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The field of data mining has made significant and far-reaching advances over the past three decades. Because of its potential power for solving complex problems, data mining has been successfully applied to diverse areas such as business, engineering, social media, and biological science. Many of these applications search for patterns in complex structural information. In biomedicine for example, modeling complex biological systems requires linking knowledge across many levels of science, from genes to disease. Further, the data characteristics of the problems have also grown from static to dynamic and spatiotemporal, complete to incomplete, and centralized to distributed, and grow in their scope and size (this is known as big data). The effective integration of big data for decision-making also requires privacy preservation. The contributions to this monograph summarize the advances of data mining in the respective fields. This volume consists of nine chapters that address subjects ranging from mining data from opinion, spatiotemporal databases, discriminative subgraph patterns, path knowledge discovery, social media, and privacy issues to the subject of computation reduction via binary matrix factorization.
Big data. --- Data mining. --- Data mining -- Methods. --- Data sets, Large --- Large data sets --- Engineering. --- Artificial intelligence. --- Computational intelligence. --- Computational Intelligence. --- Artificial Intelligence (incl. Robotics). --- Intelligence, Computational --- Artificial intelligence --- Soft computing --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Construction --- Industrial arts --- Technology --- Algorithmic knowledge discovery --- Factual data analysis --- KDD (Information retrieval) --- Knowledge discovery in data --- Knowledge discovery in databases --- Mining, Data --- Database searching --- Data sets --- Artificial Intelligence.
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The Special Issue “Non-Destructive Testing of Structures” has been proposed to present the recent developments in the field of the diagnostics of structural materials and components in civil and mechanical engineering. The papers highlighted in this editorial concern various aspects of non-invasive diagnostics, including such topics as the condition assessments of civil and mechanical structures and the connections of structural elements, the inspection of cultural heritage monuments, the testing of structural materials, structural health monitoring systems, the integration of non-destructive testing methods, advanced signal processing for the non-destructive testing of structures (NDT), damage detection and damage imaging, as well as modeling and numerical analyses for supporting structural health monitoring (SHM) systems.
History of engineering & technology --- capillary-based structural health monitoring --- fatigue crack growth --- fatigue crack initiation --- XFEM --- straight lug --- cast-in-place concrete --- temperature --- boundary conditions --- on-line monitoring --- numerical simulations --- strength --- extradosed bridge --- SHM system --- delamination --- width-to-depth ratio (WTDR) --- concrete bridge deck --- handheld IR camera (H-IRC) --- UAV IR camera (UAV-IRC) --- passive IRT --- non-destructive technique --- concrete structure --- non-destructive evaluation --- crack effect --- metal magnetic memory --- magnetic intensity gradient --- stress --- non-destructive testing --- ultrasonic tomography --- graph theory --- concrete --- damage mechanics --- elastic degradation --- damage parameter --- internal length --- experimental research --- methodology --- floors --- cement-based materials --- casting --- forming --- non-destructive and semi-destructive tests --- laser scanning --- photogrammetry --- tachymetry --- bridge deflection --- non-contact measurement --- wave propagation --- damage detection --- numerical modelling --- hardness --- Barkhausen noise --- number of events --- non-destructive testing inverse problem --- adhesive joint --- concrete beam --- guided waves --- debonding --- damage imaging --- root mean square --- cracking pattern --- cracks --- cement composites --- image analysis --- historical floor --- integrated diagnostics --- ground penetrating radar --- ultrasonic testing --- in situ surveys --- finite-difference time-domain modeling --- masonry structures --- autoclaved aerated concrete masonry units (AAC) --- compressive strength --- minor-destructive (MDT) techniques --- non-destructive techniques (NDT) --- acoustoelastic effect (AE) --- quasi-brittle cement composites --- acoustic emission --- acoustic spectrum --- micro events --- acoustic nondestructive methods --- large format tiles --- real-life application --- mechanical load --- failure --- vibration signal analysis --- nondestructive testing --- Kalman filtering --- parameter identification --- magnetic Barkhausen noise --- magnetic anisotropy --- grain oriented steel --- time-frequency representation --- signal processing --- data mining methods --- digital image correlation --- region-based convolutional neural network --- machine learning --- crack monitoring --- crack detection and localization --- elastic waves --- neural networks --- force prediction --- flange connection --- static test --- soil-steel bridge --- terrestrial laser scanning --- finite element method (FEM) --- modelling and simulations --- material parameters identification --- vibration measurements --- testing --- operational modal analysis --- lighthouse --- historic tower --- steel structures --- stressed-skin effect --- diaphragm design --- trapezoidal sheeting --- condition assessment of steel structure --- structural health monitoring --- civil engineering structures --- mechanical structures --- damage detection and visualization --- modeling and simulations --- capillary-based structural health monitoring --- fatigue crack growth --- fatigue crack initiation --- XFEM --- straight lug --- cast-in-place concrete --- temperature --- boundary conditions --- on-line monitoring --- numerical simulations --- strength --- extradosed bridge --- SHM system --- delamination --- width-to-depth ratio (WTDR) --- concrete bridge deck --- handheld IR camera (H-IRC) --- UAV IR camera (UAV-IRC) --- passive IRT --- non-destructive technique --- concrete structure --- non-destructive evaluation --- crack effect --- metal magnetic memory --- magnetic intensity gradient --- stress --- non-destructive testing --- ultrasonic tomography --- graph theory --- concrete --- damage mechanics --- elastic degradation --- damage parameter --- internal length --- experimental research --- methodology --- floors --- cement-based materials --- casting --- forming --- non-destructive and semi-destructive tests --- laser scanning --- photogrammetry --- tachymetry --- bridge deflection --- non-contact measurement --- wave propagation --- damage detection --- numerical modelling --- hardness --- Barkhausen noise --- number of events --- non-destructive testing inverse problem --- adhesive joint --- concrete beam --- guided waves --- debonding --- damage imaging --- root mean square --- cracking pattern --- cracks --- cement composites --- image analysis --- historical floor --- integrated diagnostics --- ground penetrating radar --- ultrasonic testing --- in situ surveys --- finite-difference time-domain modeling --- masonry structures --- autoclaved aerated concrete masonry units (AAC) --- compressive strength --- minor-destructive (MDT) techniques --- non-destructive techniques (NDT) --- acoustoelastic effect (AE) --- quasi-brittle cement composites --- acoustic emission --- acoustic spectrum --- micro events --- acoustic nondestructive methods --- large format tiles --- real-life application --- mechanical load --- failure --- vibration signal analysis --- nondestructive testing --- Kalman filtering --- parameter identification --- magnetic Barkhausen noise --- magnetic anisotropy --- grain oriented steel --- time-frequency representation --- signal processing --- data mining methods --- digital image correlation --- region-based convolutional neural network --- machine learning --- crack monitoring --- crack detection and localization --- elastic waves --- neural networks --- force prediction --- flange connection --- static test --- soil-steel bridge --- terrestrial laser scanning --- finite element method (FEM) --- modelling and simulations --- material parameters identification --- vibration measurements --- testing --- operational modal analysis --- lighthouse --- historic tower --- steel structures --- stressed-skin effect --- diaphragm design --- trapezoidal sheeting --- condition assessment of steel structure --- structural health monitoring --- civil engineering structures --- mechanical structures --- damage detection and visualization --- modeling and simulations
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The Special Issue “Non-Destructive Testing of Structures” has been proposed to present the recent developments in the field of the diagnostics of structural materials and components in civil and mechanical engineering. The papers highlighted in this editorial concern various aspects of non-invasive diagnostics, including such topics as the condition assessments of civil and mechanical structures and the connections of structural elements, the inspection of cultural heritage monuments, the testing of structural materials, structural health monitoring systems, the integration of non-destructive testing methods, advanced signal processing for the non-destructive testing of structures (NDT), damage detection and damage imaging, as well as modeling and numerical analyses for supporting structural health monitoring (SHM) systems.
History of engineering & technology --- capillary-based structural health monitoring --- fatigue crack growth --- fatigue crack initiation --- XFEM --- straight lug --- cast-in-place concrete --- temperature --- boundary conditions --- on-line monitoring --- numerical simulations --- strength --- extradosed bridge --- SHM system --- delamination --- width-to-depth ratio (WTDR) --- concrete bridge deck --- handheld IR camera (H-IRC) --- UAV IR camera (UAV-IRC) --- passive IRT --- non-destructive technique --- concrete structure --- non-destructive evaluation --- crack effect --- metal magnetic memory --- magnetic intensity gradient --- stress --- non-destructive testing --- ultrasonic tomography --- graph theory --- concrete --- damage mechanics --- elastic degradation --- damage parameter --- internal length --- experimental research --- methodology --- floors --- cement-based materials --- casting --- forming --- non-destructive and semi-destructive tests --- laser scanning --- photogrammetry --- tachymetry --- bridge deflection --- non-contact measurement --- wave propagation --- damage detection --- numerical modelling --- hardness --- Barkhausen noise --- number of events --- non-destructive testing inverse problem --- adhesive joint --- concrete beam --- guided waves --- debonding --- damage imaging --- root mean square --- cracking pattern --- cracks --- cement composites --- image analysis --- historical floor --- integrated diagnostics --- ground penetrating radar --- ultrasonic testing --- in situ surveys --- finite-difference time-domain modeling --- masonry structures --- autoclaved aerated concrete masonry units (AAC) --- compressive strength --- minor-destructive (MDT) techniques --- non-destructive techniques (NDT) --- acoustoelastic effect (AE) --- quasi-brittle cement composites --- acoustic emission --- acoustic spectrum --- micro events --- acoustic nondestructive methods --- large format tiles --- real-life application --- mechanical load --- failure --- vibration signal analysis --- nondestructive testing --- Kalman filtering --- parameter identification --- magnetic Barkhausen noise --- magnetic anisotropy --- grain oriented steel --- time-frequency representation --- signal processing --- data mining methods --- digital image correlation --- region-based convolutional neural network --- machine learning --- crack monitoring --- crack detection and localization --- elastic waves --- neural networks --- force prediction --- flange connection --- static test --- soil-steel bridge --- terrestrial laser scanning --- finite element method (FEM) --- modelling and simulations --- material parameters identification --- vibration measurements --- testing --- operational modal analysis --- lighthouse --- historic tower --- steel structures --- stressed-skin effect --- diaphragm design --- trapezoidal sheeting --- condition assessment of steel structure --- structural health monitoring --- civil engineering structures --- mechanical structures --- damage detection and visualization --- modeling and simulations
Choose an application
The Special Issue “Non-Destructive Testing of Structures” has been proposed to present the recent developments in the field of the diagnostics of structural materials and components in civil and mechanical engineering. The papers highlighted in this editorial concern various aspects of non-invasive diagnostics, including such topics as the condition assessments of civil and mechanical structures and the connections of structural elements, the inspection of cultural heritage monuments, the testing of structural materials, structural health monitoring systems, the integration of non-destructive testing methods, advanced signal processing for the non-destructive testing of structures (NDT), damage detection and damage imaging, as well as modeling and numerical analyses for supporting structural health monitoring (SHM) systems.
capillary-based structural health monitoring --- fatigue crack growth --- fatigue crack initiation --- XFEM --- straight lug --- cast-in-place concrete --- temperature --- boundary conditions --- on-line monitoring --- numerical simulations --- strength --- extradosed bridge --- SHM system --- delamination --- width-to-depth ratio (WTDR) --- concrete bridge deck --- handheld IR camera (H-IRC) --- UAV IR camera (UAV-IRC) --- passive IRT --- non-destructive technique --- concrete structure --- non-destructive evaluation --- crack effect --- metal magnetic memory --- magnetic intensity gradient --- stress --- non-destructive testing --- ultrasonic tomography --- graph theory --- concrete --- damage mechanics --- elastic degradation --- damage parameter --- internal length --- experimental research --- methodology --- floors --- cement-based materials --- casting --- forming --- non-destructive and semi-destructive tests --- laser scanning --- photogrammetry --- tachymetry --- bridge deflection --- non-contact measurement --- wave propagation --- damage detection --- numerical modelling --- hardness --- Barkhausen noise --- number of events --- non-destructive testing inverse problem --- adhesive joint --- concrete beam --- guided waves --- debonding --- damage imaging --- root mean square --- cracking pattern --- cracks --- cement composites --- image analysis --- historical floor --- integrated diagnostics --- ground penetrating radar --- ultrasonic testing --- in situ surveys --- finite-difference time-domain modeling --- masonry structures --- autoclaved aerated concrete masonry units (AAC) --- compressive strength --- minor-destructive (MDT) techniques --- non-destructive techniques (NDT) --- acoustoelastic effect (AE) --- quasi-brittle cement composites --- acoustic emission --- acoustic spectrum --- micro events --- acoustic nondestructive methods --- large format tiles --- real-life application --- mechanical load --- failure --- vibration signal analysis --- nondestructive testing --- Kalman filtering --- parameter identification --- magnetic Barkhausen noise --- magnetic anisotropy --- grain oriented steel --- time-frequency representation --- signal processing --- data mining methods --- digital image correlation --- region-based convolutional neural network --- machine learning --- crack monitoring --- crack detection and localization --- elastic waves --- neural networks --- force prediction --- flange connection --- static test --- soil-steel bridge --- terrestrial laser scanning --- finite element method (FEM) --- modelling and simulations --- material parameters identification --- vibration measurements --- testing --- operational modal analysis --- lighthouse --- historic tower --- steel structures --- stressed-skin effect --- diaphragm design --- trapezoidal sheeting --- condition assessment of steel structure --- structural health monitoring --- civil engineering structures --- mechanical structures --- damage detection and visualization --- modeling and simulations
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