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Kernel Methods and Hybrid Evolutionary Algorithms in Energy Forecasting

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ISBN: 9783038972921 9783038972938 Year: Pages: 186 DOI: 10.3390/books978-3-03897-293-8 Language: English
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Computer Science --- General and Civil Engineering
Added to DOAB on : 2018-10-22 10:01:53
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The development of kernel methods and hybrid evolutionary algorithms (HEAs) to support experts in energy forecasting is of great importance to improving the accuracy of the actions derived from an energy decision maker, and it is crucial that they are theoretically sound. In addition, more accurate or more precise energy demand forecasts are required when decisions are made in a competitive environment. Therefore, this is of special relevance in the Big Data era. These forecasts are usually based on a complex function combination. These models have resulted in over-reliance on the use of informal judgment and higher expense if lacking the ability to catch the data patterns. The novel applications of kernel methods and hybrid evolutionary algorithms can provide more satisfactory parameters in forecasting models. We aimed to attract researchers with an interest in the research areas described above. Specifically, we were interested in contributions towards the development of HEAs with kernel methods or with other novel methods (e.g., chaotic mapping mechanism, fuzzy theory, and quantum computing mechanism), which, with superior capabilities over the traditional optimization approaches, aim to overcome some embedded drawbacks and then apply these new HEAs to be hybridized with original forecasting models to significantly improve forecasting accuracy.

Wearable Wireless Devices

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ISBN: 9783039284429 9783039284436 Year: Pages: 176 DOI: 10.3390/books978-3-03928-443-6 Language: English
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Technology (General) --- General and Civil Engineering
Added to DOAB on : 2020-04-07 23:07:09
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With the growing interest in the use of technology in daily life, the potential for using wearable wireless devices across multiple segments, e.g., healthcare, sports, child monitoring, military, emergency, consumer electronics, etc., is rapidly increasing. Multibillion wearable sensors are predicted to be in use by 2025, with over 30% of them being new types of sensors that are only beginning to emerge. This book will focus on wireless wearable and implantable systems, flexible textile-based electronics, bio-electromagnetics, antennas and propagation, radio frequency (RF) circuits, sensors, security of wearables and implantable systems, nano-bio communication, and electromagnetic sensing

Intermittency and Self-Organisation in Turbulence and Statistical Mechanics

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ISBN: 9783039211081 9783039211098 Year: Pages: 298 DOI: 10.3390/books978-3-03921-109-8 Language: English
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Science (General) --- Mathematics
Added to DOAB on : 2019-08-28 11:21:27
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There is overwhelming evidence, from laboratory experiments, observations, and computational studies, that coherent structures can cause intermittent transport, dramatically enhancing transport. A proper description of this intermittent phenomenon, however, is extremely difficult, requiring a new non-perturbative theory, such as statistical description. Furthermore, multi-scale interactions are responsible for inevitably complex dynamics in strongly non-equilibrium systems, a proper understanding of which remains a main challenge in classical physics. As a remarkable consequence of multi-scale interaction, a quasi-equilibrium state (the so-called self-organisation) can however be maintained. This special issue aims to present different theories of statistical mechanics to understand this challenging multiscale problem in turbulence. The 14 contributions to this Special issue focus on the various aspects of intermittency, coherent structures, self-organisation, bifurcation and nonlocality. Given the ubiquity of turbulence, the contributions cover a broad range of systems covering laboratory fluids (channel flow, the Von Kármán flow), plasmas (magnetic fusion), laser cavity, wind turbine, air flow around a high-speed train, solar wind and industrial application.

Entropy in Dynamic Systems

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ISBN: 9783039216161 9783039216178 Year: Pages: 172 DOI: 10.3390/books978-3-03921-617-8 Language: English
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Technology (General) --- General and Civil Engineering
Added to DOAB on : 2019-12-09 11:49:16
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In order to measure and quantify the complex behavior of real-world systems, either novel mathematical approaches or modifications of classical ones are required to precisely predict, monitor, and control complicated chaotic and stochastic processes. Though the term of entropy comes from Greek and emphasizes its analogy to energy, today, it has wandered to different branches of pure and applied sciences and is understood in a rather rough way, with emphasis placed on the transition from regular to chaotic states, stochastic and deterministic disorder, and uniform and non-uniform distribution or decay of diversity. This collection of papers addresses the notion of entropy in a very broad sense. The presented manuscripts follow from different branches of mathematical/physical sciences, natural/social sciences, and engineering-oriented sciences with emphasis placed on the complexity of dynamical systems. Topics like timing chaos and spatiotemporal chaos, bifurcation, synchronization and anti-synchronization, stability, lumped mass and continuous mechanical systems modeling, novel nonlinear phenomena, and resonances are discussed.

Empirical Finance

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ISBN: 9783038977063 Year: Pages: 276 DOI: 10.3390/books978-3-03897-707-0 Language: English
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Economics
Added to DOAB on : 2019-04-05 10:34:31
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There is no denying the role of empirical research in finance and the remarkable progress of empirical techniques in this research field. This Special Issue focuses on the broad topic of “Empirical Finance” and includes novel empirical research associated with financial data. One example includes the application of novel empirical techniques, such as machine learning, data mining, wavelet transform, copula analysis, and TV-VAR, to financial data. The Special Issue includes contributions on empirical finance, such as algorithmic trading, market efficiency, market microstructure, portfolio theory and asset allocation, asset pricing models, liquidity risk premium, currency crisis, return predictability, and volatility modeling.

Keywords

text similarity --- text mining --- machine learning --- SVM --- neural network --- LSTM --- credit risk --- ensemble learning --- deep learning --- bagging --- random forest --- boosting --- deep neural network --- causality-in-variance --- cross-correlation function --- housing and stock markets --- algorithmic trading --- take profit --- stop loss --- MACD --- ATR --- city banks --- dependence structure --- copula --- n/a --- market microstructure --- price discovery --- latency --- currency crisis --- random forests --- wavelet transform --- predictive accuracy --- housing price --- bank credit --- housing loans --- real estate development loans --- TVP-VAR model --- exchange rate --- volatility --- exports --- ARDL --- Vietnam --- crude oil futures prices forecasting --- convolutional neural networks --- short-term forecasting --- utility of international currency --- inertia --- liquidity risk premium --- US dollar --- Japanese yen --- cointegration --- statistical arbitrage --- natural gas --- wholesale electricity --- futures market --- spark spread --- earnings management --- earnings manipulation --- earnings quality --- initial public offering --- IPO --- asset pricing model --- data mining --- bankruptcy prediction --- financial and non-financial variables --- institutional investors’ shareholdings --- panel data model --- piecewise regression model --- global financial crisis --- gold return --- asymmetric dependence --- financial market stress --- robust regression --- quantile regression --- structural break --- flight to quality

Entropy Measures for Data Analysis: Theory, Algorithms and Applications

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ISBN: 9783039280322 9783039280339 Year: Pages: 260 DOI: 10.3390/books978-3-03928-033-9 Language: English
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Technology (General) --- General and Civil Engineering --- Environmental Engineering
Added to DOAB on : 2020-01-07 09:21:22
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Entropies and entropy-like quantities play an increasing role in modern non-linear data analysis. Fields that benefit from this application range from biosignal analysis to econophysics and engineering. This issue is a collection of papers touching on different aspects of entropy measures in data analysis, as well as theoretical and computational analyses. The relevant topics include the difficulty to achieve adequate application of entropy measures and the acceptable parameter choices for those entropy measures, entropy-based coupling, and similarity analysis, along with the utilization of entropy measures as features in automatic learning and classification. Various real data applications are given.

Keywords

experiment of design --- empirical mode decomposition --- signal analysis --- similarity indices --- synchronization analysis --- auditory attention --- entropy measure --- linear discriminant analysis (LDA) --- support vector machine (SVM) --- auditory attention classifier --- electroencephalography (EEG) --- vague entropy --- distance induced vague entropy --- distance --- complex fuzzy set --- complex vague soft set --- entropy, entropy visualization --- entropy balance equation --- Shannon-type relations --- multivariate analysis --- machine learning evaluation --- data transformation --- sample entropy --- treadmill walking --- center of pressure displacement --- dual-tasking --- analog circuit --- fault diagnosis --- cross wavelet transform --- Tsallis entropy --- parametric t-distributed stochastic neighbor embedding --- support vector machine --- information transfer --- Chinese stock sectors --- effective transfer entropy --- market crash --- system coupling --- cross-visibility graphs --- image entropy --- geodesic distance --- Dempster-Shafer evidence theory --- uncertainty of basic probability assignment --- belief entropy --- plausibility transformation --- weighted Hartley entropy --- Shannon entropy --- learning --- information --- novelty detection --- non-probabilistic entropy --- learning systems --- permutation entropy --- embedded dimension --- short time records --- signal classification --- relevance analysis --- global optimization --- meta-heuristic --- firefly algorithm --- cross-entropy method --- co-evolution --- symbolic analysis --- ordinal patterns --- Permutation entropy --- conditional entropy of ordinal patterns --- Kolmogorov-Sinai entropy --- algorithmic complexity --- information entropy --- particle size distribution --- selfsimilar measure --- simulation --- data analysis --- entropy --- entropy measures --- automatic learning

Progress in Combustion Diagnostics, Science and Technology

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ISBN: 9783039285105 9783039285112 Year: Pages: 336 DOI: 10.3390/books978-3-03928-511-2 Language: English
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Technology (General) --- General and Civil Engineering
Added to DOAB on : 2020-04-07 23:07:09
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The role that combustion plays in the world’s energy systems will continue to evolve with the changes in technological demands. For example, the challenges that we face today are more focused on the conservation of energy and addressing environmental concerns, which together necessitate cleaner and more efficient combustion processes using a range of fuel sources. This book includes contributions to highlight the recent progress in theory and experiments, development, and demonstration of technologies and systems involving combustion processes, for the production, storage, use, and conservation of energy.

Keywords

steam ejector --- wet steam model --- computational fluid dynamics --- condensation effect --- fire suppression system --- acoustic --- frequency --- NOx emission index --- flame length --- global residence time --- flow-field --- flame-front --- gasoline engine --- flame propagation --- turbulence --- PPCI diesel engine --- pilot injection --- combustion noise --- stationary wavelet packet transform --- stationary wavelet transform --- CO2 emission --- gasoline vehicles --- electric vehicles --- driving cycles --- vehicle dynamic model --- High speed PIV --- flame propagation --- planer laser tomography --- micro-scale combustion --- diffusion flames --- micro power generation --- numerical investigations --- fire whirl --- computational fluid dynamics --- eddy-generation mechanism --- combustion modelling --- detailed chemistry --- large eddy simulation --- combustion waste heat --- experiment --- steam ejector --- shock-mixing layer --- flow structure --- operating parameter --- combustion waste heat --- steam ejector --- shock wave --- entrainment ratio --- pumping performance --- critical back pressure --- hot jet detonation initiation technique --- flame acceleration --- detonation combustion --- vortex --- ignition position --- hydrogen --- internal combustion engine --- compression ignition --- dual-fuel engine --- direct injection --- high pressure gas jet --- jet penetration --- fuel injector --- CI engine --- biofuel --- fuel combustion --- combustion --- alternative fuel --- canola oil (Co) --- diesel engine --- common rail --- diesel fuel (Df) --- n-hexane --- injection --- tunable diode laser absorption tomography --- exhaust gas --- temperature --- similarity analysis --- Mahalanobis distance --- root mean square error --- fire whirl --- computational fluid dynamics --- eddy-generation mechanism --- combustion modelling --- detailed chemistry --- large eddy simulation --- engine valve systems --- continuously variable valve systems --- engine valve system control --- combustion optimization

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
Added to DOAB on : 2020-06-09 16:38:57
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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

Power Electronics and Power Quality

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ISBN: 9783039283583 / 9783039283590 Year: Pages: 336 DOI: 10.3390/books978-3-03928-359-0 Language: eng
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Technology (General) --- General and Civil Engineering
Added to DOAB on : 2020-06-09 16:38:57
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Power quality (PQ) is receiving more and more attention from consumers, distribution system operators, transmission system operators, and other entities related to electrical power systems. As PQ problems have direct implications for business productivity, causing high economic losses, the research and development monitoring technologies and power electronics solutions that ensure the PQ of the power systems are matters of utmost importance. This book is a collection of high quality papers published in the “Power Electronics and Power Quality” Special Issue of the journal Energies. It reflects on the latest investigations and the new trends in this field.

Keywords

high speed maglev --- long-stator synchronous motor --- propulsion inverter control system position estimator --- distorted grid conditions --- SGDFT --- Lagrange-interpolation method --- frequency adaption --- SC --- primary neutral integrity --- multi-grounded neutral (MGN) system --- neutral integrity detection --- passive method --- computer simulation --- modeling --- microinverter --- photovoltaic systems --- state-space model --- power inverter --- voltage source inverter --- four-leg inverter --- cost-effectiveness --- current control --- pulse width modulation --- indirect matrix converter (IMC) --- input filter --- input power factor --- matrix converter (MC) --- space vector modulation (SVM) --- power quality --- microgrid (MG) --- renewable power generation --- superconducting magnetic energy storage (SMES) --- energy shaping passivity (ESP)-based control --- power semiconductor device --- temperature --- switching transients --- variation in voltage --- half-bridge inverters --- digital control --- hysteresis current control --- switching frequency --- optimization --- static var compensator --- series active filter --- thyristor-controlled reactor --- phase-leading capacitor --- hybrid static var compensator --- static synchronous compensator --- hybrid active filter --- Pulse Width Modulation (PWM) --- Field Programmable Gate Array (FPGA) --- Total Harmonic Distortion (THD) --- harmonics --- event detection --- power quality --- histogram --- machine learning --- wavelet transform --- continuous particle swarm optimization (CPSO) --- overcurrent relay coordination (OCR) --- time multiplier setting (TMS) --- power system protection --- protection relay --- Simulink --- Matlab --- Omicron CMC 256plus --- power quality --- enerlyzer --- comtrade --- distance protection --- Shunt Active Power Filter --- digital control --- harmonics --- multilevel converter --- power quality --- p-q theory --- robust control --- DC-DC converter --- constant power load --- low voltage direct-current residential microgrid --- Multiterminal HVDC --- CSC --- FBMMC --- MMC --- Hybrid HVDC --- Full-bridge --- power control --- voltage control --- DC short-circuit handling --- hybrid power filter --- power quality --- reactive power

Sustainable Use of Soils and Water: The Role of Environmental Land Use Conflicts

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ISBN: 9783039286447 / 9783039286454 Year: Pages: 332 DOI: 10.3390/books978-3-03928-645-4 Language: eng
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Science (General) --- Environmental Sciences
Added to DOAB on : 2020-06-09 16:38:57
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This book on the sustainable use of soils and water addressed a variety of issues related to the utopian desire for environmental sustainability and the deviations from this scene observed in the real world. Competing interests for land are frequently a factor in land degradation, especially where the adopted land uses do not conform with the land capability (the natural use of soil). The concerns of researchers about these matters are presented in the articles comprising this Special Issue book. Various approaches were used to assess the (im)balance between economic profit and environmental conservation in various regions, in addition to potential routes to bring landscapes back to a sustainable status being disclosed.

Keywords

land eco-security --- multi-dimension --- cloud model --- set pair theory --- evaluation --- sustainable development --- water resources --- Contemporary Yellow River Delta --- groundwater depth --- temporal stability --- debris flow waste-shoal land --- land use and transformation --- driving forces analysis --- territorial development --- marginal land resources --- groundwater flow field --- scale effects --- discrete wavelet transform --- time series analysis --- multiple stresses --- land use conflicts --- encounters of interests --- landscape as geosystem --- integrative landscape management --- Trnava district --- nitrogen --- agriculture --- Nitrate Vulnerable Zones --- macromodel DNS/SWAT --- rural households’ behaviors --- arable soil --- heavy metal pollution assessment --- Lankao county --- Managed Aquifer --- Recharge --- Groundwater --- Institutions --- Ghana --- comprehensive land carrying capacity --- multi-criterion comprehensive evaluation --- analytic hierarchy process --- standard deviation --- weight --- spatial variation --- Green GDP --- Ecosystem service value --- Gross Domestic Product --- Land Use --- CA-Markov --- Land use change --- temporal-spatial variations --- environmental and economic changes --- arid region --- central Asia --- land use/cover change --- SWAT --- hydrological processes --- sustainable agriculture --- MicroLEIS DSS --- land-use planning --- soil reclamation --- groundwater recharge --- recharge zones --- river basin --- spatialization --- relief --- geology --- forest --- urbanization --- water resource management --- land use policy --- water footprint --- agricultural and livestock products --- Penman–Monteith equation --- evapotranspiration --- climate conditions --- withdrawal of agricultural land --- contributions --- developmental factors --- territorial factors --- legislative factors --- hydrologic modeling --- ungauged catchment --- stream flow downscaling --- karst aquifer --- urban area --- conjunctive water resources management --- recharge --- overexploitation --- geo hazards --- water resources --- soil --- land use change --- conflicts --- environmental degradation --- sustainability

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