0000000000142021

AUTHOR

Stephen Pierce

showing 24 related works from this author

Ultrasonic phased array inspection of wire plus arc additive manufacture samples using conventional and total focusing method imaging approaches

2019

In this study, three aluminium samples produced by wire + arc additive manufacture (WAAM) are inspected using ultrasonic phased array technology. Artificial defects are machined using a centre drill, ø 3 mm, and electrical discharge machining (EDM), ø 0.5-1 mm, in a cylindrical through-hole topology. The samples are first inspected using a single-element wheel probe mounted on a KUKA robot in order to investigate the feasibility of using a conventional ultrasonic transducer approach. Unfortunately, the wheel probe is found to be unsuitable for scanning the WAAM specimens and ultrasonic phased arrays are employed next. The set-up includes 5 MHz and 10 MHz arrays (128 elements) in direct cont…

Materials sciencebusiness.product_categoryartificial defectsArtificial defects Full matrix capture (FMC) Total focusing method (TFM) Ultrasonic phased array Wire + arc additive manufacture (WAAM)Phased arrayApertureController (computing)AcousticsTK0211 other engineering and technologies02 engineering and technologytotal focusing method (TFM)01 natural sciencesSettore ING-IND/14 - Progettazione Meccanica E Costruzione Di MacchineMachiningwire plus arc additive manufacture (WAAM)0103 physical sciencesMaterials Chemistry010301 acoustics021103 operations researchDrillMechanical EngineeringMetals and Alloysfull matrix capture (FMC)Sample (graphics)Wedge (mechanical device)Mechanics of Materialsultrasonic phased arrayUltrasonic sensorbusiness
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Autonomous ultrasonic inspection using Bayesian optimisation and robust outlier analysis

2020

The use of robotics is beginning to play a key role in automating the data collection process in Non Destructive Testing (NDT). Increasing the use of automation quickly leads to the gathering of large quantities of data, which makes it inefficient, perhaps even infeasible, for a human to parse the information contained in them. This paper presents a solution to this problem by making the process of NDT data acquisition an autonomous one as opposed to an automatic one. In order to achieve this, the robotic data acquisition task is treated as an optimisation problem, where one seeks to find locations with the highest indication of damage. The resulting algorithm combines damage detection tech…

0209 industrial biotechnologyComputer scienceTKAerospace Engineering02 engineering and technologycomputer.software_genre01 natural sciencesField (computer science)Settore ING-IND/14 - Progettazione Meccanica E Costruzione Di Macchine020901 industrial engineering & automationData acquisitionNon-destructive testing (NDT)0103 physical sciencesUltrasoundUncertainty quantificationOutlier analysis010301 acousticsCivil and Structural EngineeringData collectionbusiness.industryMechanical EngineeringProbabilistic logicBayesian optimisationAutomationComputer Science ApplicationsControl and Systems EngineeringSignal ProcessingOutlierStructural health monitoringData miningbusinesscomputerGaussian process (GP) regression
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Continuous monitoring of an intentionally-manufactured crack using an automated welding and in-process inspection system

2020

Abstract Automated weld deposition coupled with the real-time robotic Non-Destructive Evaluation (NDE) is used in this paper. For performance verification of the in-process inspection system, an intentionally embedded defect, a tungsten rod, is introduced into the multi-pass weld. A partially-filled groove (staircase) sample is also manufactured and ultrasonically tested to calibrate the real-time inspection implemented on all seven layers of the weld which are deposited progressively. The tungsten rod is successfully detected in the real-time NDE of the deposited position. The same robotic inspection system was then used to continuously monitor an intentionally-manufactured crack for 20 h.…

Ultrasonic phased arrayMaterials scienceTKMechanical engineeringchemistry.chemical_element02 engineering and technologyWeldingTungsten010402 general chemistryRobotic NDE01 natural sciencesSignallaw.inventionRobot weldingSettore ING-IND/14 - Progettazione Meccanica E Costruzione Di Macchinelawlcsh:TA401-492Deposition (phase transition)In-process inspectionRobotic weldingGeneral Materials ScienceIntentionally manufactured weld defectsGroove (music)Mechanical EngineeringContinuous monitoringCrack growth monitoringWork in process021001 nanoscience & nanotechnology0104 chemical scienceschemistryMechanics of Materialslcsh:Materials of engineering and construction. Mechanics of materials0210 nano-technology
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Robotic path planning for non-destructive testing of complex shaped surfaces

2015

The requirement to increase inspection speeds for non-destructive testing (NDT) of composite aerospace parts is common to many manufacturers. The prevalence of complex curved surfaces in the industry provides significant motivation for the use of 6 axis robots for deployment of NDT probes in these inspections. A new system for robot deployed ultrasonic inspection of composite aerospace components is presented. The key novelty of the approach is through the accommodation of flexible robotic trajectory planning, coordinated with the NDT data acquisition. Using a flexible approach in MATLAB, the authors have developed a high level custom toolbox that utilizes external control of an industrial …

EngineeringComplex Surfacesbusiness.industryProgramming complexityUltrasonic testingRoboticsRobot controlNDTSettore ING-IND/14 - Progettazione Meccanica E Costruzione Di MacchineNon-Destructive TestingData acquisitionNondestructive testingPath-planningTrajectoryRobotMotion planningbusinessSimulationAIP Conference Proceedings
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A new probe concept for internal pipework inspection

2017

The interior visual inspection of nuclear pipework is a critical inspection activity required to ensure the continued safe, reliable operation of plant and thus avoid costly outages. Typically, the video output from a manually deployed probe is viewed by an operator online with the task of identifying and estimating the location of surface defects such as cracks, corrosion and pitting. However, it is very difficult to estimate the nature and spatial extent of defects from the often disorientating small field of view video of a relatively large structure. This work describes a new visual inspection system incorporating a wide field of view machine vision camera and additional sensors designe…

Visual inspectionTKStructure from motionLaser profiler
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Multi-aperture beamforming for automated large structure inspection using ultrasonic phased arrays

2019

Increasing the inspection quality and speed is essential in manufacturing applications, especially for large structures (e.g. modern aircrafts). Traditional ultrasonic manual scanning can be comprehensive, but lacks repeatability and is time-consuming. Several robotic non-destructive testing systems have been developed in recent years. Although high inspection rates have been achieved by the use of robotic arms, there is the need to furtherly increase the inspection speeds, to cope with the current industrial demands. For systems delivering robotic ultrasonic inspection through phased array probes, the current bottleneck is given by the time required to electrically fire all elements of the…

Beamformingbusiness.industryApertureComputer sciencePhased arrayTKUltrasonic testingPAUTNondestructive testingBeamformingAutomated InspectionElectronic engineeringRobotUltrasonic sensorUltrasonicsbusinessRobotic arm
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Assessing the accuracy of industrial robots through metrology for the enhancement of automated non-destructive testing

2016

This work presents the study of the accuracy of an industrial robot KR5 arc HW, used to perform quality inspections of components with complex shapes. Metrology techniques such as laser tracking and large volume photogrammetry were deployed to quantify both pose and dynamic path accuracies of the robot in accordance with ISO 9283:1998. The overall positioning pose inaccuracy of the robot is found to be almost 1 mm and path inaccuracy at 100% of the robot rated velocity is 4.5 mm. The maximum pose orientation inaccuracy is found to be 14 degrees and the maximum path orientation inaccuracy is 5 degrees. Despite of the significant maximum inaccuracies, uncertainty of a robotic scanning applica…

0209 industrial biotechnologyRobot kinematicsRobot calibrationComputer sciencebusiness.industryTKRobotic Non-Destructive Testing0206 medical engineeringRobotics02 engineering and technologyRobot end effector020601 biomedical engineeringlaw.inventionIndustrial robot020901 industrial engineering & automationPhotogrammetrylawRobotComputer visionArtificial intelligencebusinessSimulationEnvelope (motion)
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Robotic path planning for non-destructive testing – A custom MATLAB toolbox approach

2016

AbstractThe requirement to increase inspection speeds for non-destructive testing (NDT) of composite aerospace parts is common to many manufacturers. The prevalence of complex curved surfaces in the industry provides motivation for the use of 6 axis robots in these inspections. The purpose of this paper is to present work undertaken for the development of a KUKA robot manipulator based automated NDT system. A new software solution is presented that enables flexible trajectory planning to be accomplished for the inspection of complex curved surfaces often encountered in engineering production. The techniques and issues associated with conventional manual inspection techniques and automated s…

Mathematics(all)0209 industrial biotechnologyEngineeringTKGeneral Mathematics02 engineering and technologycomputer.software_genre01 natural sciencesIndustrial and Manufacturing EngineeringSettore ING-IND/14 - Progettazione Meccanica E Costruzione Di Macchine020901 industrial engineering & automationSoftwareAutomated non-destructive inspectionsNondestructive testingObstacle avoidancePath-planningComputer Aided DesignMotion planningSimulationbusiness.industry010401 analytical chemistryRoboticsAutomation0104 chemical sciencesComputer Science ApplicationsControl and Systems EngineeringTrajectoryRobotbusinesscomputerSoftwareRobotics and Computer-Integrated Manufacturing
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Correction of B-scan distortion for optimum ultrasonic imaging of backwalls with complex geometries

2020

Ultrasound undergoes refraction and reflection at interfaces between media of different acoustic refractive indices. The most common ultrasonic method (pulse-echo) monitors the reflected energy to infer the presence of flaws, whereas the lower amplitude of refracted signals is ignored. When the reflector is orientated normally with respect to the ultrasonic beam, the received echo signal shows the maximum amplitude. The pulse-echo method also relies on monitoring the amplitude of the backwall echo to identify or confirm the presence of defects. This works well for parts with constant thickness and with planar backwalls. Unfortunately, parts with complex backwalls are common to many industri…

Ultrasonic imagingbusiness.industryComputer scienceTKMechanical EngineeringAcousticsMetals and AlloysUltrasonic imagingData visualizationMechanics of MaterialsDistortionMaterials ChemistryB-scansComplex geometriesbusinessData visualisationInsight - Non-Destructive Testing and Condition Monitoring
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PAUT inspection of complex-shaped composite materials through six DOFs robotic manipulators

2015

The requirement to increase inspection speeds for the non-destructive testing (NDT) of composite aerospace parts is common to many manufacturers. The prevalence of complex curved surfaces in the industry provides significant motivation for the use of six-axis robots for the deployment of NDT probes in these inspections. The IntACom project, developed by TWI Technology Centre (Wales) and supported by a number of major aerospace partners and the Welsh government, has produced a prototype robotic NDT system. The prototype system is capable of inspecting complex-geometry composite components with great time savings. Two six-axis robotic arms deploy end effectors carrying phased array ultrasonic…

Engineeringbusiness.industryMechanical EngineeringMetals and AlloysMechanical engineeringCompositeIntAComRobot end effectorPhased array ultrasonicslaw.inventionRoboticNDTSettore ING-IND/14 - Progettazione Meccanica E Costruzione Di MacchineMechanics of MaterialslawSoftware deploymentNondestructive testingMaterials ChemistrySystems engineeringPath-planningRobotAerospacebusinessRobotic armGraphical user interface
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High-temperature in-process inspection followed by 96-h robotic inspection of intentionally manufactured hydrogen crack in multi-pass robotic welding

2021

Abstract This investigation introduces two new techniques to quantitatively address the challenging problem of understanding Hydrogen Induced Cracking (HIC) in welding processes. The first technique is a novel procedure to create a known and controlled HIC in a welded sample. The second is an in-process monitoring technique to measure the initial formation and subsequent growth of the HIC in a multi-pass weld whilst being compatible with the high temperatures associated with the welding process. The HIC was initiated using a localised quenching method of the weld and its character was verified using both macrograph and microscopic investigations. During HIC initiation and growth, the sample…

0209 industrial biotechnologyMaterials scienceHydrogen induced cracksHydrogenchemistry.chemical_elementMechanical engineering02 engineering and technologyWeldinglaw.inventionRobot welding020901 industrial engineering & automation0203 mechanical engineeringlawNondestructive testingGeneral Materials ScienceRobotic weldingQuenchingbusiness.industryRobotic nondestructive testingMechanical EngineeringPhased array ultrasonic testing (PAUT)Work in processCrack growth monitoringCracking020303 mechanical engineering & transportschemistryWelding processTAMechanics of MaterialsbusinessIntentionally embedded defects
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Computer-aided tool path generation for robotic Non-Destructive Inspection

2013

Compared to manual Non-Destructive Testing (NDT) for inspection of engineering components, automated robotic deployment of the same NDT techniques offers an increase in accuracy, precision and speed of inspection while reducing production time and associated labour costs. Traditionally, the robot tool path is either taught or programmed manually. Automation of NDT tool path generation, as presented in this paper, offers further significant time reduction, and an increase in the flexibility of inspection planning compared to manual robot teaching and programming. Moreover, such a solution helps to maintain a controlled probe orientation with respect to the scanned surface, and thus which can…

Settore ING-IND/14 - Progettazione Meccanica E Costruzione Di MacchinePath-planningRobotic NDT
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Robotic path planning for non-destructive testing through RoboNDT

2015

The requirement to increase inspection speeds for non-destructive testing (NDT) is common to many manufacturers. The prevalence of complex curved surfaces in modern products provides motivation for the use of 6 axis robots in these inspections. The techniques and issues associated with conventional manual inspection techniques and automated systems for the inspection of large complex surfaces were reviewed. This paper presents a new MATLAB based software solution (RoboNDT), aiming to fulfil the requirements of robotized NDT inspection. RoboNDT enables flexible trajectory path planning to be accomplished for the inspection of complex curved surfaces. This newly developed software is capable …

Automated and Robotic NDTApplicationComposites
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Introducing a novel mesh following technique for approximation-free robotic tool path trajectories

2017

Abstract Modern tools for designing and manufacturing of large components with complex geometries allow more flexible production with reduced cycle times. This is achieved through a combination of traditional subtractive approaches and new additive manufacturing processes. The problem of generating optimum tool-paths to perform specific actions (e.g. part manufacturing or inspection) on curved surface samples, through numerical control machinery or robotic manipulators, will be increasingly encountered. Part variability often precludes using original design CAD data directly for toolpath generation (especially for composite materials), instead surface mapping software is often used to gener…

QA750209 industrial biotechnologyEngineeringComputational MechanicsMesh following techniqueCAD02 engineering and technologyTool path generationTriangular meshescomputer.software_genreNDT020901 industrial engineering & automationSoftwarelcsh:TA1740202 electrical engineering electronic engineering information engineeringComputer Aided DesignEngineering (miscellaneous)SimulationCommercial softwareSubtractive colorbusiness.industry020207 software engineeringRoboticsRoboticslcsh:Engineering designComputer Graphics and Computer-Aided DesignHuman-Computer InteractionComputational MathematicsModeling and SimulationComputer-aided manufacturingNumerical controlArtificial intelligencebusinessAlgorithmcomputerJournal of Computational Design and Engineering
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In-process calibration of a non-destructive testing system used for in-process inspection of multi-pass welding

2020

Abstract In multi-pass welding, there is increasing motivation to move towards in-process defect detection to enable real-time repair; thus avoiding deposition of more layers over a defective weld pass. All defect detection techniques require a consistent and repeatable approach to calibration to ensure that measured defect sizing is accurate. Conventional approaches to calibration employ fixed test blocks with known defect sizes, however, this methodology can lead to incorrect sizing when considering complex geometries, materials with challenging microstructure, and the significant thermal gradients present in materials during the inter-pass inspection period. To circumvent these challenge…

Materials scienceCalibration (statistics)TKMechanical engineering02 engineering and technologyWeldingIn-process calibration010402 general chemistry01 natural scienceslaw.inventionRobot weldingAcceptance testinglawNondestructive testinglcsh:TA401-492General Materials ScienceRobotic weldingIn-process welding and inspectionRobotic non-destructive testingbusiness.industryMechanical EngineeringProcess (computing)Phased array ultrasonic testing (PAUT)021001 nanoscience & nanotechnologyIntentionally embedded weld defectsSizing0104 chemical sciencesMechanics of Materialslcsh:Materials of engineering and construction. Mechanics of materialsUltrasonic sensor0210 nano-technologybusiness
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A probabilistic compressive sensing framework with applications to ultrasound signal processing

2019

Abstract The field of Compressive Sensing (CS) has provided algorithms to reconstruct signals from a much lower number of measurements than specified by the Nyquist-Shannon theorem. There are two fundamental concepts underpinning the field of CS. The first is the use of random transformations to project high-dimensional measurements onto a much lower-dimensional domain. The second is the use of sparse regression to reconstruct the original signal. This assumes that a sparse representation exists for this signal in some known domain, manifested by a dictionary. The original formulation for CS specifies the use of an l 1 penalised regression method, the Lasso. Whilst this has worked well in l…

Signal processing0209 industrial biotechnologyBayesian methodsComputer scienceTKAerospace Engineering02 engineering and technologycomputer.software_genre01 natural sciencesRelevance vector machineNDTSettore ING-IND/14 - Progettazione Meccanica E Costruzione Di Macchine020901 industrial engineering & automationLasso (statistics)0103 physical sciencesUltrasoundUncertainty quantification010301 acousticsSparse representationCivil and Structural EngineeringSignal processingSignal reconstructionMechanical EngineeringProbabilistic logicSparse approximationCompressive sensingComputer Science ApplicationsCompressed sensingControl and Systems EngineeringRelevance Vector MachineData miningcomputer
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Intentional weld defect process: From manufacturing by robotic welding machine to inspection using TFM phased array

2019

Specimens with intentionally embedded weld defects or flaws can be employed for training, ‎development and research into ‎procedures for mechanical property evaluation and ‎structural integrity assessment. It is critical that the artificial defects are ‎a realistic ‎representation of the flaws produced by welding. Cylindrical holes, which are usually ‎machined after welding, ‎are not realistic enough for our purposes as it is known that they ‎are easier to detect than the naturally occurring ‎imperfections and cracks. Furthermore, it is ‎usually impractical to machine a defect in a location similar to where the real ‎weld defects ‎are found. For example, electro-discharge machining can prod…

Materials scienceAperturePhased arrayTKAcousticschemistry.chemical_elementWeldingRoboticsTungstenlaw.inventionRobot weldingchemistry.chemical_compoundManufacturingMachiningchemistryTungsten carbidelawTFM phased arrayUltrasonic sensorIn-process inspectionWelding
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Compressive sensing for direct time of flight estimation in ultrasound-based NDT

2017

This paper presents an approach for estimation of ultrasonic time-of-flight (TOF) within a Non Destructive Testing (NDT) and Structural Health Monitoring (SHM) context. The presented method leverages recent advances in the field of Compressive Sensing (CS), which makes use of sparsity in a transform domain of a signal in order to reduce the number of samples required to store it. CS achieves this through a two key ideas: random matrix projections, and l1-penalised linear regression. In this case, sparsity arises from the observation that in a pulse-echo ultrasound test, the number of echoes is relatively small compared to the number of measurement points in a waveform. This sparsity is evid…

EngineeringData-processingbusiness.industryTKPhysics::Medical PhysicsAutocorrelationContext (language use)Basis functionTime of flightNDTCompressed sensingNondestructive testingSensingElectronic engineeringWaveformUltrasonicsUltrasonic sensorStructural health monitoringbusinessAlgorithm
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Ultrasonic phased array inspection of a Wire + Arc Additive Manufactured (WAAM) sample with intentionally embedded defects

2019

In this study, Wire + Arc Additive Manufacture (WAAM) was employed to manufacture a steel specimen with intentionally embedded defects which were subsequently used for calibration of an ultrasonic phased array system and defect sizing. An ABB robot was combined with the Cold Metal Transfer (CMT) Gas Metal Arc (GMA) process to deposit 20 layers of mild steel. Tungsten-carbide balls (ø1-3 mm) were intentionally embedded inside the additive structure after the 4th, 8th, 12th and 18th layers to serve as ultrasonic reflectors, simulating defects within the WAAM sample. An ultrasonic phased array system, consisting of a 5 MHz 64 Element phased array transducer, was used to inspect the WAAM sample…

0209 industrial biotechnologyIntentionally embedded defects Total focusing method (TFM) Ultrasonic phased array Wire + Arc Additive Manufacture (WAAM)Materials sciencePhased arrayAcousticsTKUltrasonic testingBiomedical EngineeringProcess (computing)02 engineering and technology021001 nanoscience & nanotechnologySample (graphics)Industrial and Manufacturing EngineeringSettore ING-IND/14 - Progettazione Meccanica E Costruzione Di Macchinechemistry.chemical_compound020901 industrial engineering & automationchemistryTungsten carbideCalibrationGeneral Materials ScienceUltrasonic sensor0210 nano-technologyMetal transferEngineering (miscellaneous)
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Ultrasonic phased array inspection of wire plus arc additive manufacture ‎‎(WAAM) samples using conventional and total focusing method (TFM) ‎imaging…

2018

In this study, three aluminium samples produced by wire + arc additive manufacture (WAAM) are inspected using ultrasonic phased array technology. Artificial defects are machined using a centre drill, ø3 mm, and electro-discharge machining (EDM), ø0.5-1 mm, in a cylindrical through hole topology. The sample was first inspected by a single element wheel probe mounted on a KUKA robot in order to investigate the feasibility of using a conventional ultrasonic transducer approach. Unfortunately, the wheel probe was found to be unsuitable for scanning of the WAAM specimens and ultrasonic phased arrays were employed next. The setup included 5 MHz and 10 MHz arrays (128 elements) in direct contact w…

Ultrasonic phased arraySettore ING-IND/14 - Progettazione Meccanica E Costruzione Di MacchineWire + Arc additive manufacture (WAAM)Full matrix capture (FMC)Total focusing method (TFM)Artificial defects
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Investigating the effect of residual stress on hydrogen cracking in multi-pass robotic welding through process compatible non-destructive testing

2021

Abstract In this paper, the effect of Welding Residual Stress (WRS) on the size and morphology of hydrogen-induced cracks (HIC) is studied. Four samples were manufactured using a 6-axis welding robot and in two separate batches. The difference between the two batches was the clamping system used, which resulted in different amounts of welding deformation and WRS. The hydrogen cracks were intentionally manufactured in the samples using a localised water-quenching method, where water was sprayed over a specific weld pass in a predetermined position. The Phased-Array Ultrasonic Testing (PAUT) system was implemented during the welding process (high-temperature in-process method), to detect the …

Multi-pass robotic welding0209 industrial biotechnologyMaterials scienceStrategy and ManagementTK02 engineering and technologyWeldingManagement Science and Operations ResearchIndustrial and Manufacturing Engineeringlaw.inventionRobot weldingHole-drilling methodSettore ING-IND/14 - Progettazione Meccanica E Costruzione Di Macchine020901 industrial engineering & automationIntentionally-embedded weld defectsResidual stresslawNondestructive testingComposite materialHole drilling methodbusiness.industryWelding residual stress (WRS)Ultrasonic testingPhased array ultrasonic testing (PAUT)021001 nanoscience & nanotechnologyClampingHydrogen induced crack (HIC)0210 nano-technologybusinessHydrogen embrittlement
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Enabling robotic adaptive behaviour capabilities for new industry 4.0 automated quality inspection paradigms

2020

The seamless integration of industrial robotic arms with server computers, sensors and actuators can revolutionise the way in which automated non-destructive testing (NDT) is performed and conceived. Achieving effective integration and realising the full potential of robotic systems presents significant challenges, since robots, sensors and end-effector tools are often not necessarily designed to be put together and form a holistic system. This paper presents recent breakthroughs, opening up new scenarios for the inspection of product quality in advanced manufacturing. Many years of research have brought to software platforms the ability to integrate external data acquisition instrumentatio…

Industry 4.0Computer scienceTK0211 other engineering and technologies02 engineering and technology01 natural sciencesSettore ING-IND/14 - Progettazione Meccanica E Costruzione Di MacchineSoftware0103 physical sciencesMaterials ChemistryAutomated and robotic NDTAdvanced manufacturingMotion planning010301 acousticscomputer.programming_language021103 operations researchbusiness.industryMechanical EngineeringMetals and AlloysRobotics Quality Inspection Adaptive Industry 4.0Python (programming language)Industry 4.0ToolboxMechanics of MaterialsSystems engineeringAutonomous inspectionRobotbusinessRobotic armcomputer
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Machine learning at the interface of structural health monitoring and non-destructive evaluation

2020

While both non-destructive evaluation (NDE) and structural health monitoring (SHM) share the objective of damage detection and identification in structures, they are distinct in many respects. This paper will discuss the differences and commonalities and consider ultrasonic/guided-wave inspection as a technology at the interface of the two methodologies. It will discuss how data-based/machine learning analysis provides a powerful approach to ultrasonic NDE/SHM in terms of the available algorithms, and more generally, how different techniques can accommodate the very substantial quantities of data that are provided by modern monitoring campaigns. Several machine learning methods will be illu…

Damage detectionComputer scienceTKGeneral MathematicsInterface (computing)General Physics and AstronomyCompressive sensing machine learning non-destructive evaluation structural health monitoring transfer learning ultrasoundMachine learningcomputer.software_genreMachine LearningSettore ING-IND/14 - Progettazione Meccanica E Costruzione Di MacchineEngineeringManufacturing and Industrial FacilitiesNon destructiveHumansUltrasonicsFeature databusiness.industryUltrasonic testingGeneral EngineeringBayes TheoremSignal Processing Computer-AssistedArticlesRoboticsData CompressionIdentification (information)Regression AnalysisStructural health monitoringArtificial intelligenceTransfer of learningbusinesscomputerAlgorithmsPhilosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences
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Novel algorithms for 3D surface point cloud boundary detection and edge reconstruction

2019

Abstract Tessellated surfaces generated from point clouds typically show inaccurate and jagged boundaries. This can lead to tolerance errors and problems such as machine judder if the model is used for ongoing manufacturing applications. This paper introduces a novel boundary point detection algorithm and spatial FFT-based filtering approach, which together allow for direct generation of low noise tessellated surfaces from point cloud data, which are not based on pre-defined threshold values. Existing detection techniques are optimized to detect points belonging to sharp edges and creases. The new algorithm is targeted at the detection of boundary points and it is able to do this better tha…

PolynomialBoundary detection Edge reconstruction Point-cloudComputer scienceTKFast Fourier transformComputational MechanicsPoint cloudBoundary (topology)02 engineering and technologySettore ING-IND/14 - Progettazione Meccanica E Costruzione Di Macchine0203 mechanical engineeringlcsh:TA1740202 electrical engineering electronic engineering information engineeringEngineering (miscellaneous)Function (mathematics)lcsh:Engineering designComputer Graphics and Computer-Aided DesignHuman-Computer InteractionComputational MathematicsNoise020303 mechanical engineering & transportsModeling and SimulationCurve fittingArtificial noise020201 artificial intelligence & image processingAlgorithmJournal of Computational Design and Engineering
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