepage distance --- streamer discharge --- curved profiles --- streamer propagation “stability” field --- streamer propagation path --- streamer propagation velocity --- Eucommia ulmoides gum --- carbon nanotubes --- graphene --- electromagnetic shielding --- honeycomb sandwich composites --- metamaterial --- radar stealth --- microwave absorbing material --- low frequency
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Polymer composite materials have attracted great interest for the development of electrical and electronic engineering and technology, and have been widely applied in electrical power systems, electrical insulation equipment, electrical and electronic devices, etc. Due to the significant expansion in the use of newly developed polymer composite materials, it is necessary to understand and accurately describe the relationship between composite structure and material properties, as only based on thorough laboratory characterization is it possible to estimate the properties for their future commercial applications. This book focuses on polymer composites applied in the field of electrical and electronic equipment, including but not limited to synthesis and preparation of new polymeric materials, structure–properties relationship of polymer composites, evaluation of materials application, simulation and modelling of material performance.
aramid nanofiber --- hydrogen bonds --- electric breakdown strength --- mechanical strength --- alumina nanoplates --- SiC crystal form --- micro-nano compound --- thermal conductivity --- breakdown field strength --- space charge --- polyimide polymer --- unipolar electrical stress --- temperature --- frequency --- surface streamer discharge --- silicone rubber coating --- three-electrode arrangement --- thermally stimulated current method --- surface properties --- dielectric elastomer --- intrinsic property --- energy harvesting --- epoxy resins --- Langmuir --- terahertz --- molecular simulation --- prediction --- epoxy resin --- partial discharge --- active product --- electro-thermal dissociation --- reactive molecular dynamics --- polyimide --- graphitic carbon nitride nanosheets --- polydopamine --- interfacial interaction --- breakdown strength --- molecular dynamics simulation --- damping performance --- nitrile-butadiene rubber --- graphene oxide --- antioxidant 4010NA --- droplet vibration --- high voltage insulator --- polymeric surface --- corona discharge --- arcing --- creepage distance --- streamer discharge --- curved profiles --- streamer propagation “stability” field --- streamer propagation path --- streamer propagation velocity --- Eucommia ulmoides gum --- carbon nanotubes --- graphene --- electromagnetic shielding --- honeycomb sandwich composites --- metamaterial --- radar stealth --- microwave absorbing material --- low frequency
Choose an application
Polymer composite materials have attracted great interest for the development of electrical and electronic engineering and technology, and have been widely applied in electrical power systems, electrical insulation equipment, electrical and electronic devices, etc. Due to the significant expansion in the use of newly developed polymer composite materials, it is necessary to understand and accurately describe the relationship between composite structure and material properties, as only based on thorough laboratory characterization is it possible to estimate the properties for their future commercial applications. This book focuses on polymer composites applied in the field of electrical and electronic equipment, including but not limited to synthesis and preparation of new polymeric materials, structure–properties relationship of polymer composites, evaluation of materials application, simulation and modelling of material performance.
Technology: general issues --- History of engineering & technology --- Materials science --- aramid nanofiber --- hydrogen bonds --- electric breakdown strength --- mechanical strength --- alumina nanoplates --- SiC crystal form --- micro-nano compound --- thermal conductivity --- breakdown field strength --- space charge --- polyimide polymer --- unipolar electrical stress --- temperature --- frequency --- surface streamer discharge --- silicone rubber coating --- three-electrode arrangement --- thermally stimulated current method --- surface properties --- dielectric elastomer --- intrinsic property --- energy harvesting --- epoxy resins --- Langmuir --- terahertz --- molecular simulation --- prediction --- epoxy resin --- partial discharge --- active product --- electro-thermal dissociation --- reactive molecular dynamics --- polyimide --- graphitic carbon nitride nanosheets --- polydopamine --- interfacial interaction --- breakdown strength --- molecular dynamics simulation --- damping performance --- nitrile-butadiene rubber --- graphene oxide --- antioxidant 4010NA --- droplet vibration --- high voltage insulator --- polymeric surface --- corona discharge --- arcing --- creepage distance --- streamer discharge --- curved profiles --- streamer propagation “stability” field --- streamer propagation path --- streamer propagation velocity --- Eucommia ulmoides gum --- carbon nanotubes --- graphene --- electromagnetic shielding --- honeycomb sandwich composites --- metamaterial --- radar stealth --- microwave absorbing material --- low frequency --- aramid nanofiber --- hydrogen bonds --- electric breakdown strength --- mechanical strength --- alumina nanoplates --- SiC crystal form --- micro-nano compound --- thermal conductivity --- breakdown field strength --- space charge --- polyimide polymer --- unipolar electrical stress --- temperature --- frequency --- surface streamer discharge --- silicone rubber coating --- three-electrode arrangement --- thermally stimulated current method --- surface properties --- dielectric elastomer --- intrinsic property --- energy harvesting --- epoxy resins --- Langmuir --- terahertz --- molecular simulation --- prediction --- epoxy resin --- partial discharge --- active product --- electro-thermal dissociation --- reactive molecular dynamics --- polyimide --- graphitic carbon nitride nanosheets --- polydopamine --- interfacial interaction --- breakdown strength --- molecular dynamics simulation --- damping performance --- nitrile-butadiene rubber --- graphene oxide --- antioxidant 4010NA --- droplet vibration --- high voltage insulator --- polymeric surface --- corona discharge --- arcing --- creepage distance --- streamer discharge --- curved profiles --- streamer propagation “stability” field --- streamer propagation path --- streamer propagation velocity --- Eucommia ulmoides gum --- carbon nanotubes --- graphene --- electromagnetic shielding --- honeycomb sandwich composites --- metamaterial --- radar stealth --- microwave absorbing material --- low frequency
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