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Memristors for Neuromorphic Circuits and Artificial Intelligence Applications

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ISBN: 9783039285761 / 9783039285778 Year: Pages: 244 DOI: 10.3390/books978-3-03928-577-8 Language: eng
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Technology (General) --- General and Civil Engineering
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Artificial Intelligence (AI) has found many applications in the past decade due to the ever increasing computing power. Artificial Neural Networks are inspired in the brain structure and consist in the interconnection of artificial neurons through artificial synapses. Training these systems requires huge amounts of data and, after the network is trained, it can recognize unforeseen data and provide useful information. The so-called Spiking Neural Networks behave similarly to how the brain functions and are very energy efficient. Up to this moment, both spiking and conventional neural networks have been implemented in software programs running on conventional computing units. However, this approach requires high computing power, a large physical space and is energy inefficient. Thus, there is an increasing interest in developing AI tools directly implemented in hardware. The first hardware demonstrations have been based on CMOS circuits for neurons and specific communication protocols for synapses. However, to further increase training speed and energy efficiency while decreasing system size, the combination of CMOS neurons with memristor synapses is being explored. The memristor is a resistor with memory which behaves similarly to biological synapses. This book explores the state-of-the-art of neuromorphic circuits implementing neural networks with memristors for AI applications.

Keywords

memristor --- artificial synapse --- neuromorphic computing --- memristor-CMOS hybrid circuit --- temporal pooling --- sensory and hippocampal responses --- cortical neurons --- hierarchical temporal memory --- neocortex --- memristor-CMOS hybrid circuit --- defect-tolerant spatial pooling --- boost-factor adjustment --- memristor crossbar --- neuromorphic hardware --- memristor --- compact model --- emulator --- neuromorphic --- synapse --- STDP --- pavlov --- neuromorphic systems --- spiking neural networks --- memristors --- spike-timing-dependent plasticity --- RRAM --- vertical RRAM --- neuromorphics --- neural network hardware --- reinforcement learning --- AI --- neuromorphic computing --- multiscale modeling --- memristor --- optimization --- RRAM --- simulation --- memristors --- neuromorphic engineering --- OxRAM --- self-organization maps --- synaptic device --- memristor --- neuromorphic computing --- artificial intelligence --- hardware-based deep learning ICs --- circuit design --- memristor --- RRAM --- variability --- time series modeling --- autocovariance --- graphene oxide --- laser --- memristor --- crossbar array --- neuromorphic computing --- wire resistance --- synaptic weight --- character recognition --- neuromorphic computing --- Flash memories --- memristive devices --- resistive switching --- synaptic plasticity --- artificial neural network --- spiking neural network --- pattern recognition --- strongly correlated oxides --- resistive switching --- neuromorphic computing --- transistor-like devices --- artificial intelligence --- neural networks --- resistive switching --- memristive devices --- deep learning networks --- spiking neural networks --- electronic synapses --- crossbar array --- pattern recognition

Sentiment Analysis for Social Media

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ISBN: 9783039285723 / 9783039285730 Year: Pages: 152 DOI: 10.3390/books978-3-03928-573-0 Language: eng
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Technology (General) --- General and Civil Engineering
Added to DOAB on : 2020-06-09 16:38:56
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Sentiment analysis is a branch of natural language processing concerned with the study of the intensity of the emotions expressed in a piece of text. The automated analysis of the multitude of messages delivered through social media is one of the hottest research fields, both in academy and in industry, due to its extremely high potential applicability in many different domains. This Special Issue describes both technological contributions to the field, mostly based on deep learning techniques, and specific applications in areas like health insurance, gender classification, recommender systems, and cyber aggression detection.

Advances in CAD/CAM/CAE Technologies

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ISBN: 9783039287406 / 9783039287413 Year: Pages: 116 DOI: 10.3390/books978-3-03928-741-3 Language: eng
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Technology (General) --- General and Civil Engineering
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CAD/CAM/CAE technologies find more and more applications in today’s industries, e.g., in the automotive, aerospace, and naval sectors. These technologies increase the productivity of engineers and researchers to a great extent, while at the same time allowing their research activities to achieve higher levels of performance. A number of difficult-to-perform design and manufacturing processes can be simulated using more methodologies available, i.e., experimental work combined with statistical tools (regression analysis, analysis of variance, Taguchi methodology, deep learning), finite element analysis applied early enough at the design cycle, CAD-based tools for design optimizations, CAM-based tools for machining optimizations.

Energy Efficiency in Buildings: Both New and Rehabilitated

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ISBN: 9783039287024 / 9783039287031 Year: Pages: 412 DOI: 10.3390/books978-3-03928-703-1 Language: eng
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Arts in general --- Architecture
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Buildings are one of the main causes of the emission of greenhouse gases in the world. Europe alone is responsible for more than 30% of emissions, or about 900 million tons of CO2 per year. Heating and air conditioning are the main cause of greenhouse gas emissions in buildings. Most buildings currently in use were built with poor energy efficiency criteria or, depending on the country and the date of construction, none at all. Therefore, regardless of whether construction regulations are becoming stricter, the real challenge nowadays is the energy rehabilitation of existing buildings. It is currently a priority to reduce (or, ideally, eliminate) the waste of energy in buildings and, at the same time, supply the necessary energy through renewable sources. The first can be achieved by improving the architectural design, construction methods, and materials used, as well as the efficiency of the facilities and systems; the second can be achieved through the integration of renewable energy (wind, solar, geothermal, etc.) in buildings. In any case, regardless of whether the energy used is renewable or not, the efficiency must always be taken into account. The most profitable and clean energy is that which is not consumed.

Keywords

greenhouse --- floor envelope design --- ground heat transfer --- thermal insulation --- energy modeling --- life cycle cost analysis --- nearly zero energy building --- artificial neural network --- performance parameter design --- energy saving ratio --- dynamic simulation --- urban modelling --- co-simulation --- simulation engines --- building stock energy demand --- building --- energy --- heat load --- sensitivity --- glazing --- surface cooling --- three-phase unbalance minimization --- model predictive control --- home energy management system --- perturbation and observation --- adjustable step size --- low power loss --- maximum power point tracking --- HVAC demand --- prediction --- energy efficiency --- residential buildings --- Ipomoea batatas --- lightweight expanded clay aggregate (LECA), thermal performance --- extensive green roof --- subtropical climate --- artificial neural network --- big data --- energy-performance gap --- building energy prediction --- building user activity --- single-person household --- Korean household energy consumption --- analytical hierarchy process --- energy efficiency promotion --- influencing factors --- residential buildings --- policy design --- building energy --- passive architecture --- test method --- energy performance standard --- zero energy building --- technology package --- renovation --- energy renovation --- demolition --- new construction --- energy use --- energy performance --- life cycle cost --- optimization --- OPERA-MILP --- multi-family buildings --- Arab region --- building sector --- energy efficiency --- energy productivity --- GCC --- Maghreb --- Mashreq --- space heating --- domestic hot water (DHW) --- air, ground and water source heat pump (ASHP, GSHP and WSHP) --- coefficient of performance (COP) --- seasonal performance factor (SPF) --- energy pile --- energy tunnel --- Level(s) --- green building rating systems --- Building Research Establishment Assessment Method (BREEAM) --- Deutsche Gesellschaft für Nachhaltiges Bauen (DGNB) --- Haute Qualité Environnementale (HQE) --- Leadership in Energy &amp --- Environmental Design (LEED) --- energy efficiency --- subtropical climate building --- Minimum-Energy Building (MEB) --- building refurbishment --- building rehabilitation --- building renovation --- envelope airtightness --- envelope thermography --- envelope transmittance

ASTER 20th Anniversary

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ISBN: 9783039286843 / 9783039286850 Year: Pages: 284 DOI: 10.3390/books978-3-03928-685-0 Language: eng
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Technology (General) --- General and Civil Engineering
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The Advanced Thermal Emission and Reflection Radiometer (ASTER) is a research facility instrument on NASA’s Terra spacecraft. We celebrated the 20th anniversary of ASTER’s launch in December 1999. ASTER has been providing high spatial resolution multispectral data in the VNIR, SWIR, and TIR regions, and along-track stereo data. Starting April 2016, ASTER data have been distributed to the public at no cost. Another important and the most popular data set is the ASTER Global DEM, which covers almost the entire land surface at a 30 m grid size. ASTER data have been widely used in a variety of application areas such as land surface mapping and change detection, volcano and other natural hazard monitoring, mineral exploration, and urban heat island monitoring. This Special Issue consists of 12 papers (2 reviews, 9 articles, and 1 technical note) and covers topics including development of new techniques to process ASTER data, calibration activities to ensure long-term consistency of ASTER data, validation of the ASTER data products, and scientific achievements using ASTER data.

Artificial Intelligence for Smart and Sustainable Energy Systems and Applications

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ISBN: 9783039288892 / 9783039288908 Year: Pages: 258 DOI: 10.3390/books978-3-03928-890-8 Language: eng
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Technology (General) --- General and Civil Engineering
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Energy has been a crucial element for human beings and sustainable development. The issues of global warming and non-green energy have yet to be resolved. This book is a collection of twelve articles that provide strong evidence for the success of artificial intelligence deployment in energy research, particularly research devoted to non-intrusive load monitoring, network, and grid, as well as other emerging topics. The presented artificial intelligence algorithms may provide insight into how to apply similar approaches, subject to fine-tuning and customization, to other unexplored energy research. The ultimate goal is to fully apply artificial intelligence to the energy sector. This book may serve as a guide for professionals, researchers, and data scientists—namely, how to share opinions and exchange ideas so as to facilitate a better fusion of energy, academic, and industry research, and improve in the quality of people's daily life activities.

High Voltage Engineering and Applications

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ISBN: 9783039287161 / 9783039287178 Year: Pages: 304 DOI: 10.3390/books978-3-03928-717-8 Language: eng
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Technology (General) --- General and Civil Engineering
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This book is a collection of recent publications from researchers all over the globe in the broad area of high-voltage engineering. The presented research papers cover both experimental and simulation studies, with a focus on topics related to insulation monitoring using state-of-the-art sensors and advanced machine learning algorithms. Special attention was given in the Special Issue to partial discharge monitoring as one of the most important techniques in insulation condition assessment. Moreover, this Special Issue contains several articles which focus on different modeling techniques that help researchers to better evaluate the condition of insulation systems. Different power system assets are addressed in this book, including transformers, outdoor insulators, underground cables, and gas-insulated substations.

Keywords

space/interface charge --- electrical field strength --- temperature --- oil-paper insulation --- simulation --- bipolar charge transport model --- earthing systems --- electrode’s geometry --- fast-impulses --- high-magnitude currents and impulse polarity --- grounding --- grounding electrodes --- high impulse conditions --- seasonal --- soil resistivity --- partial discharges (PD) --- partial discharge --- calibrator --- Tettex 9520 --- DDX 8003 --- DDX 9121b --- secondary arc --- short-circuit discharge --- numerical modeling --- plasma discharge --- post insulator --- non-uniform pollution between windward and leeward sides --- residual resistance formulation --- flashover dynamic model --- artificial flashover tests --- flashover characteristics --- feature selection --- insulation health index --- machine learning --- oil/paper insulation --- transformer asset management --- thermal effect --- cable --- XLPE --- laying modes --- Comsol Multiphysics --- thermal parameters --- cable ampacity --- partial discharge --- surface discharge --- UHF sensor --- FDTD simulation --- cavity discharge --- partial discharge --- denoising --- RF signal --- wavelet transform --- artificial neural network --- curve fitting --- saline mechanism --- shoreline --- wind speed --- outdoor insulators --- dry band arcing --- flashover --- tracking --- ageing --- hydrophobicity --- leakage current --- dry band arcing --- degradation --- polymeric insulation --- tracking test setup --- composite insulator --- dry band formation --- heat transfer model --- generalized finite difference time domain --- corona discharge --- electric field analysis --- ion flow field --- space charge density --- UFVM --- partial discharge --- optical-UHF integrated detection --- photoelectric fusion pattern --- GIL --- NSCT --- cable joint --- charge simulation method --- electrical tree --- random walk theory --- finite element analysis --- partial discharge modeling --- high-frequency --- fast-rise square wave voltages --- silicone gel --- wide bandgap power modules --- surface discharge --- flashover --- gas --- modelling --- pressure --- thermal properties

Intelligent Electronic Devices

Authors: --- ---
ISBN: 9783039289738 / 9783039289745 Year: Pages: 220 DOI: 10.3390/books978-3-03928-974-5 Language: eng
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Technology (General) --- General and Civil Engineering
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In a modern technological society, electronic engineering and design innovations are both academic and practical engineering fields that involve systematic technological materialization through scientific principles and engineering designs. Engineers and designers must work together with a variety of other professionals in their quest to find systems solutions to complex problems. Rapid advances in science and technology have broadened the horizons of engineering while simultaneously creating a multitude of challenging problems in every aspect of modern life. Current research is interdisciplinary in nature, reflecting a combination of concepts and methods that often span several areas of mechanics, mathematics, electrical engineering, control engineering, and other scientific disciplines. In addition, the 2nd IEEE International Conference on Knowledge Innovation and Invention 2019 (IEEE ICKII 2019) was held in Seoul, South Korea, on 12–15 July, 2019. This book, “Intelligent Electronic Devices”, includes 13 excellent papers form 260 papers presented in this conference about intelligent electronic devices. The main goals of this book were to encourage scientists to publish their experimental and theoretical results in as much detail as possible and to provide new scientific knowledge relevant to the topics of electronics.

Keywords

test pattern generation --- built-in self-test --- broadcast circuit --- low cost --- negative differential resistance --- current-voltage characteristics --- multiple simple current mirror --- threshold voltage --- oscillator --- voltage-controlled oscillator --- ZnO-based nanowires --- hydrothermal method --- Eu3+ and In3+ ions --- photoluminescence properties --- mosquitoes --- Aedes aegypti --- Aedes albopictus --- secondary freeform lens device (SFLD) --- stearic --- dual-input converter --- high voltage gain --- leakage energy recycling --- galvanic isolation --- voltage clamping --- actuator --- lower limb exoskeleton --- wearable robot --- cone-beam computerized tomography (CBCT) --- as low as diagnostically acceptable (ALADA) --- selective anatomy analytic iteration reconstruction (SA2IR) --- low-dosed --- sparse projections --- diagnostic ability --- drift region --- electrostatic discharge (ESD) --- holding voltage (Vh) --- lateral diffusion MOS (LDMOS) --- transmission-line pulse system (TLP system) --- laser pointer --- electromagnetic lock --- sound recognition module --- regions with convolutional neural network (R-CNN) --- adaptive network-based fuzzy inference system (ANFIS) --- 6-DOF robot arm --- high-definition multimedia interface --- PCB layout --- electromagnetic interference --- radiation resistance --- multi-robots --- path programming --- tabu search --- action quality assessment --- human activity analysis --- skeletal feature representation --- electrical circuits and devices --- computer science and engineering --- communications and information processing --- electrostatic discharge (ESD) --- latchup (LU) --- n-channel lateral diffused MOSFET (nLDMOS) --- non-uniform conduction --- secondary breakdown current (It2) --- transmission-line pulse system (TLP system) --- brushless DC motor --- sensorless motor drive --- speed control --- 180-degree conduction

Analysis for Power Quality Monitoring

Authors: ---
ISBN: 9783039281107 / 9783039281114 Year: Pages: 210 DOI: 10.3390/books978-3-03928-111-4 Language: eng
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Technology (General) --- General and Civil Engineering
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We are immersed in the so-called digital energy network, continuously introducing new technological advances for a better way of life. Numerous emerging words are in the spotlight, namely: Internet of Things (IoT), Big Data, Smart Cities, Smart Grid, Industry 4.0, etc. To achieve this formidable goal, systems should work more efficiently, and this fact inevitably leads to power quality (PQ) assurance. Apart from its economic losses, a bad PQ implies serious risks for machines, and consequently for people. Many researchers are endeavoring to develop new analysis techniques, instruments, measurement methods, and new indices and norms that match and fulfil the requirements regarding the current operation of the electrical network. This book offers a compilation of the some recent advances in this field. The chapters range from computing issues to technological implementations, going through event detection strategies and new indices and measurement methods that contribute significantly to the advancement of PQ analysis. Experiments have been developed within the frames of research units and projects, and deal with real data from industry and public buildings. Human beings have an unavoidable commitment with sustainability, which implies adapting PQ monitoring techniques to our dynamic world, defining a digital and smart concept of quality for electricity.

Keywords

power system measurements --- dynamic phasor estimation --- Kalman filters --- phasor measurement --- power quality --- signal waveform compression --- higher-order statistics (HOS) --- power quality (PQ) --- computational solutions for advanced metering infrastructure (AMI) --- smart grid (SG) applications --- harmonics --- constant amplitude trend --- fourth-order statistics --- detection --- spectral kurtosis --- low-voltage DC networks --- power quality disturbances --- power quality monitoring --- DC power quality indices --- voltage ripple --- reconfigurable computing --- FPGA --- power quality --- spectral kurtosis --- digital signal processing --- embedded system --- power quality disturbance --- convolution neural network --- improved principal component analysis --- wind-grid distribution --- power quality (PQ) --- embedded microcontroller --- low cost monitor --- sensor node --- wireless sensor network --- IoT --- RMS voltage estimation --- low computational cost --- limited resources hardware --- power event detection --- energizing warning --- power quality --- voltage sags --- islanding operation --- induction machines --- modelling --- distribution networks --- power quality --- phasor measurement units --- voltage fluctuations --- flicker --- modulation --- power distribution systems --- smart grids --- dense-mesh topology --- municipal distribution network --- smart grid --- power quality monitor --- long-term --- operation analysis --- power quality (PQ) --- PQ indices and thresholds --- reliability --- sensors and instruments for PQ --- big data --- machine learning --- soft computing --- statistical signal processing --- data scalability --- data compression

Wood Properties and Processing

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ISBN: 9783039288212 / 9783039288229 Year: Pages: 350 DOI: 10.3390/books978-3-03928-822-9 Language: eng
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Science (General) --- Physics (General)
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Wood-based materials are CO2-neutral, renewable, and considered to be environmentally friendly. The huge variety of wood species and wood-based composites allows a wide scope of creative and esthetic alternatives to materials with higher environmental impacts during production, use and disposal. Quality of wood is influenced by the genetic and environmental factors. One of the emerging uses of wood are building and construction applications. Modern building and construction practices would not be possible without use of wood or wood-based composites. The use of composites enables using wood of lower quality for the production of materials with engineered properties for specific target applications. Even more, the utilization of such reinforcing particles as carbon nanotubes and nanocellulose enables development of a new generation of composites with even better properties. The positive aspect of decomposability of waste wood can turn into the opposite when wood or wood-based materials are exposed to weathering, moisture oscillations, different discolorations, and degrading organisms. Protective measures are therefore unavoidable for many outdoor applications. Resistance of wood against different aging factors is always a combined effect of toxic or inhibiting ingredients on the one hand, and of structural, anatomical, or chemical ways of excluding moisture on the other.

Keywords

artificial weathering --- blue staining fungi --- colour change --- natural weathering --- wood --- marketing --- material preference --- urban housing --- immigrants --- building culture background --- building material --- chemical changes --- colour changes --- infrared spectroscopy --- hardwoods --- roughness --- Douglas-fir --- lumber --- non-destructive testing --- modulus of elasticity (MOE) --- stiffness --- thinning --- silviculture --- wood based composites --- hybrid beams --- bending stiffness --- flexural rigidity --- aluminium reinforcements --- wooden windows --- end-product-based fiber attribute determinates --- longitudinal stress wave velocity --- mixed-effects hierarchical linear models --- predictive performance --- bamboo grid packing --- cooling packing --- cooling tower --- mechanical properties --- fungi --- bamboo --- heat treatment --- wood --- structural changes --- nondestructive testing --- ultrasound --- Euler-Bernoulli --- modulus of elasticity --- neural network --- high frequency drying --- moisture content --- wood --- brittleness --- density --- dynamic strength --- High-Energy Multiple Impact (HEMI)–test --- Resistance to Impact Milling (RIM) --- bamboo grid packing --- cooling packing --- cooling tower --- chemical composition --- elemental composition --- FTIR --- color --- tropical woods --- brown rot --- Coniophora puteana --- colour --- CIEL*a*b* system --- technological and product innovations --- cyclic loading --- laminated wood --- deflection at the limit of proportionality --- deflection at the modulus of rupture --- wood-processing industry performance --- orthotropic --- elastic constants --- green larch --- compression --- three-point bending --- coefficient of wood bendability --- laminated wood --- technological and product innovations --- minimal curve radius --- orthotropic --- tensile modulus --- tensile strength --- moisture content --- relative humidity --- glued lamella --- flexible chair --- weight of a user --- ultimate state --- volume yield --- European hardwoods --- low quality round wood --- strength grading --- glulam --- ultrasonic wave velocity measurement --- nondestructive assessment --- wood mechanical properties --- intra-ring variation --- dynamic modulus of elasticity --- Pinus massoniana Lamb. --- phenol formaldehyde resin --- wood impregnation --- wood properties --- cell-wall mechanics --- ultrasonic speed --- poplar seedlings --- acoustic resonance --- density --- microfibril angle --- root-collar diameter --- machinability --- Eucalyptus --- plantation timber --- fiber-managed hardwoods

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eng (13)


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2020 (13)