The document describes three patents related to imaging systems. The first patent is for an imaging system and method with scatter correction that acquires projection images of an object, generates scatter-free projection images by correcting for scatter, and reconstructs a 3D image based on the scatter-free images. The second patent is for an inspection tool for radiographic systems. The third patent describes converting a digital radiograph to an absolute thickness map.
This patent document describes an inspection tool for radiographic systems. The tool allows a user to input data about an object, radiation source, and detector. It then uses an optimization algorithm to automatically calculate optimal exposure parameters for the radiation source. This ensures high quality images while minimizing radiation exposure time. The tool models the entire imaging process and considers effects like scatter radiation. It provides advantages like faster inspection times and applicability to different source/detector configurations.
This patent document describes a method for converting digital radiographs into absolute thickness maps that characterize objects under inspection. The method involves obtaining a digital radiograph image, generating and applying calibration data to correct for factors like radiation path variations and detector properties, applying gray scale transformations and corrections, and writing a thickness image. The thickness image is then compared to a nominal pipe profile mapped to the same coordinate system to generate an image showing thickness loss.
Accelerating Particle Image Velocimetry using Hybrid ArchitecturesVivek Venugopalan
High Performance Computing (HPC) applications are mapped to a cluster of multi-core processors communicating using high speed interconnects. More computational power is harnessed with the addition of hardware accelerators such as Graphics Processing Unit (GPU) cards and Field Programmable Gate Arrays (FPGAs). Particle Image Velocimetry (PIV) is an embarrassingly parallel application that can benefit from acceleration using hybrid architectures. The PIV application is mapped to a Nvidia GPU system, resulting in 3x speedup over a dual quad-core Intel processor implementation. The design methodology used to implement the PIV application on a specialized FPGA platform under development is described in brief and the resulting performance benefit is analyzed.
This patent describes a device for applying saved frequency information to the body in the form of modulated magnetic fields and/or modulated light. The device contains a transceiver, display, memory, control electronics, digital-to-analog converter, coil for generating modulated magnetic fields, and a laser for generating modulated light. It can download frequency information from a server, store it in memory, and transmit it to the coil and/or laser. The invention also relates to a method for tapping heart electrical potential and pulse signals and applying saved frequency information using such a device.
This patent describes a method and apparatus for minimizing signal noise in neutron fluorescence processes using synchronized gamma ray detection. The apparatus includes a neutron source, gamma ray detector, and control mechanism. The gamma ray detector is synchronized to the neutron time of flight by the control mechanism, such that it remains switched off during the pulse period of the neutron source and subsequent time of flight. This ensures that any nuisance signals arriving at the detector during these times are not detected or considered. The synchronization of the gamma ray detector improves the signal-to-noise ratio by reducing background noise from sources like the neutron generator and atmosphere.
Towards Better than Human Capability in Diagnosing Prostate Cancer Using Infr...Xavier Llorà
Cancer diagnosis is essentially a human task. Almost universally, the process requires the extraction of tissue (biopsy) and examination of its microstructure by a human. To improve diagnoses based on limited and inconsistent morphologic knowledge, a new approach has recently been proposed that uses molecular spectroscopic imaging to utilize microscopic chemical composition for diagnoses. In contrast to visible imaging, the approach results in very large data sets as each pixel contains the entire molecular vibrational spectroscopy data from all chemical species. Here, we propose data handling and analysis strategies to allow computer-based diagnosis of human prostate cancer by applying a novel genetics-based machine learning technique ({\tt NAX}). We apply this technique to demonstrate both fast learning and accurate classification that, additionally, scales well with parallelization. Preliminary results demonstrate that this approach can improve current clinical practice in diagnosing prostate cancer.
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive functioning. Exercise causes chemical changes in the brain that may help protect against mental illness and improve symptoms.
This document discusses three entry points for brands to engage with gamers:
1) Integrating brands directly into existing games to raise awareness in a non-intrusive way, like Ford promoting their cars in The Sims.
2) Partnering with popular games and movies to create special branded levels and apps, like Universal Pictures working with Doodle Jump.
3) Creating their own branded games, though it notes brands often had limited success with this in the past and now focus more on partnering with popular titles.
The overall message is that gaming is a massive social activity and brands can benefit by finding subtle ways to engage users within these interactive communities rather than interrupting gameplay with obvious ads.
This patent document describes an inspection tool for radiographic systems. The tool allows a user to input data about an object, radiation source, and detector. It then uses an optimization algorithm to automatically calculate optimal exposure parameters for the radiation source. This ensures high quality images while minimizing radiation exposure time. The tool models the entire imaging process and considers effects like scatter radiation. It provides advantages like faster inspection times and applicability to different source/detector configurations.
This patent document describes a method for converting digital radiographs into absolute thickness maps that characterize objects under inspection. The method involves obtaining a digital radiograph image, generating and applying calibration data to correct for factors like radiation path variations and detector properties, applying gray scale transformations and corrections, and writing a thickness image. The thickness image is then compared to a nominal pipe profile mapped to the same coordinate system to generate an image showing thickness loss.
Accelerating Particle Image Velocimetry using Hybrid ArchitecturesVivek Venugopalan
High Performance Computing (HPC) applications are mapped to a cluster of multi-core processors communicating using high speed interconnects. More computational power is harnessed with the addition of hardware accelerators such as Graphics Processing Unit (GPU) cards and Field Programmable Gate Arrays (FPGAs). Particle Image Velocimetry (PIV) is an embarrassingly parallel application that can benefit from acceleration using hybrid architectures. The PIV application is mapped to a Nvidia GPU system, resulting in 3x speedup over a dual quad-core Intel processor implementation. The design methodology used to implement the PIV application on a specialized FPGA platform under development is described in brief and the resulting performance benefit is analyzed.
This patent describes a device for applying saved frequency information to the body in the form of modulated magnetic fields and/or modulated light. The device contains a transceiver, display, memory, control electronics, digital-to-analog converter, coil for generating modulated magnetic fields, and a laser for generating modulated light. It can download frequency information from a server, store it in memory, and transmit it to the coil and/or laser. The invention also relates to a method for tapping heart electrical potential and pulse signals and applying saved frequency information using such a device.
This patent describes a method and apparatus for minimizing signal noise in neutron fluorescence processes using synchronized gamma ray detection. The apparatus includes a neutron source, gamma ray detector, and control mechanism. The gamma ray detector is synchronized to the neutron time of flight by the control mechanism, such that it remains switched off during the pulse period of the neutron source and subsequent time of flight. This ensures that any nuisance signals arriving at the detector during these times are not detected or considered. The synchronization of the gamma ray detector improves the signal-to-noise ratio by reducing background noise from sources like the neutron generator and atmosphere.
Towards Better than Human Capability in Diagnosing Prostate Cancer Using Infr...Xavier Llorà
Cancer diagnosis is essentially a human task. Almost universally, the process requires the extraction of tissue (biopsy) and examination of its microstructure by a human. To improve diagnoses based on limited and inconsistent morphologic knowledge, a new approach has recently been proposed that uses molecular spectroscopic imaging to utilize microscopic chemical composition for diagnoses. In contrast to visible imaging, the approach results in very large data sets as each pixel contains the entire molecular vibrational spectroscopy data from all chemical species. Here, we propose data handling and analysis strategies to allow computer-based diagnosis of human prostate cancer by applying a novel genetics-based machine learning technique ({\tt NAX}). We apply this technique to demonstrate both fast learning and accurate classification that, additionally, scales well with parallelization. Preliminary results demonstrate that this approach can improve current clinical practice in diagnosing prostate cancer.
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive functioning. Exercise causes chemical changes in the brain that may help protect against mental illness and improve symptoms.
This document discusses three entry points for brands to engage with gamers:
1) Integrating brands directly into existing games to raise awareness in a non-intrusive way, like Ford promoting their cars in The Sims.
2) Partnering with popular games and movies to create special branded levels and apps, like Universal Pictures working with Doodle Jump.
3) Creating their own branded games, though it notes brands often had limited success with this in the past and now focus more on partnering with popular titles.
The overall message is that gaming is a massive social activity and brands can benefit by finding subtle ways to engage users within these interactive communities rather than interrupting gameplay with obvious ads.
Multiscale Anomaly Detection and Image Registration Algorithms for Airborne L...Jeff Barnes
This document presents algorithms for multiscale anomaly detection and image registration for airborne landmine detection. A multiscale Reed-Xiaoli anomaly detection algorithm is developed that performs detection within the shift-invariant wavelet representation of an image. This is shown to better detect anomalies in correlated noise than single-band detection. A scale-space image registration algorithm uses the scale-invariant feature transform to match features between images for more accurate registration than correlation-based techniques. A neural network detection algorithm is also discussed that uses wavelet coefficients as inputs to classify pixels as mine or background.
A novel Lab-on-Tip nanomechanical platform for single molecule DNA sequencingZhuo Wang
This document describes a novel Lab-on-Tip nanomechanical platform for single molecule DNA sequencing. Key points:
- Existing DNA sequencing methods based on fluorescence, AFM, and ion current detection through nanopores still have limitations.
- The proposed method uses a cantilever with nanofluidic components integrated on the tip, including a lateral nanopore and reservoirs.
- As a single strand of DNA passes through the nanopore, the different binding forces between DNA base pairs (20pN for G-C, 10pN for A-T) will translate to lateral forces on the cantilever tip, which can be detected with high resolution.
- This approach combines advantages of existing
This patent document describes a method for converting digital radiographs into absolute thickness maps that characterize objects under inspection. The method involves obtaining a digital radiograph image, generating and applying calibration data to correct for factors like radiation path variations and detector properties, applying gray scale transformations and corrections, and writing a thickness image. The thickness image is then compared to a nominal pipe profile mapped to the same coordinate system to generate an image showing thickness loss.
⭐⭐⭐⭐⭐ Device Free Indoor Localization in the 28 GHz band based on machine lea...Victor Asanza
This document discusses device-free indoor localization using machine learning techniques at 28 GHz. The methodology uses ray tracing to generate fingerprint data and selects features from received power values. A random forest algorithm is used for classification and regression training on global and combined classifiers. Results show that combining independent classifiers from one or two transmitters reduces positioning error by at least 16-19% compared to global classification, and by at least 36-37% when combining two transmitters with classification-regression. The size and number of partition classes impacts error, and additional small improvements are achieved through classification-regression combination.
The document discusses photometry, which is the science of measuring human visual response to light. It describes how the Commission Internationale de l'Eclairage (CIE) defined the average human eye's response to light in 1924 by compiling data on light-adapted eyes into the photopic curve. The photopic curve shows that people are most sensitive to green light and less sensitive to red and violet wavelengths. The CIE also defined the scotopic curve to describe the eye's response in low-light conditions. The CIE aimed to establish a standard light source as a reference for photometry measurements.
This document discusses digital subtraction angiography (DSA), including its history, equipment, and applications. DSA involves acquiring digital fluoroscopic images before and after injecting contrast material, and using computer subtraction to remove bone structures and leave an image of blood vessels. It originated in the 1970s and allows for real-time angiography with improved vessel contrast compared to conventional techniques. Key components of DSA systems include an x-ray unit, image intensifier, computer, and software for image processing functions like subtraction, enhancement, and roadmapping.
This is my previous work (a decade ago) regarding modeling, simulation and design of single-axis CMOS MEMS Gyroscope. Hope it helps those who are still working in this field.
Characterization Studies of a CdTe Pixelated Timepix Detector for Applicatio...Costa Papadatos
This document summarizes a master's thesis that characterized a CdTe pixelated Timepix detector for applications in particle physics and medical physics. The thesis studied polarization effects in the detector to determine if detectors with ohmic contacts exhibit polarization. It was observed that the effective bias of the detector decreased over a 38-hour period, indicating polarization. The detector was exposed to gamma rays and its energy resolution was measured to be within 1.18% and 0.03% for the energies studied. Both per-pixel and global energy calibrations were implemented and compared when measuring proton energies between 0.8-10 MeV. The global calibration improved energy resolution by an average of 8.6% for protons. The presence of traps in Cd
A 1995-1998 project evaluated using coiled tubing for artificial lift applications. Shell successfully used coiled tubing to deploy an electric submersible pump offshore for the first time. Other applications of coiled tubing for artificial lift that were studied included gas lift, jet pumps, and deploying coiled tubing for well unloading and recompletions. Coiled tubing provided benefits over conventional artificial lift methods like reducing installation time and costs.
A 1995-1998 project evaluated using coiled tubing for artificial lift applications. Shell successfully used coiled tubing to deploy an electric submersible pump offshore for the first time. Other applications of coiled tubing for artificial lift that were studied included gas lift, jet pumps, and deploying coiled tubing for well unloading and recompletions. Coiled tubing provided benefits over conventional artificial lift methods like reducing installation time and costs.
Brl arpa doploc satellite detection complexClifford Stone
This document provides a technical summary of a research and development program from June 1958 to June 1961 that evaluated the feasibility of using Doppler shift measurements to detect and track non-radiating satellites. An interim research facility was established with an illuminating transmitter and two receiving stations to collect real data and develop computational methods for determining orbital parameters from single-station passes. To address the expected increasing number of satellites, a full-scale system was proposed using a scanned fan beam with a transmitter and receiver separated by 1,000 miles that would synchronously scan a half-cylinder volume out to a radius of 3,000 miles. However, further development of the full-scale system was prevented by an early project cancellation order.
Optical Coherence Tomography (OCT) is a high resolution 3D imaging technique that uses low coherence interferometry to visualize internal structures of the eye. There are two main types - time domain OCT which uses a scanning reference mirror, and Fourier domain OCT which uses a fast sweeping laser and fixed reference mirror. OCT is useful for examining retinal layers, monitoring disease progression and treatment response, and planning treatments. Images are interpreted based on reflectivity, and common pathologies like retinal detachment, macular holes, and cystoid macular edema are identifiable. Commercially, Cirrus HD-OCT provides quantitative measurements and deviation maps to analyze retinal nerve fiber layer and macular thickness. Anterior segment OCT also allows imaging of anterior chamber
This document describes the characterization of a segmented BaF2 total absorption gamma-ray spectrometer. It discusses beta decay studies, total absorption gamma-ray spectroscopy, and the design goals of a new spectrometer. The spectrometer was tested using 22Na, 60Co and 137Cs laboratory sources. Characterization included energy calibration, resolution, pileup distortion, and detection efficiency. Results from the experimental measurements were compared to Monte Carlo simulations of the spectrometer response.
This whitepaper discusses fiber optic sensing technologies. It describes two types of sensing: local measurement using fiber Bragg gratings and distributed sensing using backscattering along the optical fiber. Distributed sensing can be done using Rayleigh, Brillouin, or Raman scattering. Applications in the oil and gas industry are discussed, including using fiber Bragg gratings for downhole monitoring and distributed acoustic sensing for pipeline monitoring.
Vibration Isolation of an Air Compressor by using Sandwich Mount IsolatorsIRJET Journal
This document analyzes the vibration isolation performance of different composite isolators for an air compressor. It presents theoretical calculations of stiffness, damping coefficient, natural frequency, and transmissibility for different composite isolator combinations of rubber, felt and cork. Experimental testing is also conducted to measure acceleration and transmissibility of the air compressor mounted on different isolators. The results show that rubber composite isolators provide the best isolation with the lowest transmissibility. Felt composites provide the second best isolation. Cork composites have the highest transmissibility and provide the least vibration isolation. Both the theoretical and experimental results agree with each other. In conclusion, rubber isolators are most effective at isolating vibrations of the air compressor, followed
The document discusses methods and apparatuses for compressing digital image data. It describes performing a wavelet transform on each pixel to generate coefficients, encoding the coefficients into a bit stream based on a target rate, and iteratively encoding coefficients of sub-bands based on a threshold. The encoded data can then be transmitted and decoded. The methods allow for efficient compression of image data for transmission over networks.
1) A new asymmetrical array induction logging tool called ACRt has been designed to address uncertainties in previous generation tools.
2) ACRt has all sub-arrays on one side to optimize tool length without sacrificing investigation depth, targeting 5 radial depths from 10-90 inches.
3) Rigorous calibration and thermal correction methodologies ensure accuracy and insensitivity to environment for ACRt's measurements.
MSc_Thesis_Wake_Dynamics_Study_of_an_H-type_Vertical_Axis_Wind_TurbineChenguang He
This thesis investigates the wake dynamics of an H-type vertical axis wind turbine using particle image velocimetry (PIV). Two-component PIV is used to study vorticity shedding and horizontal wake expansion at the turbine mid-span plane. Stereoscopic PIV is performed on 7 cross-stream vertical planes to analyze tip vortex dynamics and the evolution of 3D wake structures. The experimental results show asymmetrical vorticity decay in the horizontal plane, with faster decay on the leeward side. Tip vortices are stronger than shed vortices. Near the turbine axis, tip vortices move inboard behind the rotor before moving outboard towards the windward side further downstream. Vertical
This document describes the development of a phase contrast imaging simulator in GATE (Gate Application Toolkit for Emission Tomography). The implementation includes Monte Carlo simulation of x-ray attenuation and an analytical model for Fresnel diffraction. The program was written in C++ and validated through simulations comparing results to theoretical values and real x-ray images. Limitations of the current implementation are discussed along with potential solutions.
Multiscale Anomaly Detection and Image Registration Algorithms for Airborne L...Jeff Barnes
This document presents algorithms for multiscale anomaly detection and image registration for airborne landmine detection. A multiscale Reed-Xiaoli anomaly detection algorithm is developed that performs detection within the shift-invariant wavelet representation of an image. This is shown to better detect anomalies in correlated noise than single-band detection. A scale-space image registration algorithm uses the scale-invariant feature transform to match features between images for more accurate registration than correlation-based techniques. A neural network detection algorithm is also discussed that uses wavelet coefficients as inputs to classify pixels as mine or background.
A novel Lab-on-Tip nanomechanical platform for single molecule DNA sequencingZhuo Wang
This document describes a novel Lab-on-Tip nanomechanical platform for single molecule DNA sequencing. Key points:
- Existing DNA sequencing methods based on fluorescence, AFM, and ion current detection through nanopores still have limitations.
- The proposed method uses a cantilever with nanofluidic components integrated on the tip, including a lateral nanopore and reservoirs.
- As a single strand of DNA passes through the nanopore, the different binding forces between DNA base pairs (20pN for G-C, 10pN for A-T) will translate to lateral forces on the cantilever tip, which can be detected with high resolution.
- This approach combines advantages of existing
This patent document describes a method for converting digital radiographs into absolute thickness maps that characterize objects under inspection. The method involves obtaining a digital radiograph image, generating and applying calibration data to correct for factors like radiation path variations and detector properties, applying gray scale transformations and corrections, and writing a thickness image. The thickness image is then compared to a nominal pipe profile mapped to the same coordinate system to generate an image showing thickness loss.
⭐⭐⭐⭐⭐ Device Free Indoor Localization in the 28 GHz band based on machine lea...Victor Asanza
This document discusses device-free indoor localization using machine learning techniques at 28 GHz. The methodology uses ray tracing to generate fingerprint data and selects features from received power values. A random forest algorithm is used for classification and regression training on global and combined classifiers. Results show that combining independent classifiers from one or two transmitters reduces positioning error by at least 16-19% compared to global classification, and by at least 36-37% when combining two transmitters with classification-regression. The size and number of partition classes impacts error, and additional small improvements are achieved through classification-regression combination.
The document discusses photometry, which is the science of measuring human visual response to light. It describes how the Commission Internationale de l'Eclairage (CIE) defined the average human eye's response to light in 1924 by compiling data on light-adapted eyes into the photopic curve. The photopic curve shows that people are most sensitive to green light and less sensitive to red and violet wavelengths. The CIE also defined the scotopic curve to describe the eye's response in low-light conditions. The CIE aimed to establish a standard light source as a reference for photometry measurements.
This document discusses digital subtraction angiography (DSA), including its history, equipment, and applications. DSA involves acquiring digital fluoroscopic images before and after injecting contrast material, and using computer subtraction to remove bone structures and leave an image of blood vessels. It originated in the 1970s and allows for real-time angiography with improved vessel contrast compared to conventional techniques. Key components of DSA systems include an x-ray unit, image intensifier, computer, and software for image processing functions like subtraction, enhancement, and roadmapping.
This is my previous work (a decade ago) regarding modeling, simulation and design of single-axis CMOS MEMS Gyroscope. Hope it helps those who are still working in this field.
Characterization Studies of a CdTe Pixelated Timepix Detector for Applicatio...Costa Papadatos
This document summarizes a master's thesis that characterized a CdTe pixelated Timepix detector for applications in particle physics and medical physics. The thesis studied polarization effects in the detector to determine if detectors with ohmic contacts exhibit polarization. It was observed that the effective bias of the detector decreased over a 38-hour period, indicating polarization. The detector was exposed to gamma rays and its energy resolution was measured to be within 1.18% and 0.03% for the energies studied. Both per-pixel and global energy calibrations were implemented and compared when measuring proton energies between 0.8-10 MeV. The global calibration improved energy resolution by an average of 8.6% for protons. The presence of traps in Cd
A 1995-1998 project evaluated using coiled tubing for artificial lift applications. Shell successfully used coiled tubing to deploy an electric submersible pump offshore for the first time. Other applications of coiled tubing for artificial lift that were studied included gas lift, jet pumps, and deploying coiled tubing for well unloading and recompletions. Coiled tubing provided benefits over conventional artificial lift methods like reducing installation time and costs.
A 1995-1998 project evaluated using coiled tubing for artificial lift applications. Shell successfully used coiled tubing to deploy an electric submersible pump offshore for the first time. Other applications of coiled tubing for artificial lift that were studied included gas lift, jet pumps, and deploying coiled tubing for well unloading and recompletions. Coiled tubing provided benefits over conventional artificial lift methods like reducing installation time and costs.
Brl arpa doploc satellite detection complexClifford Stone
This document provides a technical summary of a research and development program from June 1958 to June 1961 that evaluated the feasibility of using Doppler shift measurements to detect and track non-radiating satellites. An interim research facility was established with an illuminating transmitter and two receiving stations to collect real data and develop computational methods for determining orbital parameters from single-station passes. To address the expected increasing number of satellites, a full-scale system was proposed using a scanned fan beam with a transmitter and receiver separated by 1,000 miles that would synchronously scan a half-cylinder volume out to a radius of 3,000 miles. However, further development of the full-scale system was prevented by an early project cancellation order.
Optical Coherence Tomography (OCT) is a high resolution 3D imaging technique that uses low coherence interferometry to visualize internal structures of the eye. There are two main types - time domain OCT which uses a scanning reference mirror, and Fourier domain OCT which uses a fast sweeping laser and fixed reference mirror. OCT is useful for examining retinal layers, monitoring disease progression and treatment response, and planning treatments. Images are interpreted based on reflectivity, and common pathologies like retinal detachment, macular holes, and cystoid macular edema are identifiable. Commercially, Cirrus HD-OCT provides quantitative measurements and deviation maps to analyze retinal nerve fiber layer and macular thickness. Anterior segment OCT also allows imaging of anterior chamber
This document describes the characterization of a segmented BaF2 total absorption gamma-ray spectrometer. It discusses beta decay studies, total absorption gamma-ray spectroscopy, and the design goals of a new spectrometer. The spectrometer was tested using 22Na, 60Co and 137Cs laboratory sources. Characterization included energy calibration, resolution, pileup distortion, and detection efficiency. Results from the experimental measurements were compared to Monte Carlo simulations of the spectrometer response.
This whitepaper discusses fiber optic sensing technologies. It describes two types of sensing: local measurement using fiber Bragg gratings and distributed sensing using backscattering along the optical fiber. Distributed sensing can be done using Rayleigh, Brillouin, or Raman scattering. Applications in the oil and gas industry are discussed, including using fiber Bragg gratings for downhole monitoring and distributed acoustic sensing for pipeline monitoring.
Vibration Isolation of an Air Compressor by using Sandwich Mount IsolatorsIRJET Journal
This document analyzes the vibration isolation performance of different composite isolators for an air compressor. It presents theoretical calculations of stiffness, damping coefficient, natural frequency, and transmissibility for different composite isolator combinations of rubber, felt and cork. Experimental testing is also conducted to measure acceleration and transmissibility of the air compressor mounted on different isolators. The results show that rubber composite isolators provide the best isolation with the lowest transmissibility. Felt composites provide the second best isolation. Cork composites have the highest transmissibility and provide the least vibration isolation. Both the theoretical and experimental results agree with each other. In conclusion, rubber isolators are most effective at isolating vibrations of the air compressor, followed
The document discusses methods and apparatuses for compressing digital image data. It describes performing a wavelet transform on each pixel to generate coefficients, encoding the coefficients into a bit stream based on a target rate, and iteratively encoding coefficients of sub-bands based on a threshold. The encoded data can then be transmitted and decoded. The methods allow for efficient compression of image data for transmission over networks.
1) A new asymmetrical array induction logging tool called ACRt has been designed to address uncertainties in previous generation tools.
2) ACRt has all sub-arrays on one side to optimize tool length without sacrificing investigation depth, targeting 5 radial depths from 10-90 inches.
3) Rigorous calibration and thermal correction methodologies ensure accuracy and insensitivity to environment for ACRt's measurements.
MSc_Thesis_Wake_Dynamics_Study_of_an_H-type_Vertical_Axis_Wind_TurbineChenguang He
This thesis investigates the wake dynamics of an H-type vertical axis wind turbine using particle image velocimetry (PIV). Two-component PIV is used to study vorticity shedding and horizontal wake expansion at the turbine mid-span plane. Stereoscopic PIV is performed on 7 cross-stream vertical planes to analyze tip vortex dynamics and the evolution of 3D wake structures. The experimental results show asymmetrical vorticity decay in the horizontal plane, with faster decay on the leeward side. Tip vortices are stronger than shed vortices. Near the turbine axis, tip vortices move inboard behind the rotor before moving outboard towards the windward side further downstream. Vertical
This document describes the development of a phase contrast imaging simulator in GATE (Gate Application Toolkit for Emission Tomography). The implementation includes Monte Carlo simulation of x-ray attenuation and an analytical model for Fresnel diffraction. The program was written in C++ and validated through simulations comparing results to theoretical values and real x-ray images. Limitations of the current implementation are discussed along with potential solutions.
Nityanand gopalika digital detectors for industrial applicationsNityanand Gopalika
This is a presentation by Nityanand Gopalika on Digital Radiograpgy. The presentation we given @ Digital Radiography workshop organized by GE at JFWTC, Bangalore.
This document lists 3 patents filed by Nityanand Gopalika related to imaging systems. The patents are for an imaging system and method with scatter correction published in 2010, an inspection tool for radiographic systems published in 2009, and a method for converting a digital radiograph to an absolute thickness map patented in 2009.
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive function. Exercise causes chemical changes in the brain that may help protect against mental illness and improve symptoms.
Building Production Ready Search Pipelines with Spark and MilvusZilliz
Spark is the widely used ETL tool for processing, indexing and ingesting data to serving stack for search. Milvus is the production-ready open-source vector database. In this talk we will show how to use Spark to process unstructured data to extract vector representations, and push the vectors to Milvus vector database for search serving.
Dr. Sean Tan, Head of Data Science, Changi Airport Group
Discover how Changi Airport Group (CAG) leverages graph technologies and generative AI to revolutionize their search capabilities. This session delves into the unique search needs of CAG’s diverse passengers and customers, showcasing how graph data structures enhance the accuracy and relevance of AI-generated search results, mitigating the risk of “hallucinations” and improving the overall customer journey.
Threats to mobile devices are more prevalent and increasing in scope and complexity. Users of mobile devices desire to take full advantage of the features
available on those devices, but many of the features provide convenience and capability but sacrifice security. This best practices guide outlines steps the users can take to better protect personal devices and information.
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfPaige Cruz
Monitoring and observability aren’t traditionally found in software curriculums and many of us cobble this knowledge together from whatever vendor or ecosystem we were first introduced to and whatever is a part of your current company’s observability stack.
While the dev and ops silo continues to crumble….many organizations still relegate monitoring & observability as the purview of ops, infra and SRE teams. This is a mistake - achieving a highly observable system requires collaboration up and down the stack.
I, a former op, would like to extend an invitation to all application developers to join the observability party will share these foundational concepts to build on:
Pushing the limits of ePRTC: 100ns holdover for 100 daysAdtran
At WSTS 2024, Alon Stern explored the topic of parametric holdover and explained how recent research findings can be implemented in real-world PNT networks to achieve 100 nanoseconds of accuracy for up to 100 days.
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...Neo4j
Leonard Jayamohan, Partner & Generative AI Lead, Deloitte
This keynote will reveal how Deloitte leverages Neo4j’s graph power for groundbreaking digital twin solutions, achieving a staggering 100x performance boost. Discover the essential role knowledge graphs play in successful generative AI implementations. Plus, get an exclusive look at an innovative Neo4j + Generative AI solution Deloitte is developing in-house.
Removing Uninteresting Bytes in Software FuzzingAftab Hussain
Imagine a world where software fuzzing, the process of mutating bytes in test seeds to uncover hidden and erroneous program behaviors, becomes faster and more effective. A lot depends on the initial seeds, which can significantly dictate the trajectory of a fuzzing campaign, particularly in terms of how long it takes to uncover interesting behaviour in your code. We introduce DIAR, a technique designed to speedup fuzzing campaigns by pinpointing and eliminating those uninteresting bytes in the seeds. Picture this: instead of wasting valuable resources on meaningless mutations in large, bloated seeds, DIAR removes the unnecessary bytes, streamlining the entire process.
In this work, we equipped AFL, a popular fuzzer, with DIAR and examined two critical Linux libraries -- Libxml's xmllint, a tool for parsing xml documents, and Binutil's readelf, an essential debugging and security analysis command-line tool used to display detailed information about ELF (Executable and Linkable Format). Our preliminary results show that AFL+DIAR does not only discover new paths more quickly but also achieves higher coverage overall. This work thus showcases how starting with lean and optimized seeds can lead to faster, more comprehensive fuzzing campaigns -- and DIAR helps you find such seeds.
- These are slides of the talk given at IEEE International Conference on Software Testing Verification and Validation Workshop, ICSTW 2022.
AI 101: An Introduction to the Basics and Impact of Artificial IntelligenceIndexBug
Imagine a world where machines not only perform tasks but also learn, adapt, and make decisions. This is the promise of Artificial Intelligence (AI), a technology that's not just enhancing our lives but revolutionizing entire industries.
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024Neo4j
Neha Bajwa, Vice President of Product Marketing, Neo4j
Join us as we explore breakthrough innovations enabled by interconnected data and AI. Discover firsthand how organizations use relationships in data to uncover contextual insights and solve our most pressing challenges – from optimizing supply chains, detecting fraud, and improving customer experiences to accelerating drug discoveries.
Unlocking Productivity: Leveraging the Potential of Copilot in Microsoft 365, a presentation by Christoforos Vlachos, Senior Solutions Manager – Modern Workplace, Uni Systems
UiPath Test Automation using UiPath Test Suite series, part 6DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 6. In this session, we will cover Test Automation with generative AI and Open AI.
UiPath Test Automation with generative AI and Open AI webinar offers an in-depth exploration of leveraging cutting-edge technologies for test automation within the UiPath platform. Attendees will delve into the integration of generative AI, a test automation solution, with Open AI advanced natural language processing capabilities.
Throughout the session, participants will discover how this synergy empowers testers to automate repetitive tasks, enhance testing accuracy, and expedite the software testing life cycle. Topics covered include the seamless integration process, practical use cases, and the benefits of harnessing AI-driven automation for UiPath testing initiatives. By attending this webinar, testers, and automation professionals can gain valuable insights into harnessing the power of AI to optimize their test automation workflows within the UiPath ecosystem, ultimately driving efficiency and quality in software development processes.
What will you get from this session?
1. Insights into integrating generative AI.
2. Understanding how this integration enhances test automation within the UiPath platform
3. Practical demonstrations
4. Exploration of real-world use cases illustrating the benefits of AI-driven test automation for UiPath
Topics covered:
What is generative AI
Test Automation with generative AI and Open AI.
UiPath integration with generative AI
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
GraphRAG for Life Science to increase LLM accuracyTomaz Bratanic
GraphRAG for life science domain, where you retriever information from biomedical knowledge graphs using LLMs to increase the accuracy and performance of generated answers
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slackshyamraj55
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Maruthi Prithivirajan, Head of ASEAN & IN Solution Architecture, Neo4j
Get an inside look at the latest Neo4j innovations that enable relationship-driven intelligence at scale. Learn more about the newest cloud integrations and product enhancements that make Neo4j an essential choice for developers building apps with interconnected data and generative AI.
In the rapidly evolving landscape of technologies, XML continues to play a vital role in structuring, storing, and transporting data across diverse systems. The recent advancements in artificial intelligence (AI) present new methodologies for enhancing XML development workflows, introducing efficiency, automation, and intelligent capabilities. This presentation will outline the scope and perspective of utilizing AI in XML development. The potential benefits and the possible pitfalls will be highlighted, providing a balanced view of the subject.
We will explore the capabilities of AI in understanding XML markup languages and autonomously creating structured XML content. Additionally, we will examine the capacity of AI to enrich plain text with appropriate XML markup. Practical examples and methodological guidelines will be provided to elucidate how AI can be effectively prompted to interpret and generate accurate XML markup.
Further emphasis will be placed on the role of AI in developing XSLT, or schemas such as XSD and Schematron. We will address the techniques and strategies adopted to create prompts for generating code, explaining code, or refactoring the code, and the results achieved.
The discussion will extend to how AI can be used to transform XML content. In particular, the focus will be on the use of AI XPath extension functions in XSLT, Schematron, Schematron Quick Fixes, or for XML content refactoring.
The presentation aims to deliver a comprehensive overview of AI usage in XML development, providing attendees with the necessary knowledge to make informed decisions. Whether you’re at the early stages of adopting AI or considering integrating it in advanced XML development, this presentation will cover all levels of expertise.
By highlighting the potential advantages and challenges of integrating AI with XML development tools and languages, the presentation seeks to inspire thoughtful conversation around the future of XML development. We’ll not only delve into the technical aspects of AI-powered XML development but also discuss practical implications and possible future directions.
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HCL Notes and Domino License Cost Reduction in the World of DLAUpanagenda
Webinar Recording: https://www.panagenda.com/webinars/hcl-notes-and-domino-license-cost-reduction-in-the-world-of-dlau/
The introduction of DLAU and the CCB & CCX licensing model caused quite a stir in the HCL community. As a Notes and Domino customer, you may have faced challenges with unexpected user counts and license costs. You probably have questions on how this new licensing approach works and how to benefit from it. Most importantly, you likely have budget constraints and want to save money where possible. Don’t worry, we can help with all of this!
We’ll show you how to fix common misconfigurations that cause higher-than-expected user counts, and how to identify accounts which you can deactivate to save money. There are also frequent patterns that can cause unnecessary cost, like using a person document instead of a mail-in for shared mailboxes. We’ll provide examples and solutions for those as well. And naturally we’ll explain the new licensing model.
Join HCL Ambassador Marc Thomas in this webinar with a special guest appearance from Franz Walder. It will give you the tools and know-how to stay on top of what is going on with Domino licensing. You will be able lower your cost through an optimized configuration and keep it low going forward.
These topics will be covered
- Reducing license cost by finding and fixing misconfigurations and superfluous accounts
- How do CCB and CCX licenses really work?
- Understanding the DLAU tool and how to best utilize it
- Tips for common problem areas, like team mailboxes, functional/test users, etc
- Practical examples and best practices to implement right away
HCL Notes and Domino License Cost Reduction in the World of DLAU
Nityanand gopalika Patent3
1. Patents by Nityanand Gopalika
Pub. No.: US 2010/0140485 A1
Pub. Date: Jun. 10, 2010
IMAGING SYSTEM AND METHOD WITH SCATTER CORRECTION
Pub. No.: US 2009/0086911 A1
Pub. Date: Apr. 2, 2009
INSPECTION TOOL FOR RADIOGRAPHIC SYSTEMS
Patent No.: US 7,480,363 B2
Date of Patent: Jan.20,2009
CONVERTING A DIGITAL RADIOGRAPH TO AN ABSOLUTE THICKNESS MAP
Nityanand Gopalika
2. 111111 1111111111111111111111111111111111111111111111111111111111111111111111111111
US 20100140485Al
(19) United States
c12) Patent Application Publication (10) Pub. No.: US 2010/0140485 A1
Mishra et al. (43) Pub. Date: Jun. 10, 2010
(54) IMAGING SYSTEM AND METHOD WITH (73) Assignee: GENERAL ELECTRIC
SCATTER CORRECTION COMPANY, SCHENECTADY, NY
(US)
(21) Appl. No.: 12/331,549
(75) Inventors: Debasish Mishra, Bangalore (IN);
William Robert Ross, Rotterdam, (22) Filed: Dec. 10,2008
NY (US); Thomas James Publication Classification
Batzinger, Burnt Hills, NY (US);
Manoharan Venugopal, Bangalore (51) Int. Cl.
(IN); Forrest Frank Hopkins, G21K 1102 (2006.01)
Cohoes, NY (US); Nityanand (52) U.S. Cl. ...................................... 250/363.1; 378/154
Gopalika, State College, PA (US); (57) ABSTRACT
Vamshi Krishna Reddy
Kommareddy, Bangalore (IN); An imaging technique is provided for acquiring scatter free
Rajashekar Venkatachalam, images of an object. The technique includes acquiring a plu-
Bangalore (IN); Prasad Thapa, rality of projection images of the object using a source and a
Bangalore (IN) detector oriented at a plurality of projection angles relative to
the object, and generating a plurality of scatter free projection
images by correcting the plurality of projection images based
Correspondence Address: on respective ones of a plurality of stored scatter images. The
GENERAL ELECTRIC COMPANY scatter images are generated and stored for each of the pro-
GLOBAL RESEARCH jection angles by positioning a scatter rejection plate between
ONE RESEARCH CIRCLE, PATENT DOCKET the object and the detector. The technique further includes
RM. BLDG. K1-4A59 reconstructing a three-dimensional image of the object based
NISKAYUNA, NY 12309 (US) on the scatter free projection images.
~66
70
VCT system 80
Interpolation to generate full scatter image 76
bad pixel correction 6
78 Compute scatter image
for each angle and store.
Reconstruction 88
3. Patent Application Publication Jun. 10, 2010 Sheet 1 of 6 US 2010/0140485 A1
~10
RADIATION MOTOR DATA
CONTROLLER CONTROLLER ACQUISITION
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I PROCESSOR
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5. Patent Application Publication Jun. 10, 2010 Sheet 3 of 6 US 2010/0140485 A1
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9. US 2010/0140485 AI Jun. 10,2010
1
IMAGING SYSTEM AND METHOD WITH [0005] As manufacturing tolerances become tighter, there
SCATTER CORRECTION is a corresponding increase in the demands for metrology
techniques for maintaining the tolerances. The need for qual-
BACKGROUND ity and performance testing has become an integral part of the
production or manufacturing process. Thus, in order to
[0001] The invention relates generally to the field of non- improve CT inspection accuracy and efficiency, more effec-
invasive imaging and more specifically to the field of com- tive methods are needed for removing scatter radiation related
puted tomography (CT) imaging and inspection systems. In artifacts. Accordingly, a need exists for a measurement tech-
particular, the invention relates to a technique for correcting nique that is relatively inexpensive, versatile and program-
scatter from digital radiographs acquired via volumetric com- mable for different applications and that requires low main-
puted tomography (VCT) systems. tenance.
[0002] Inspection of objects is of vital importance in manu- [0006] It is therefore desirable to provide an improved scat-
facturing and repair industries. Various types of inspection ter measurement and correction technique that accurately
systems, such as computed tomography (CT), coordinate measures scatter radiation in the projection images and
measuring machines (CMM), laser-based profilometry, light removes the same from the projection images, thereby
gauge, infrared and others, are used in industrial inspection improving the VCT image quality. It is also desirable that the
processes for a wide variety of applications. For example, improved scatter measurement and correction technique is
these inspection systems may be used for measuring dimen- inexpensive and computationally efficient and time efficient,
sions or for identifying defects in manufactured parts, such as thereby increasing the throughput of the VCT system.
turbine blades. Each of these inspection systems has its
advantages and disadvantages. Modalities such as CMM and BRIEF DESCRIPTION
laser-based profilometry typically measure external surfaces [0007] Briefly, in accordance with one aspect of the present
with high accuracy, but cannot measure internal features invention, a method is provided for imaging an object. The
unless the object is cut open. To date, CT is the most versatile method provides for acquiring a first projection image of the
of the measurement/inspection systems for revealing both the object using a source and a detector. The first projection
internal and external structures of industrial parts in a non- image includes a primary image of the object and a scatter
destructive manner. Because of their ability to provide inter- image of the object. The method also provides for positioning
nal as well as external measurements, CT based techniques a scatter rejection plate between the object and the detector,
may facilitate processes such as reverse engineering, rapid and acquiring a second projection image of the object with the
prototyping, casting simulation and validation, tire develop- scatter rejection plate disposed between the object and the
ment, first article inspection, ceramic porosity inspection, detector. The second projection image includes the primary
process validation, parts qualification and defect detection, image of the object. The method further provides for gener-
among others. However, CT based techniques may also have ating a scatter image of the object based on the first projection
certain limitations, which may deter their widespread use. image and the second projection image, and storing the scat-
[0003] For example, volumetric computerized tomography ter image of the object for subsequent imaging. Systems and
(VCT) imaging for industrial applications (e.g., imaging of computer programs that afford such functionality may be
metallic parts) typically provides unsatisfactory images hav- provided by the present invention.
ing image artifacts due to radiation-matter interaction based [0008] In accordance with another aspect of the present
artifacts, scanner based artifacts, reconstruction techniques invention, a method is provided for imaging an object. The
based artifacts, and so forth. The radiation-matter interaction method provides for acquiring a plurality of projection
based artifacts may further include beam hardening artifacts images of the object using a source and a detector oriented at
and artifacts due to x-ray scatter radiations. Scatter radiation a plurality of projection angles relative to the object, and
in the projection images reduces the contrast of the projection generating a plurality of scatter free projection images by
images, produces degradation of or blurs sharp features of the correcting the plurality of projection images based on respec-
object in the generated volume images, and reduces the accu- tive ones of a plurality of stored scatter images. The scatter
racy of metrology applications and the detectability of images are generated and stored for each of the projection
smaller features. Scatter radiation is a strong function of the angles by positioning a scatter rejection plate between the
imaging parameters such as the object under imaging, beam object and the detector. The method further provides for
spectrum used, geometrical distances, and the surrounding reconstructing a three-dimensional image of the object based
medium. Due to various dependencies in the imaging param- on the scatter free projection images. Here again, systems and
eters, an accurate estimation of the scatter signal content in computer programs affording such functionality may be pro-
projection imaging is challenging. Physics-based models are vided by the present invention.
often used for predicting scatter content in x-ray images, [0009] In accordance with an additional aspect of the
however they are time consuming and predict only scatter present invention, a volumetric CT system is provided for
arising out of the object under scanning, provided the material imaging an object. The volumetric CT system includes a
properties are known. source and a detector configured to move with respect to the
[0004] There exist different techniques for scatter measure- object. The detector is further configured to acquire a plural-
ment and scatter correction in acquired projection images. ity of projection images of the object from a plurality of
For example, one popular scatter measurement technique projection angles. The volumetric CT system further includes
employs a beam stopper located between the radiation source a processor configured to generate a plurality of scatter free
and the object being scanned in a VCT system to measure the projection images by correcting the projection images based
scatter at a corresponding location. However, most currently on respective stored scatter images, and to reconstruct a three-
known techniques primarily address the object scatter and dimensional image of the object based on the scatter free
involve time-consuming computer simulations. projection images. The scatter images are generated and
10. US 2010/0140485 AI Jun. 10,2010
2
stored for each of the projection angles by employing a scatter positioned. Non-limiting examples of the object 12 include
rejection plate positioned between the object and the detector. industrial parts, including but not limited to turbine airfoils,
blades, disks, and shafts. It should be noted that a particular
DRAWINGS region of the object 18 may be chosen by an operator for
imaging so that the most useful scan of the region may be
[001 0] These and other features, aspects, and advantages of acquired.
the present invention will become better understood when the
[0020] A portion of the radiation 20 passes through or
following detailed description is read with reference to the
around the object 18 and impacts the detector array 16. The
accompanying drawings in which like characters represent
detector array 16 may be an area detector and is generally
like parts throughout the drawings, wherein:
formed as a two-dimensional array of detection elements. In
[0011] FIG. 1 depicts an exemplary flat panel VCT system
one implementation, the detector array 16 may be a flat-panel
for imaging an object in which aspects of the present tech-
detector formed as rows and colunms of detector elements
nique may be practiced;
that may be individually read out. Each detector element
[0012] FIGS. 2 and 3 depicts scatter rejection plates in
produces an electrical signal that represents the intensity of
accordance with aspects of the present technique for use in
the incident radiation 20 at the detector element when the
flat panel VCT system of FIG. 1;
radiation 20 strikes the detector array 16. Typically, signals
[0013] FIG. 4 depicts a schematic for generating a scatter
are acquired at one or more view angle positions around the
grid image by employing the scatter rejection plates of FIGS.
object 18 so that a plurality of radiographic views may be
2 and 3 in accordance with aspects of the present technique;
collected. These signals are acquired and processed to recon-
[0014] FIG. 5 depicts a schematic for interpolating the scat- struct an image of the features internal as well as external to
ter grid image obtained by the technique ofFIG. 4 to generate the object 18.
a complete scatter image in accordance with aspects of the
[0021] The object 18, the radiation source 12, and the
present technique;
detector array 16 are typically displaced relative to each other,
[0015] FIG. 6 depicts a control logic for inspecting an
allowing projection data to be acquired at various views rela-
object via the flat panel VCT system of FIG. 1 by employing
tive to the object 18 if desired. For example, in one imple-
a scatter measurement and correction technique in accor-
mentation, the object 18 may be positioned on a table, such as
dance with aspects of the present technique; and
a turntable, so that the object 18 may be rotated during the
[0016] FIG. 7 depicts, for a turbine fan blade, uncorrected
examination process to expose the object 18 to the stream of
image and scatter corrected images by employing the control
radiation 14 from all sides. Alternatively, the radiation source
logic of FIG. 6.
12 and/or the detector array 16 may be disposed on a gantry,
which may be rotated around the object 18 placed on a table
DETAILED DESCRIPTION
during the examination process. Further, in certain embodi-
[0017] The present techniques are generally directed to ments, components of the imaging system as well as the
computed tomography (CT) imaging resulting in improved imaged object may be moved during the examination process
image quality. Such imaging techniques may be useful in a to acquire projection images at different views. As the object
variety of imaging contexts, such as medical imaging, indus- 18 and the radiation source 12 rotate relative to each other, the
trial metrology and inspection, security screening, baggage or detector array 16 collects data of radiation attenuation at the
package inspection, and so forth. Moreover, such imaging various view angles relative to the object 18.
techniques may be employed in a variety of imaging systems, [0022] Data collected from the detector array 16 then typi-
such as CT systems, tomosynthesis systems, X-ray imaging cally undergoes pre-processing to condition the data to rep-
systems, and so forth. Though the present discussion provides resent the line integrals of the attenuation coefficients of the
examples in an industrial inspection context with respect to scanned objects 18. The processed data, commonly called
CT systems resulting in improved measurement and inspec- projections, are then reconstructed to formulate a volumetric
tion accuracy, one of ordinary skill in the art will readily image of the scanned area, as discussed in greater detail
apprehend that the application of these techniques in other below.
contexts and in other systems is well within the scope of the [0023] Operation of the source 12 is controlled by a system
present techniques. controller 22, which furnishes both power, and control signals
[0018] Referring now to FIG. 1, an imaging system 10 for for examination sequences. Moreover, the detector array 16 is
use in accordance with the present technique is illustrated. In coupled to the system controller 22, which commands acqui-
the illustrated embodiment, the imaging system 10 is a volu- sition of the signals generated in the detector array 16. The
metric computed tomography (VCT) system designed both to system controller 22 may also execute various signal process-
acquire image data and to process the image data for display ing and filtration functions, such as for initial adjustment of
and analysis in accordance with the present technique. In the dynamic ranges, interleaving of digital image data, and so
illustrated embodiment, the imaging system 10 includes a forth. In general, the system controller 22 commands opera-
radiation source 12, such as an X-ray source. A collimator tion of the imaging system 10 to execute examination proto-
may be positioned adjacent to the radiation source 12 for cols and to process acquired data. In the present context,
regulating the size and shape of a stream of radiation 14 that system controller 22 may also include signal processing cir-
emerges from the radiation source 12. cuitry and other circuitry, typically based upon a general
[0019] In typical operation, the radiation source 12 projects purpose or application-specific digital computer, with asso-
a stream of radiation 14, such as an X-ray beam, towards a ciated memory circuitry. The associated memory circuitry
detector array 16 placed on the opposite side of the radiation may store programs and routines executed by the computer,
source 12, relative to the imaged object. The stream of radia- configuration parameters, image data, and so forth. For
tion 14 passes into an imaging volume in which an object 18, example, the associated memory circuitry may store pro-
such as a turbine blade or other item to be imaged may be grams or routines for implementing the present technique.
11. US 2010/0140485 AI Jun. 10,2010
3
[0024] In the embodiment illustrated in FIG. 1, the system [0028] The processor 34 is typically used to control the
controller 22 is coupled to a linear positioning subsystem 24 imaging system 10. The processor 34 may also be adapted to
and a rotational subsystem 26. In particular, the system con- control features enabled by the system controller 22, i.e.,
troller 22 may include a motor controller 28 that controls the scanning operations and data acquisition. Indeed, the system
operation of the linear positioning subsystem 24 and the controller 22 may be implemented as hardware and software
rotational subsystem 26. The rotational subsystem 26 enables components of the depicted processor 34. In addition, the
the X -ray source assembly and/or the detector assembly to be processor 34 may be configured to receive commands and
rotated around the object or the patient 18. It should be noted scanning parameters from an operator via an operator work-
that the rotational subsystem 26 may include a gantry. Thus, station 38. For example, the operator workstation 38 may be
the system controller 22 may be utilized to control the rota- equipped with a keyboard and/or other input devices by
tional speed and position of the gantry. Alternatively, the which an operator may control the imaging system 10. Thus,
rotational subsystem 26 may include a motorized turntable the operator may observe the reconstructed image and other
and the system controller 22 may be configured to rotate the data relevant to the system from processor 34, initiate imag-
motorized turntable, thereby rotating the object 18 one or ing and so forth. Where desired, other computers or worksta-
multiple turns during an examination. The linear positioning tions may perform some or all of the functions of the present
subsystem 24 enables the object 18 to be displaced linearly, technique, including post-processing of image data simply
such as by moving a table or support on which the object 18 accessed from memory device 36 or another memory device
rests. Thus, in one embodiment, the table may be linearly at the imaging system location or remote from that location.
moved within a gantry to generate images of particular areas [0029] A display 40 may be coupled to one of the operator
of the object 18. In another embodiment (e.g., in a tomosyn- workstation 38 and the processor 34 and may be utilized to
thesis system), the X-ray source may be moveable using a observe the reconstructed image and/or to control imaging.
linear positioning subsystem. The detector position may be Additionally, the scanned image may also be printed by a
variable, but not be controlled using a positioning subsystem. printer 42 which may be coupled to the processor 34 and/or
It should be noted that other configurations may also be used. the operator workstation 38, either directly or over a network.
[0025] Additionally, as will be appreciated by those skilled It should be further noted that the processor 34 and/or opera-
in the art, the radiation source 12 may be controlled by a tor workstation 38 may be coupled to other output devices
radiation controller 30 disposed within the system controller that may include standard or special purpose computer moni-
22. Particularly, the radiation controller 30 may be configured tors and associated processing circuitry. Furthermore, addi-
to provide power and timing signals to the radiation source tional operator workstations may be further linked in the
12. Further, the system controller 22 may include data acqui- imaging system 10 for outputting system parameters,
sition circuitry 32. In this exemplary embodiment, the detec- requesting inspection, viewing images, and so forth, so that
tor array 16 is coupled to the system controller 22, and more more than one operator may perform operations related to the
particularly to the data acquisition circuitry 32. The data imaging system 10. For example, one operator may utilize
acquisition circuitry 32 typically receives sampled analog one operator workstation to image acquisition while a second
signals from the detector array 16 and converts the data to operator utilizes a second operator workstation to reconstruct
digital signals for subsequent processing by a processor 34. and/or review the results of the imaging routines. In general,
Such conversion, and indeed any preprocessing, may actually displays, printers, workstations, and similar devices supplied
be performed to some degree within the detector assembly within the imaging system 10 may be local to the data acqui-
itself. sition components, or may be remote from these components
[0026] The processor 34 is typically coupled to the system linked to the imaging system 10 via one or more configurable
controller 24. Data collected by the data acquisition circuitry networks, such as the Internet, virtual private networks, and
32 may be transmitted to the processor 34 for subsequent so forth.
processing and reconstruction. Reconstruction of the image [0030] The exemplary imaging system 10, as well as other
may be done by general or special purpose circuitry of the imaging systems based on radiation attenuation, may employ
processor 34. Once reconstructed, the image produced by the a variety of scatter mitigation and/or correction techniques for
imaging system 10 reveals internal as well as external fea- improving the image quality. For example, the present tech-
tures of the object 18. Alternatively, an image reconstructor, nique employs scatter rejection plates, depicted in FIGS. 2
that is coupled to or is a part of a processor 34, may receive and 3 and represented generally at reference numeral 44, for
sampled and digitized data from the data acquisition circuitry rejecting the scatter radiation resulting from object as well as
32 and may perform high-speed image reconstruction to gen- those resulting from the background in accordance with
erate one or more images of the scanned object 18. aspects of the present technique.
[0027] The processor 34 may include or be in communica- [0031] In one embodiment, the scatter rejection plate 44
tion with a memory 36. It should be understood that any type may be an aperture plate 46, as illustrated in FIG. 2. The
of computer accessible memory device suitable for storing aperture plate 46 includes a plurality of sub-centimeter sized
and/or processing such data and/or data processing routines circular apertures 48 drilled in a plate 50. In certain embodi-
may be utilized by such an exemplary imaging system 10. ments, the apertures may be about 1-2 millimeters in diameter
Moreover, the memory 36 may comprise one or more spaced apart at about 5 millimeters from each other (center-
memory devices, such as magnetic or optical devices, of to-center). Alternatively, the scatter rejection plate 44 may be
similar or different types, which may be local and/or remote a collimator plate 52, as illustrated in FIG. 3. The collimator
to the system 10. The memory 36 may store data, processing plate 52 includes a plurality of sub-centimeter sized horizon-
parameters, and/or computer programs comprising one or tal or vertical slots 54 drilled in a plate 50. In certain embodi-
more routines for performing the processes described herein. ments, the slots may be about 1-2 millimeters in width spaced
Furthermore, memory 36 may be coupled directly to system apart at about 5 millimeters from each other (center-to-cen-
controller 24 to facilitate the storage of acquired data. ter). Typically, the plate 50 is thick and made of high-density
12. US 2010/0140485 AI Jun. 10,2010
4
material. The high-density material may be, for example, interpolated based on the detected aperture points to generate
lead, tungsten or a tungsten alloy, molybdenum, tantalum or a full or complete scatter image of the object at step 64. In
rhenium. In certain embodiments, the plate is about 10 mil- other words, the data points are first mapped to a regular grid
limeters in thickness. and then interpolated using shape factors. As will be appre-
[0032] Further, various other scatter rejection plates may be ciated by those skilled in the art, any type of interpolation
designed based on the specific imaging applications and techniques may be employed to generate the scatter image
requirements, so as to optimize scatter rejection performance. from the scatter grid image. Non-limiting examples of the
For example, different variants of each of the two types of interpolation techniques include bi-linear interpolation,
plates for scatter rejection (aperture plate and collimator piecewise constant interpolation, bi -cubic interpolation, mul-
plate) may be designed. In certain embodiments, if the geom- tivariate interpolation, and so forth.
etry of an x-ray setup is fixed, focally aligned apertures or [0036] As will be appreciated by those skilled in the art, a
collimators may be designed. This provides that no primary scatter image of the object is generated for each of the pro-
x-ray beam deflect at wide angles. In other words, the aper- jection angles. The generated scatter images are stored in the
tures 48 or the slots 54 may be drilled at an angle parallel to memory for subsequent imaging. As will be appreciated by
the angle of incidence of the X -ray beam, so as to maximize those skilled in the art, subsequent imaging includes acquir-
the rejection of scatter radiation. Similarly, the aperture plate ing projection images of the object from various projection
or the collimator plate may be optimized for a particular angles and generating scatter free projection images for each
X-ray energy application. Further, it should be noted that the projection angle based on the projection images and respec-
spacing of the apertures or collimators may be based on tive stored scatter images. The scatter free projection images
specific applications depending on cost and image quality are generated by correcting the projection images based on
requirements. respective ones of stored scatter images. In certain embodi-
[0033] The flat panel VCT system 10 employs the scatter ments, the scatter free projection images may be corrected by
rejection plates 44 for generating initial scatter image of the subtracting the respective pre-stored scatter images from the
object 18 in accordance with aspects of the present technique. acquired projection image for each of the projection angle. It
For example, as illustrated in the schematic of FIG. 4, the should be noted that the orientation of the object during
VCT system 10 acquires a first projection image 56 of the subsequent imaging should be substantially same as it was
object 18 without the scatter rejection plate 44. This first during generation of scatter image for each projection angles.
projection image 56 includes a primary image of the object as The scatter free projection images may be further processed
well as a scatter image of the object. The VCT system 10 then to normalize and correct for any bad pixels in the scatter free
acquires a second projection image 58 of the object with the projection images. The generated or processed scattered free
scatter rejection plate 44 positioned between the object 18 projection images may then be reconstructed to generate a
and the detector 16. This second projection image 58 includes three-dimensional image of the object. As will be appreciated
only the primary image of the object 18. As will be appreci- by those skilled in the art, any suitable reconstruction tech-
ated by those skilled in the art, the primary image is free from nique may be employed for the image reconstruction. Non-
any artifacts caused due to scatter radiation. Further, it should limiting examples of the reconstruction techniques include
be noted that, in the second projection image, the primary filtered back projection (FBP), iterative filtered back projec-
image of the object 18 is formed only at certain discrete tion (IFBP), iterative reconstruction and/or statistical recon-
locations where measurements are obtained through the aper- struction techniques.
tures or slots and is therefore dependent on the type of scatter [0037] The exemplary imaging system 10 may generate
rejection plate 44 employed to acquire the image. The illus- images of the object under examination by the techniques
trated embodiment depicts the primary image acquired by discussed herein. In particular, as will be appreciated by those
using aperture plate 46 as well as the primary image acquired of ordinary skill in the art, control logic and/or automated
by using collimator plate 52. The first image 56 and the routines for performing the techniques and steps described
second projection image 58 may also be referred as non-grid herein may be implemented by the imaging system 10 ofFIG.
image 56 and grid image 58 respectively. 1, by hardware, software, or combinations of hardware and
[0034] The VCT system 10 then generates the scatter image software. For example, suitable code may be accessed and
of the object at the respective one of the projection angles executed by the processor 34 to perform some or all of the
based on the first projection image 56 and the second projec- techniques described herein. Similarly application specific
tion image 58. In particular, the processor 34 subtracts the integrated circuits (ASICs) configured to perform some or all
second projection image 58 from the first projection image 56 of the techniques described herein may be included in the
to generate a scatter grid image 60. It should be noted that processor 34 and/or the system controller 22.
acquisition of the first projection image 56 and the second [0038] For example, referring now to FIG. 6, exemplary
projection image 58, and the generation of scatter grid image control logic for inspecting an object by employing scatter
60 are performed for each of the projection angles. measurement and correction technique on the imaging sys-
[0035] The generated scatter grid image 60 is then interpo- tem such as flat panel VCT system 10 is depicted in accor-
lated to generate a complete scatter image. FIG. 5 depicts an dance with aspects of the present technique. As illustrated in
example schematic for interpolating a scatter grid image the flowchart 66, a non-grid image and a grid image may be
obtained by the technique of FIG. 4 to generate a complete acquired for a given object at multiple projection angles via
scatter image in accordance with aspects of the present tech- the VCT system at steps 68 and 70 respectively. As discussed
nique. As illustrated, all aperture points or centroids for the above, the grid image may be acquired by employing the
scatter grid image are first detected at step 62. It should be scatter rejection plate positioned between the object and the
noted that, for the scatter grid image acquired by employing a detector. A scatter grid image is then generated based on the
collimator plate, the aperture points may be detected based on non-grid image and the grid image at step 72. The scatter grid
the required pixel resolution. The scatter grid image is then image is then processed to detect multiple aperture points or
13. US 2010/0140485 AI Jun. 10,2010
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centeroids at step 74. Based on the detected centeroids, the orientation, and x-ray technique prior to a VCT scan and use
scatter grid image is then interpolated to generate a full scatter it during an actual imaging scan. This improves the through-
image of the given object at step 76. The process is repeated put of the VCT system since scatter correction for the projec-
for each of the multiple projection angles and the generated tion images is then a simple image subtraction process. Fur-
scatter images for the respective projection angles are stored ther, as will be appreciated by those skilled in the art, it is
for subsequent imaging applications at step 78. easier to measure primary radiation than the scatter radiation
[0039] During subsequent imaging, the VCT system and positioning the scatter rejection plate between the object
images the object at step 80 and acquires projection images of and the detector makes the measurement of primary radiation
the object from various projection angles at step 82. It should substantially convenient. Additionally, the use of narrow col-
be noted that, the projection images are acquired for same limators permits the imaging of the higher spatial frequency
projection angles for which the scatter images have been content of the scatter images. Moreover, the technique per-
generated. The scatter free projection images are then gener- mits capture and correction of the beam scatter (scatter due to
ated based on the projection images and corresponding scat- the imaged object) as well as the background radiation scatter
ter images at step 84. In one embodiment this is done by (scatter due to external object).
subtracting the corresponding scatter images from the [0043] Further, as will be appreciated by those skilled in the
acquired projection images. The scatter free projection art, the technique may be employed as a part of the system
images are then post processed at step 86. The post processing calibration process prior to the actual imaging application.
may involve normalization and correction for bad pixels. The Typically, prior to performing VCT imaging for metrology or
processed scatter free projection images are then recon- inspection, an operator has to perform a few system calibra-
structed to generate a three-dimensional image of the object tion steps such as, flat field calibration of the detector, bad
at step 88. pixel test and calibration of the detector, geometrical align-
[0040] FIG. 7 illustrates, for a turbine fan blade, uncor- ment and calibration of the system. The scatter correction
rected image and scatter corrected images by employing con- technique described in the embodiments discussed above
trol logic of FIG. 6. Image 92 is the uncorrected image may similarly become a part of the calibration process where
obtained by a typical VCT system, while images 94 and 96 are the scatter images will be obtained for a specific object and
scatter corrected images obtained by employing the scatter stored prior to the performance of an actual metrology or
rejection plate and the control logic described via the flow- inspection process.
chart 66. Further, it should be noted that image 94 is the [0044] While only certain features of the invention have
scatter corrected image obtained by employing aperture plate, been illustrated and described herein, many modifications
while image 96 is the scatter corrected image obtained by and changes will occur to those skilled in the art. It is, there-
employing collimator plate. fore, to be understood that the appended claims are intended
[0041] It should be noted that one or more imaging param- to cover all such modifications and changes as fall within the
eters should be substantially maintained (that is, maintained true spirit of the invention.
at substantially similar values) for a particular imaging appli-
cation and inspection requirement. Non-limiting examples of
the imaging parameters include a type of object being 1. A method for imaging an object, the method comprising:
imaged, a shape and an orientation of the object being acquiring a first projection image of the object using a
imaged, projection angles from which the scatter images and source and a detector, the first projection image com-
subsequent projection images are acquired, an x-ray tech- prising a primary image of the object and a scatter image
nique being employed, a geometry and one or more settings of the object;
of the source and the detector, distance of the scatter rejection positioning a scatter rejection plate between the object and
plates from the source and the detector, and so forth. For the detector;
example, the above process may be set for imaging similar acquiring a second projection image of the object with the
objects (e.g., turbine blades). The objects should be mounted scatter rejection plate disposed between the object and
on the turntable at substantially similar orientations. Further, the detector, the second projection image comprising the
the distance of the scatter rejection plate from the source and primary image of the object;
the detector should be substantially maintained while acquir- generating a scatter image of the object based on the first
ing and storing the scatter images for each of the predeter- projection image and the second projection image; and
mined projection angles. In one embodiment, this may be
storing the scatter image of the object for subsequent imag-
achieved by coupling or attaching the scatter rejection plate to
ing.
the two-dimensional flat panel detector array. Additionally,
projection images should be acquired for projection angles 2. The method of claim 1, wherein generating the scatter
for which the scatter images have been generated and stored. image further comprises generating a scatter grid image by
Moreover, the x-ray technique employed, the geometry and subtracting the second projection image from the first projec-
other settings for the source and the detector should be main- tion image.
tained at substantially similar values, such that the beam 3. The method of claim 2, wherein generating the scatter
shape and intensity are same for various image acquisitions. image further comprises detecting a plurality of aperture
[0042] As will be appreciated by those skilled in the art, the points for the scatter grid image and interpolating the scatter
scatter correction techniques described in the various grid image based on the aperture points.
embodiments discussed above permit a measurement of the 4. The method of claim 1, wherein the scatter image is
scatter content in the projection images used for VCT imag- stored for each of a plurality of projection angles.
ing and correct the projection images, thereby improving the 5. The method of claim 1, wherein subsequent imaging
VCT image quality. The technique permits measurement of comprises acquiring a plurality of projection images of the
scatter content in x-ray images for a given geometry, scanning object from a plurality of projection angles.
14. US 2010/0140485 AI Jun. 10,2010
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6. The method of claim 5, wherein subsequent imaging 16. The method of claim 15, wherein generating the scatter
comprises generating a plurality of scatter free projection images for each of the respective projection angles com-
images based on the projection images and respective scatter prises:
images. acquiring a first projection image of the object, the first
7. The method of claim 6, wherein subsequent imaging projection image comprising a primary image of the
comprises reconstructing a three-dimensional image of the object and the scatter image of the object;
object based on the scatter free projection images. positioning the scatter rejection plate between the object
and the detector;
8. The method of claim 7, wherein reconstructing com-
acquiring a second projection image of the object with the
prises normalizing and correcting at least one bad pixel in a scatter rejection plate disposed between the object and
plurality of scatter free projection images. the detector, the second projection image comprising the
9. The method of claim 1, further comprising maintaining primary image of the object; and
a plurality of substantially similar imaging parameters. generating the scatter image of the object based on the first
10. The method of claim 9, wherein the imaging param- projection image and the second projection image.
eters are selected from the group consisting of a type of object 17. The method of claim 15, wherein correcting the pro-
being imaged, a shape and an orientation of the object being jection images comprises subtracting the scatter images from
imaged, projection angles from which the scatter images and the respective projection images.
subsequent projection images are acquired, an x-ray tech- 18. A volumetric CT system for imaging an object, the
nique being employed, a geometry and one or more settings system comprising:
of the source and the detector, and combinations thereof. a source and a detector configured to move with respect to
the object, wherein the detector is further configured to
11. The method of claim 1, wherein the scatter rejection
acquire a plurality of projection images of the object
plate is designed based on a type of imaging application so as from a plurality of projection angles; and
to optimize scatter rejection performance. a processor configured to generate a plurality of scatter free
12. The method of claim 1, wherein the scatter rejection projection images by correcting the projection images
plate comprises at least one of an aperture plate or a collima- based on respective stored scatter images and to recon-
tor plate. struct a three-dimensional image of the object based on
13. The method of claim 12, wherein the aperture plate the scatter free projection images, wherein the scatter
comprises a high density material and defines a plurality of images are generated and stored for each of the projec-
sub-centimeter sized circular apertures. tion angles by employing a scatter rejection plate posi-
14. The method of claim 12, wherein the collimator plate tioned between the object and the detector.
comprises a high density material and defines a plurality of 19. The system of claim 18, wherein for each of the pro-
sub-centimeter sized horizontal or vertical slots. jection angles, the detector is further configured to acquire a
first projection image of the object and a second projection
15. A method for imaging an object, the method compris-
image of the object with the scatter rejection plate positioned
ing:
between the object and the detector, and wherein the proces-
acquiring a plurality of projection images of the object sor is further configured to generate the scatter image of the
using a source and a detector oriented at a plurality of object at the respective one of the projection angles based on
projection angles relative to the object; the first projection image and the second projection image.
generating a plurality of scatter free projection images by 20. The system of claim 18, wherein the scatter rejection
correcting the plurality of projection images based on plate is designed based on a type of imaging application so as
respective ones of a plurality of stored scatter images, to optimize scatter rejection performance.
wherein the scatter images are generated and stored for 21. The system of claim 18, wherein the scatter rejection
each of the projection angles by positioning a scatter plate comprises at least one of an aperture plate or a collima-
rejection plate between the object and the detector; and tor plate.
reconstructing a three-dimensional image of the object
based on the scatter free projection images. * * * * *