The document discusses the use of galvanometers in stereolithography apparatus (SLA) for additive manufacturing. It explains that galvanometers are used to position a UV laser beam by deflecting it in two directions using small mirrors. Due to the low inertia of the mirrors, scanning speeds can be very high. However, beam deflection through galvanometers can cause the laser spot to distort or lose focus. Various techniques for beam correction are discussed, such as using f-theta lenses to maintain a constant laser spot velocity across the build area.
The document discusses diffractometers and errors that can occur when using them to measure diffraction patterns. It describes common sources of error such as misalignment, use of a flat specimen, absorption in the specimen, and displacement of the specimen. It explains how errors can be reduced using analytical methods like extrapolating the lattice parameter or resolving diffraction peaks. Specifically, it outlines Cohen's analytical method which minimizes random errors by fitting sin^2θ values to linear equations to determine the true lattice parameter.
Scattering tomography with path integralToru Tamaki
Abstract: Tomography, an inverse problem to recover inside an object by probing light and observing its output, is an important issue in physics, medical imaging, computer vision and related research fields. In this talk, we will present an approach to optical scattering tomography that uses the path integral, which has been developed for volume rendering, to model the light transport. We make assumptions on a specific scattering model to facilitate the computation, then formulate an inverse problem to be solved by an interior point method. We will show some simulation results, comparisons with diffusion optical tomography (DOT), and conclude with future directions.
Modeling, Simulation And Implementation Of Adaptive Optical System For Laser ...IJMER
Adaptive Optical System (AOS) for correction of beam jitter in a high power laser source is described. The jitter in a high power laser may results from platform vibrations and dynamically varying in-homogeneities in the lasing medium. The effect of beam jitter on the performance of high power laser in directed energy weapon (DEW) system is discussed. Simulation studies have been carried out to optimize parameters of jitter correction system. An experimental arrangement to stabilize a high power laser beam is described and results are presented.
The document discusses vibration isolation of a LEGO platform using low-cost instrumentation as part of an open source project. It summarizes using inertial mass actuators to apply skyhook damping control to actively isolate the platform from environmental vibrations. Preliminary measurements identify the platform's modal properties. A real implementation is presented using 4 symmetric actuators. Control design applies skyhook damping in modal coordinates to optimally isolate each mode.
International Refereed Journal of Engineering and Science (IRJES) is a peer reviewed online journal for professionals and researchers in the field of computer science. The main aim is to resolve emerging and outstanding problems revealed by recent social and technological change. IJRES provides the platform for the researchers to present and evaluate their work from both theoretical and technical aspects and to share their views.
www.irjes.com
The document discusses applications of the integral equation model (IEM) in microwave remote sensing for retrieving land surface parameters. It presents the IEM and its advantages over traditional models. It then describes using IEM and AIEM simulations to develop parameterized emission models and inversion algorithms for retrieving soil moisture from satellites like AMSR-E and sensors like SMOS and SMAP. Validation results using ground measurements show the algorithms can accurately estimate soil moisture.
The document discusses applications of the integral equation model (IEM) in microwave remote sensing for retrieving land surface parameters. It presents the IEM and its advantages over traditional models. It then describes using IEM and AIEM simulations to develop parameterized emission models and inversion algorithms for soil moisture retrieval from satellites like AMSR-E and SMOS/SMAP. Validation results using ground measurements show the algorithms can accurately estimate soil moisture.
The document discusses diffractometers and errors that can occur when using them to measure diffraction patterns. It describes common sources of error such as misalignment, use of a flat specimen, absorption in the specimen, and displacement of the specimen. It explains how errors can be reduced using analytical methods like extrapolating the lattice parameter or resolving diffraction peaks. Specifically, it outlines Cohen's analytical method which minimizes random errors by fitting sin^2θ values to linear equations to determine the true lattice parameter.
Scattering tomography with path integralToru Tamaki
Abstract: Tomography, an inverse problem to recover inside an object by probing light and observing its output, is an important issue in physics, medical imaging, computer vision and related research fields. In this talk, we will present an approach to optical scattering tomography that uses the path integral, which has been developed for volume rendering, to model the light transport. We make assumptions on a specific scattering model to facilitate the computation, then formulate an inverse problem to be solved by an interior point method. We will show some simulation results, comparisons with diffusion optical tomography (DOT), and conclude with future directions.
Modeling, Simulation And Implementation Of Adaptive Optical System For Laser ...IJMER
Adaptive Optical System (AOS) for correction of beam jitter in a high power laser source is described. The jitter in a high power laser may results from platform vibrations and dynamically varying in-homogeneities in the lasing medium. The effect of beam jitter on the performance of high power laser in directed energy weapon (DEW) system is discussed. Simulation studies have been carried out to optimize parameters of jitter correction system. An experimental arrangement to stabilize a high power laser beam is described and results are presented.
The document discusses vibration isolation of a LEGO platform using low-cost instrumentation as part of an open source project. It summarizes using inertial mass actuators to apply skyhook damping control to actively isolate the platform from environmental vibrations. Preliminary measurements identify the platform's modal properties. A real implementation is presented using 4 symmetric actuators. Control design applies skyhook damping in modal coordinates to optimally isolate each mode.
International Refereed Journal of Engineering and Science (IRJES) is a peer reviewed online journal for professionals and researchers in the field of computer science. The main aim is to resolve emerging and outstanding problems revealed by recent social and technological change. IJRES provides the platform for the researchers to present and evaluate their work from both theoretical and technical aspects and to share their views.
www.irjes.com
The document discusses applications of the integral equation model (IEM) in microwave remote sensing for retrieving land surface parameters. It presents the IEM and its advantages over traditional models. It then describes using IEM and AIEM simulations to develop parameterized emission models and inversion algorithms for retrieving soil moisture from satellites like AMSR-E and sensors like SMOS and SMAP. Validation results using ground measurements show the algorithms can accurately estimate soil moisture.
The document discusses applications of the integral equation model (IEM) in microwave remote sensing for retrieving land surface parameters. It presents the IEM and its advantages over traditional models. It then describes using IEM and AIEM simulations to develop parameterized emission models and inversion algorithms for soil moisture retrieval from satellites like AMSR-E and SMOS/SMAP. Validation results using ground measurements show the algorithms can accurately estimate soil moisture.
The document discusses applications of the integral equation model (IEM) in microwave remote sensing for retrieving land surface parameters. It presents the IEM and its advantages over traditional models. It then describes using IEM and AIEM simulations to develop parameterized emission models and inversion algorithms for retrieving soil moisture from satellites like AMSR-E and sensors like SMOS and SMAP. Validation results using experimental radiometer data show the algorithms can accurately estimate soil moisture.
Malcolm Jardine completed a summer placement project to set up an optical magnetometer using a cesium gas cell. Tri-axial Helmholtz coils were constructed and modeled in MATLAB to create a controlled magnetic field for testing the magnetometer. The magnetometer was able to correctly measure magnetic fields with an initial sensitivity of 0.3μT. MATLAB was also used to develop programs for modeling the magnetic fields of the coils and performing linear regression analysis of experimental data.
This poster was created in LaTeX on a Dell Inspiron laptop with a Linux Fedora Core 4 operating system. The background image and the animation snapshots are dxf meshes of elastic waveform solutions, rendered on a Windows machine using 3D Studio Max.
IRJET- Detection of Angle-of-Arrival of the Laser Beam using a Cylindrica...IRJET Journal
This document describes a method for detecting the angle of arrival of an incoming laser beam using a cylindrical lens and Gaussian curve fitting. A cylindrical lens is used to focus the laser beam onto a linear array of photodetectors. Gaussian curve fitting is then applied to the signal detected by the photodetectors to determine the centroid or peak of the Gaussian curve, which corresponds to the angle of arrival. The system is able to measure the angle of arrival with high angular resolution depending on the number of data points used in the Gaussian fit. Simulation and testing was performed using MATLAB to generate laser beams, add noise, fit curves to detector signals, and analyze errors at different angles of arrival.
Evaluation of the Sensitivity of Seismic Inversion Algorithms to Different St...IJERA Editor
This document evaluates the sensitivity of seismic inversion algorithms to wavelets estimated using different statistical methods. It summarizes two wavelet estimation techniques - the Hilbert transform method and smoothing spectra method. It also describes two inversion methods - Narrow-band inversion and a Bayesian approach. Numerical experiments were conducted to analyze the performance of the wavelet estimation methods and sensitivity of the inversion algorithms to estimated wavelets. The smoothing spectra method produced better wavelet estimates. The Bayesian approach yielded superior inversion results and more robust impedance estimates compared to Narrow-band inversion in all tests.
Four experiments were conducted using a paint can hanging from a spring. In the first experiment, the paint can oscillated purely vertically, and PCA isolated this behavior in a single principal component, capturing 95% of the variance. When noise was added by shaking the cameras in the second experiment, PCA was still able to isolate the oscillatory behavior but with less accuracy. In experiments three and four where the paint can moved in both vertical and horizontal directions, PCA extracted the multidimensional behavior with the expected rank and reasonable accuracy.
CT based Image Guided Radiotherapy - Physics & QASambasivaselli R
This document discusses quality assurance for CT-based image guided radiotherapy. It describes existing technologies like kV CBCT, MV CBCT and XVI imaging. It provides details on the XVI system including its x-ray generator, imaging panel, image acquisition and reconstruction process. The document outlines various quality assurance tests for geometric accuracy, image quality and registration including uniformity, spatial resolution and accuracy tests using phantoms.
2015-06-17 FEKO Based ISAR Analysis for 3D Object ReconstructionDr. Ali Nassib
This document discusses using inverse synthetic aperture radar (ISAR) imaging techniques to reconstruct 3D images of objects from electromagnetic scattering data. It presents the mathematical models and simulation setup used. Simulations were conducted of two thin cylinders separated by either half a wavelength or a full wavelength. When separated by half a wavelength, the cylinders were not clearly resolved due to coupling effects. But when separated by a wavelength, the two cylinders were successfully reconstructed from the simulated scattering data using inverse scattering algorithms. Future work involves reconstructing the full dyadic contrast function and performing additional experiments.
Optimization of Aberrated Coherent Optical SystemsIOSR Journals
This document summarizes research on optimizing the image quality of aberrated coherent optical systems through apodization. It studies how apodization filters can be used to reduce edge effects like ringing, gradient, and shifting caused by aberrations like defocus, coma, and spherical aberration. The results show that at certain apodization parameter values and aberration combinations, the image quality is improved with minimum edge shifting and improved edge gradient. Specifically, an apodization parameter of 0.75 eliminated edge ringing for various aberration combinations studied. Thus, apodization can help mitigate the degrading effects of one aberration through the introduction of other aberrations.
Scattering optical tomography with discretized path integralToru Tamaki
Slide of the talks:
Toru Tamaki, Scattering tomography with path integral, Séminaire A3SI (Algorithmes, architectures, analyse et synthèse d’images), Laboratoire d'Informatique Gaspard-Monge (LIGM), ESIEE Paris, Université Paris-Est, 11-June-2015.
Toru Tamaki, Scattering optical tomography with discretized path integral, Fachbereich Computerwissenschaften, Universität Salzburg, Austria, 03-December-2015.
Toru Tamaki, Scattering optical tomography with discretized path integral, Departamento de Ciências da Informação e da Decisão em Saúde Faculdade de Medicina, Universidade do Porto, Porto, Portugal, 11-December-2015.
This document discusses the bidirectional reflectance distribution function (BRDF) in coastal waters and its application to validating ocean color satellites. It presents a new BRDF correction algorithm optimized for coastal waters dominated by sediments or colored dissolved organic matter. The algorithm improves match-ups between in situ measurements and MODIS satellite data by reducing uncertainties from 10% to below 1%. It is validated using a one year time series of above-water radiometer measurements in coastal Long Island Sound.
The document discusses bidirectional reflectance distribution functions (BRDF) in coastal waters and their application to validating ocean color satellites. It presents a BRDF correction algorithm optimized for coastal waters dominated by sediments or colored dissolved organic matter. Validation using in situ radiometer data from the Long Island Sound Coastal Observatory shows the proposed algorithm reduces dispersion in water leaving radiances compared to standard open ocean algorithms, improving satellite matchup comparisons.
The document describes a new algorithm for correcting the bidirectional reflectance distribution function (BRDF) of remote sensing reflectance measurements in coastal waters. Through radiative transfer simulations for a wide range of conditions, the authors developed a model relating remote sensing reflectance to the inherent optical properties of coastal waters. The new BRDF correction algorithm was shown to reduce uncertainty to below 1% when applied to both in situ and satellite ocean color data, improving on an existing open ocean algorithm. Its application significantly improved the match between in situ and MODIS satellite measurements of coastal waters.
This document describes a method for fabricating both negative and positive patterns on a single layer of positive photoresist. The method involves locally crosslinking the photoresist using laser exposure, followed by a flood UV exposure and development. The crosslinked areas form a negative pattern, while the non-exposed areas form a positive pattern. Experimental results showed that the height of the negative pattern can be controlled by varying the laser exposure energy and other processing parameters.
This document discusses quality assurance and quality control tests for diagnostic x-ray equipment. It defines quality assurance as maintaining high quality imaging through personnel training and evaluation, while quality control refers to evaluating radiographic equipment and identifying issues. Regular quality control tests check parameters like radiation and optical field alignment, focal spot size, tube voltage accuracy, exposure timer accuracy, total filtration, and radiation leakage. Performing these tests ensures optimal image quality, minimum radiation exposure, and cost effectiveness of diagnostic x-ray equipment.
This document provides an overview of carrier lifetime characterization techniques. It discusses that carrier lifetime determines the performance of semiconductor devices and solar cells. It then defines recombination lifetime and generation lifetime. The document proceeds to describe various optical methods to measure carrier lifetime, including photoluminescence, free carrier absorption, photoconductance decay, and their advantages and disadvantages. It provides equations to calculate carrier lifetime from measurements of excess carrier density, conductivity change, and voltage change.
Profilograph-profilometr is capable to provide measurement of parameters of surfaces in three-dimensional (3D) the image of their condition to within 1нм on height of a relief. This device allows to receive qualitatively new information which, in turn, will lead to development and creation of the newest technologies in mechanical engineering
The document describes the development of an automatic MATLAB-based tool for measuring beam emittance at the Idaho Accelerator Center. An optical transition radiation screen and camera were installed to capture beam images during a quadrupole scan. MATLAB codes were developed to extract beam sizes from the images, perform a polynomial fit to determine emittance, and control the scan automatically via EPICS and MATLAB Channel Access. The tool was tested by measuring the emittance of the HRRL accelerator, reducing measurement time and error compared to manual methods.
MODELING THE CHLOROPHYLL-A FROM SEA SURFACE REFLECTANCE IN WEST AFRICA BY DEE...ijaia
Deep learning provide successful applications in many fields. Recently, machines learning are involved for oceans remote sensing applications. In this study, we use and compare about eight (8) deep learning estimators for retrieval of a mainly pigment of phytoplankton. Depending on the water case and the multiple instruments simultaneously observing the earth on a variety of platforms, several algorithm are used to estimate the chlolophyll-a from marine reflectance.By using a long-term multi-sensor time-series of satellite ocean-colour data, as MODIS, SeaWifs, VIIRS, MERIS, etc…, we make a unique deep network model able to establish a relationship between sea surface reflectance and chlorophyll-a from any measurement satellite sensor over West Africa. These data fusion take into account the bias between case water and instruments.We construct several chlorophyll-a concentration prediction deep learning based models, compare them and therefore use the best for our study. Results obtained for accuracy training and test are quite good. The mean absolute error are very low and vary between 0,07 to 0,13 mg/m3 .
MODELING THE CHLOROPHYLL-A FROM SEA SURFACE REFLECTANCE IN WEST AFRICA BY DEE...gerogepatton
Deep learning provide successful applications in many fields. Recently, machines learning are involved for oceans remote sensing applications. In this study, we use and compare about eight (8) deep learning estimators for retrieval of a mainly pigment of phytoplankton. Depending on the water case and the multiple instruments simultaneously observing the earth on a variety of platforms, several algorithm are used to estimate the chlolophyll-a from marine reflectance.By using a long-term multi-sensor time-series of satellite ocean-colour data, as MODIS, SeaWifs, VIIRS, MERIS, etc…, we make a unique deep network model able to establish a relationship between sea surface reflectance and chlorophyll-a from any measurement satellite sensor over West Africa. These data fusion take into account the bias between case water and instruments.We construct several chlorophyll-a concentration prediction deep learning based models, compare them and therefore use the best for our study. Results obtained for accuracy training and test are quite good. The mean absolute error are very low and vary between 0,07 to 0,13 mg/m
The document discusses applications of the integral equation model (IEM) in microwave remote sensing for retrieving land surface parameters. It presents the IEM and its advantages over traditional models. It then describes using IEM and AIEM simulations to develop parameterized emission models and inversion algorithms for retrieving soil moisture from satellites like AMSR-E and sensors like SMOS and SMAP. Validation results using experimental radiometer data show the algorithms can accurately estimate soil moisture.
Malcolm Jardine completed a summer placement project to set up an optical magnetometer using a cesium gas cell. Tri-axial Helmholtz coils were constructed and modeled in MATLAB to create a controlled magnetic field for testing the magnetometer. The magnetometer was able to correctly measure magnetic fields with an initial sensitivity of 0.3μT. MATLAB was also used to develop programs for modeling the magnetic fields of the coils and performing linear regression analysis of experimental data.
This poster was created in LaTeX on a Dell Inspiron laptop with a Linux Fedora Core 4 operating system. The background image and the animation snapshots are dxf meshes of elastic waveform solutions, rendered on a Windows machine using 3D Studio Max.
IRJET- Detection of Angle-of-Arrival of the Laser Beam using a Cylindrica...IRJET Journal
This document describes a method for detecting the angle of arrival of an incoming laser beam using a cylindrical lens and Gaussian curve fitting. A cylindrical lens is used to focus the laser beam onto a linear array of photodetectors. Gaussian curve fitting is then applied to the signal detected by the photodetectors to determine the centroid or peak of the Gaussian curve, which corresponds to the angle of arrival. The system is able to measure the angle of arrival with high angular resolution depending on the number of data points used in the Gaussian fit. Simulation and testing was performed using MATLAB to generate laser beams, add noise, fit curves to detector signals, and analyze errors at different angles of arrival.
Evaluation of the Sensitivity of Seismic Inversion Algorithms to Different St...IJERA Editor
This document evaluates the sensitivity of seismic inversion algorithms to wavelets estimated using different statistical methods. It summarizes two wavelet estimation techniques - the Hilbert transform method and smoothing spectra method. It also describes two inversion methods - Narrow-band inversion and a Bayesian approach. Numerical experiments were conducted to analyze the performance of the wavelet estimation methods and sensitivity of the inversion algorithms to estimated wavelets. The smoothing spectra method produced better wavelet estimates. The Bayesian approach yielded superior inversion results and more robust impedance estimates compared to Narrow-band inversion in all tests.
Four experiments were conducted using a paint can hanging from a spring. In the first experiment, the paint can oscillated purely vertically, and PCA isolated this behavior in a single principal component, capturing 95% of the variance. When noise was added by shaking the cameras in the second experiment, PCA was still able to isolate the oscillatory behavior but with less accuracy. In experiments three and four where the paint can moved in both vertical and horizontal directions, PCA extracted the multidimensional behavior with the expected rank and reasonable accuracy.
CT based Image Guided Radiotherapy - Physics & QASambasivaselli R
This document discusses quality assurance for CT-based image guided radiotherapy. It describes existing technologies like kV CBCT, MV CBCT and XVI imaging. It provides details on the XVI system including its x-ray generator, imaging panel, image acquisition and reconstruction process. The document outlines various quality assurance tests for geometric accuracy, image quality and registration including uniformity, spatial resolution and accuracy tests using phantoms.
2015-06-17 FEKO Based ISAR Analysis for 3D Object ReconstructionDr. Ali Nassib
This document discusses using inverse synthetic aperture radar (ISAR) imaging techniques to reconstruct 3D images of objects from electromagnetic scattering data. It presents the mathematical models and simulation setup used. Simulations were conducted of two thin cylinders separated by either half a wavelength or a full wavelength. When separated by half a wavelength, the cylinders were not clearly resolved due to coupling effects. But when separated by a wavelength, the two cylinders were successfully reconstructed from the simulated scattering data using inverse scattering algorithms. Future work involves reconstructing the full dyadic contrast function and performing additional experiments.
Optimization of Aberrated Coherent Optical SystemsIOSR Journals
This document summarizes research on optimizing the image quality of aberrated coherent optical systems through apodization. It studies how apodization filters can be used to reduce edge effects like ringing, gradient, and shifting caused by aberrations like defocus, coma, and spherical aberration. The results show that at certain apodization parameter values and aberration combinations, the image quality is improved with minimum edge shifting and improved edge gradient. Specifically, an apodization parameter of 0.75 eliminated edge ringing for various aberration combinations studied. Thus, apodization can help mitigate the degrading effects of one aberration through the introduction of other aberrations.
Scattering optical tomography with discretized path integralToru Tamaki
Slide of the talks:
Toru Tamaki, Scattering tomography with path integral, Séminaire A3SI (Algorithmes, architectures, analyse et synthèse d’images), Laboratoire d'Informatique Gaspard-Monge (LIGM), ESIEE Paris, Université Paris-Est, 11-June-2015.
Toru Tamaki, Scattering optical tomography with discretized path integral, Fachbereich Computerwissenschaften, Universität Salzburg, Austria, 03-December-2015.
Toru Tamaki, Scattering optical tomography with discretized path integral, Departamento de Ciências da Informação e da Decisão em Saúde Faculdade de Medicina, Universidade do Porto, Porto, Portugal, 11-December-2015.
This document discusses the bidirectional reflectance distribution function (BRDF) in coastal waters and its application to validating ocean color satellites. It presents a new BRDF correction algorithm optimized for coastal waters dominated by sediments or colored dissolved organic matter. The algorithm improves match-ups between in situ measurements and MODIS satellite data by reducing uncertainties from 10% to below 1%. It is validated using a one year time series of above-water radiometer measurements in coastal Long Island Sound.
The document discusses bidirectional reflectance distribution functions (BRDF) in coastal waters and their application to validating ocean color satellites. It presents a BRDF correction algorithm optimized for coastal waters dominated by sediments or colored dissolved organic matter. Validation using in situ radiometer data from the Long Island Sound Coastal Observatory shows the proposed algorithm reduces dispersion in water leaving radiances compared to standard open ocean algorithms, improving satellite matchup comparisons.
The document describes a new algorithm for correcting the bidirectional reflectance distribution function (BRDF) of remote sensing reflectance measurements in coastal waters. Through radiative transfer simulations for a wide range of conditions, the authors developed a model relating remote sensing reflectance to the inherent optical properties of coastal waters. The new BRDF correction algorithm was shown to reduce uncertainty to below 1% when applied to both in situ and satellite ocean color data, improving on an existing open ocean algorithm. Its application significantly improved the match between in situ and MODIS satellite measurements of coastal waters.
This document describes a method for fabricating both negative and positive patterns on a single layer of positive photoresist. The method involves locally crosslinking the photoresist using laser exposure, followed by a flood UV exposure and development. The crosslinked areas form a negative pattern, while the non-exposed areas form a positive pattern. Experimental results showed that the height of the negative pattern can be controlled by varying the laser exposure energy and other processing parameters.
This document discusses quality assurance and quality control tests for diagnostic x-ray equipment. It defines quality assurance as maintaining high quality imaging through personnel training and evaluation, while quality control refers to evaluating radiographic equipment and identifying issues. Regular quality control tests check parameters like radiation and optical field alignment, focal spot size, tube voltage accuracy, exposure timer accuracy, total filtration, and radiation leakage. Performing these tests ensures optimal image quality, minimum radiation exposure, and cost effectiveness of diagnostic x-ray equipment.
This document provides an overview of carrier lifetime characterization techniques. It discusses that carrier lifetime determines the performance of semiconductor devices and solar cells. It then defines recombination lifetime and generation lifetime. The document proceeds to describe various optical methods to measure carrier lifetime, including photoluminescence, free carrier absorption, photoconductance decay, and their advantages and disadvantages. It provides equations to calculate carrier lifetime from measurements of excess carrier density, conductivity change, and voltage change.
Profilograph-profilometr is capable to provide measurement of parameters of surfaces in three-dimensional (3D) the image of their condition to within 1нм on height of a relief. This device allows to receive qualitatively new information which, in turn, will lead to development and creation of the newest technologies in mechanical engineering
The document describes the development of an automatic MATLAB-based tool for measuring beam emittance at the Idaho Accelerator Center. An optical transition radiation screen and camera were installed to capture beam images during a quadrupole scan. MATLAB codes were developed to extract beam sizes from the images, perform a polynomial fit to determine emittance, and control the scan automatically via EPICS and MATLAB Channel Access. The tool was tested by measuring the emittance of the HRRL accelerator, reducing measurement time and error compared to manual methods.
MODELING THE CHLOROPHYLL-A FROM SEA SURFACE REFLECTANCE IN WEST AFRICA BY DEE...ijaia
Deep learning provide successful applications in many fields. Recently, machines learning are involved for oceans remote sensing applications. In this study, we use and compare about eight (8) deep learning estimators for retrieval of a mainly pigment of phytoplankton. Depending on the water case and the multiple instruments simultaneously observing the earth on a variety of platforms, several algorithm are used to estimate the chlolophyll-a from marine reflectance.By using a long-term multi-sensor time-series of satellite ocean-colour data, as MODIS, SeaWifs, VIIRS, MERIS, etc…, we make a unique deep network model able to establish a relationship between sea surface reflectance and chlorophyll-a from any measurement satellite sensor over West Africa. These data fusion take into account the bias between case water and instruments.We construct several chlorophyll-a concentration prediction deep learning based models, compare them and therefore use the best for our study. Results obtained for accuracy training and test are quite good. The mean absolute error are very low and vary between 0,07 to 0,13 mg/m3 .
MODELING THE CHLOROPHYLL-A FROM SEA SURFACE REFLECTANCE IN WEST AFRICA BY DEE...gerogepatton
Deep learning provide successful applications in many fields. Recently, machines learning are involved for oceans remote sensing applications. In this study, we use and compare about eight (8) deep learning estimators for retrieval of a mainly pigment of phytoplankton. Depending on the water case and the multiple instruments simultaneously observing the earth on a variety of platforms, several algorithm are used to estimate the chlolophyll-a from marine reflectance.By using a long-term multi-sensor time-series of satellite ocean-colour data, as MODIS, SeaWifs, VIIRS, MERIS, etc…, we make a unique deep network model able to establish a relationship between sea surface reflectance and chlorophyll-a from any measurement satellite sensor over West Africa. These data fusion take into account the bias between case water and instruments.We construct several chlorophyll-a concentration prediction deep learning based models, compare them and therefore use the best for our study. Results obtained for accuracy training and test are quite good. The mean absolute error are very low and vary between 0,07 to 0,13 mg/m
International Conference on NLP, Artificial Intelligence, Machine Learning an...gerogepatton
International Conference on NLP, Artificial Intelligence, Machine Learning and Applications (NLAIM 2024) offers a premier global platform for exchanging insights and findings in the theory, methodology, and applications of NLP, Artificial Intelligence, Machine Learning, and their applications. The conference seeks substantial contributions across all key domains of NLP, Artificial Intelligence, Machine Learning, and their practical applications, aiming to foster both theoretical advancements and real-world implementations. With a focus on facilitating collaboration between researchers and practitioners from academia and industry, the conference serves as a nexus for sharing the latest developments in the field.
Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.
6th International Conference on Machine Learning & Applications (CMLA 2024)ClaraZara1
6th International Conference on Machine Learning & Applications (CMLA 2024) will provide an excellent international forum for sharing knowledge and results in theory, methodology and applications of on Machine Learning & Applications.
A review on techniques and modelling methodologies used for checking electrom...nooriasukmaningtyas
The proper function of the integrated circuit (IC) in an inhibiting electromagnetic environment has always been a serious concern throughout the decades of revolution in the world of electronics, from disjunct devices to today’s integrated circuit technology, where billions of transistors are combined on a single chip. The automotive industry and smart vehicles in particular, are confronting design issues such as being prone to electromagnetic interference (EMI). Electronic control devices calculate incorrect outputs because of EMI and sensors give misleading values which can prove fatal in case of automotives. In this paper, the authors have non exhaustively tried to review research work concerned with the investigation of EMI in ICs and prediction of this EMI using various modelling methodologies and measurement setups.
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECTjpsjournal1
The rivalry between prominent international actors for dominance over Central Asia's hydrocarbon
reserves and the ancient silk trade route, along with China's diplomatic endeavours in the area, has been
referred to as the "New Great Game." This research centres on the power struggle, considering
geopolitical, geostrategic, and geoeconomic variables. Topics including trade, political hegemony, oil
politics, and conventional and nontraditional security are all explored and explained by the researcher.
Using Mackinder's Heartland, Spykman Rimland, and Hegemonic Stability theories, examines China's role
in Central Asia. This study adheres to the empirical epistemological method and has taken care of
objectivity. This study analyze primary and secondary research documents critically to elaborate role of
china’s geo economic outreach in central Asian countries and its future prospect. China is thriving in trade,
pipeline politics, and winning states, according to this study, thanks to important instruments like the
Shanghai Cooperation Organisation and the Belt and Road Economic Initiative. According to this study,
China is seeing significant success in commerce, pipeline politics, and gaining influence on other
governments. This success may be attributed to the effective utilisation of key tools such as the Shanghai
Cooperation Organisation and the Belt and Road Economic Initiative.
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsVictor Morales
K8sGPT is a tool that analyzes and diagnoses Kubernetes clusters. This presentation was used to share the requirements and dependencies to deploy K8sGPT in a local environment.
A SYSTEMATIC RISK ASSESSMENT APPROACH FOR SECURING THE SMART IRRIGATION SYSTEMSIJNSA Journal
The smart irrigation system represents an innovative approach to optimize water usage in agricultural and landscaping practices. The integration of cutting-edge technologies, including sensors, actuators, and data analysis, empowers this system to provide accurate monitoring and control of irrigation processes by leveraging real-time environmental conditions. The main objective of a smart irrigation system is to optimize water efficiency, minimize expenses, and foster the adoption of sustainable water management methods. This paper conducts a systematic risk assessment by exploring the key components/assets and their functionalities in the smart irrigation system. The crucial role of sensors in gathering data on soil moisture, weather patterns, and plant well-being is emphasized in this system. These sensors enable intelligent decision-making in irrigation scheduling and water distribution, leading to enhanced water efficiency and sustainable water management practices. Actuators enable automated control of irrigation devices, ensuring precise and targeted water delivery to plants. Additionally, the paper addresses the potential threat and vulnerabilities associated with smart irrigation systems. It discusses limitations of the system, such as power constraints and computational capabilities, and calculates the potential security risks. The paper suggests possible risk treatment methods for effective secure system operation. In conclusion, the paper emphasizes the significant benefits of implementing smart irrigation systems, including improved water conservation, increased crop yield, and reduced environmental impact. Additionally, based on the security analysis conducted, the paper recommends the implementation of countermeasures and security approaches to address vulnerabilities and ensure the integrity and reliability of the system. By incorporating these measures, smart irrigation technology can revolutionize water management practices in agriculture, promoting sustainability, resource efficiency, and safeguarding against potential security threats.
Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...University of Maribor
Slides from talk presenting:
Aleš Zamuda: Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapter and Networking.
Presentation at IcETRAN 2024 session:
"Inter-Society Networking Panel GRSS/MTT-S/CIS
Panel Session: Promoting Connection and Cooperation"
IEEE Slovenia GRSS
IEEE Serbia and Montenegro MTT-S
IEEE Slovenia CIS
11TH INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONIC AND COMPUTING ENGINEERING
3-6 June 2024, Niš, Serbia
Advanced control scheme of doubly fed induction generator for wind turbine us...IJECEIAES
This paper describes a speed control device for generating electrical energy on an electricity network based on the doubly fed induction generator (DFIG) used for wind power conversion systems. At first, a double-fed induction generator model was constructed. A control law is formulated to govern the flow of energy between the stator of a DFIG and the energy network using three types of controllers: proportional integral (PI), sliding mode controller (SMC) and second order sliding mode controller (SOSMC). Their different results in terms of power reference tracking, reaction to unexpected speed fluctuations, sensitivity to perturbations, and resilience against machine parameter alterations are compared. MATLAB/Simulink was used to conduct the simulations for the preceding study. Multiple simulations have shown very satisfying results, and the investigations demonstrate the efficacy and power-enhancing capabilities of the suggested control system.
1. M03 L03: SLA (Part−2)
Course Instructor
Dr. Sajan Kapil
Department of Mechanical Engineering
Indian Institute of Technology, Guwahati
Guwahati, Assam
NPTEL MOOC
A Government of India Initiative
Fundamentals of Additive Manufacturing Technologies
2. 2
M03 L01: Contents
StereoLithography Apparatus (SLA)
o Sub-Systems
Galvanometer
Recoating System
3. 3
Scanning System
Galvanometer
Shape of UV Light Laser Beam
Shape of Liquid Liquid – Vat
Build Direction
+Z Direction
Recoating System
Deep Dipping Top Feeding
3D System’s SLA
3D System’s SLA (Zephyr)
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA)
4. 4
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA)
1. A UV Laser beam is used as an energy source
which scan the selected region over a layer of
liquid photo-polymer to cure it.
2. The power density of the laser spot and material
properties are two major factors to govern the
curing process.
3. The Laser beam is positioned using two small
mirrors (Galvanometer) capable of deflecting the
beam in two directions. Being a very low inertia of
the mirrors the scanning speed is very high.
4. A recoating system (Deep Dipping) is used to
spread the new liquid layer on pre-build geometry
5. Z-Axis of the machine
1
2
4
3
5
1 3
4
4
2
5
9. 9
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer
∠𝑜2𝑜1𝑜3 = ∠𝑐𝑜3𝑐′
= ∠𝑑𝑜3𝑑′
= 𝜃𝑥
∠𝑐𝑐′
𝑜3 = 90° ∠𝑑𝑑′
𝑜3 = 90°
∠𝑏𝑎𝑜2 = 90°
∠𝑜1𝑜2𝑎 = 90°
∠𝑜2𝑏𝑎 = ∠𝑐′𝑑′𝑜3 = ∠𝑐𝑑𝑜3 = 𝜃𝑦
Law of reflection: when a ray of light, is reflected from a
smooth surface the angle of reflection is equal to the angle of
incidence, and the incident ray, the reflected ray, and the normal
to the surface at the point of incidence all lie in the same plane.
Based on this principle one can deduce the following:
10. 10
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer
𝑦 = 𝑎𝑏 = ℎ tan 𝜃𝑦
𝑥 = 𝑏𝑑′ + 𝑑′𝑑
𝑎𝑜2 = 𝑜3𝑐′ = ℎ, o1𝑜2 = 𝑒
𝑥 = 𝑒 tan 𝜃𝑥 + ℎ2 + 𝑦2 tan 𝜃𝑥
𝑏𝑑′ = 𝑜2𝑜3 = 𝑒 tan 𝜃𝑥
𝑑𝑑′ = 𝑜3𝑑′ tan 𝜃𝑥 = 𝑜2𝑏 tan 𝜃𝑥 = ℎ2 + 𝑦2 tan 𝜃𝑥
𝑒 + ℎ2 + 𝑦2 tan 𝜃𝑥 , ℎ tan 𝜃𝑦
In the right angle triangle Δ𝑜2𝑎𝑏
If
In the right angle triangle Δ𝑜3𝑑′𝑑 (try to visualize the plane of
triangle)
11. 11
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer
Example: In a polymerization based liquid-AM process, a vat of resin has been used. A laser beam is used
to selectively scan the required area on the surface of the liquid-bed. The maximum build volume envelope
is 500 × 500 × 550 mm3. What will be distance of optical system from the surface of liquid bed.
(assume the distance between the X and Y –axis mirror to be 100 mm, the X and Y-axis mirror can oscillate
between ±22.5 )
𝑌 = ℎ tan 𝜃𝑦
ℎ =
𝑌
tan 𝜃𝑦
=
250
tan 22.5
=
250
0.55785
= 448.149
250, 250
−250, −250
−250, 250
250, −250
250, 0
0, 250
(0, 250)
𝑋 = 0
12. 12
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer
Example: In a polymerization based liquid-AM process, a vat of resin has been used. A laser beam is used
to selectively scan the required area on the surface of the liquid-bed. The maximum build volume envelope
is 500 × 500 × 550 mm3. What will be distance of optical system from the surface of liquid bed.
(assume the distance between the X and Y –axis mirror to be 100 mm, the X and Y-axis mirror can oscillate
between ±22.5 )
𝑋 = 𝑒 + ℎ2 + 𝑦2 tan 𝜃𝑥
250, 250
−250, −250
−250, 250
250, −250
250, 0
0, 250
(250, 0) 𝑌 = 0
ℎ =
𝑋
tan 𝜃𝑥
− 𝑒
ℎ =
250
0.55785
− 100 = 348.149
13. 13
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer
Example: In a polymerization based liquid-AM process, a vat of resin has been used. A laser beam is used
to selectively scan the required area on the surface of the liquid-bed. The maximum build volume envelope
is 500 × 500 × 550 mm3. What will be distance of optical system from the surface of liquid bed.
(assume the distance between the X and Y –axis mirror to be 100 mm, the X and Y-axis mirror can oscillate
between ±22.5 )
𝑋 = 𝑒 + ℎ2 + 𝑦2 tan 𝜃𝑥
ℎ =
𝑋
tan 𝜃𝑥
− 𝑒
2
− 𝑦2
ℎ =
250
0.55785
− 100
2
− 2502 = 242.29
250, 250
−250, −250
−250, 250
250, −250
250, 0
0, 250
(250, 250)
ℎ = 448.149 mm
𝑌 = ℎ tan 𝜃𝑦
ℎ =
𝑌
tan 𝜃𝑦
=
250
tan 22.5
=
250
0.55785
= 448.149
14. 14
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer
It can be observed that the x-coordinate is function of
𝜃𝑥 and 𝜃𝑦 both. If 𝜃𝑥 is constant then:
𝑥
tan 𝜃𝑥
= 𝑒 + ℎ2 + 𝑦2
𝑥
tan 𝜃𝑥
− 𝑒
2
= ℎ2 + 𝑦2
𝑥
tan 𝜃𝑥
− 𝑒
2
− 𝑦2 = ℎ2
The above equation shows that with constant change
in the 𝜃𝑦, the scanning pattern will be a hyperbola.
( where: 𝑦 = ℎ tan 𝜃𝑦)
15. 15
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer
figure(1)
plot(x(:,:),y(:,:),'-')
h=1000;
e=0;
i=1;
j=1;
for thetax=-22.5:0.5:22.5
for thetay=-22.5:0.5:22.5
y(i,j)=h*tand(thetay);
x(i,j)=(e+sqrt(h^2 + y(i,j)^2 ))*tand(thetax);
j=j+1;
end
j=1;
i=i+1;
end
16. 16
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer
b=load('b.txt');
s=size(b);
for i=1:1:s(1,1)
Thetay_o(i)=atand(b(i,2)./h);
Thetax_o(i)=atand(b(i,1)/(e+sqrt(h^2 + b(i,2).^2 )));
end
b1=b(:,1)';
b2=b(:,2)';
17. 17
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer
figure(2)
plot(b1,b2,'.');
hold on
plot(b1(1,1), b2(1,1)),'*');
figure(3)
plot(Thetax_o,'b','linewidth', 1.5)
hold on
plot(Thetay_o,'k','linewidth', 1.5)
h=500
18. 18
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer: Advantages & Disadvantage
Advantages
• Low inertia of the tiny mirror moves the laser beam with a very faster speed (up
10 m/sec) on the surface of the vat-photopolymer.
• Long life of the galvanometer
Disadvantages
• Lost of energy on the mirrors
• Defocus laser beam on the platform
• Laser beam spot distortion Beam Correction
19. 19
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer: Beam Correction
Beam deflected from a spherical lens
Locus of the focal point for
deflected beam at different angles
20. 20
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer: Beam Correction
ℎ = 𝑓 × tan 𝜃
dℎ
𝑑𝑡
= 𝑓 sec2 𝜃
𝑑𝜃
𝑑𝑡
𝑣ℎ = 𝑓 sec2 𝜃 𝜔ℎ
𝑓
𝑣ℎ =
𝑓𝜔ℎ
cos2 𝜃
Therefore, to keep the constant velocity of the laser beam spot the mirror of the galvenomerter has to be changed
accordingly
It can be noted that the velocity (𝑣ℎ) of the laser beam on
the flat surface is a function of angular velocity of (𝜔ℎ) of
the mirror and angle of incident (𝜃).
𝜃
21. 21
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer: Beam Correction
A single axis galvanometer with a range of ±15° is used in a SLA process. The beam deflected from the
galvanometer is passes through a flat-field lens to keep the focal point at distance of 500 mm on the flat top surface
of the liquid vat. In order to obtain a constant velocity of the laser spot as 10 m/sec, determine the range of the
galvanometer’s angular velocity.
𝑣ℎ =
𝑓 × 𝜔ℎ
cos2 𝜃
𝜔ℎ =
𝑣ℎ cos2 𝜃
𝑓
𝜔ℎ =
𝑣ℎ cos2
𝜃
𝑓
=
10
0.5
× cos2
𝜃 = 100 cos2
𝜃
𝜔ℎmax
= 100
𝜔ℎmin = 100 × cos2
15 = 100 × 0.933=93.3
𝜔ℎmin
= 93.3
22. 22
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer: Beam Correction
To overcome the issues associated with the flat-field lens
the 𝑓 − 𝜃 are used along with galvanometers. The spot
position for 𝑓 − 𝜃 is roughly the product of 𝑓 & 𝜃 , unlike
flat-field lens.
ℎ = 𝑓 × 𝜃
dℎ
𝑑𝑡
= 𝑓
𝑑𝜃
𝑑𝑡
𝑣ℎ = 𝑓𝜔ℎ
23. 23
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer: Beam Correction
https://www.thorlabs.com/newgrouppage9.cfm?objectgroup_id=10766
24. 24
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer: Beam Correction
If a laser beam deflected through a galvanometer by an angle of 𝜃 strikes the vat – photopolymer bed. In
that case the shape of the cross section of the beam will change to ellipse from circle. The major axis of
the ellipse will be 𝑑/ cos 𝜃 and minor axis will be 𝑑. The area of the beam can be given as:
𝐴𝜃 =
𝜋
4
𝑑
cos 𝜃
𝑑 =
𝜋
4
𝑑2
cos 𝜃
=
𝐴𝑂
cos 𝜃
𝜃
R R’
𝜔
O a
x
R
𝜔
O
𝐹 − 𝜃 lens 𝐹 − 𝜃 lens
𝑑 × sec 𝜃
𝑑
𝑑
𝜃
𝜃
25. 25
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer: Beam Correction
In a Vat-photo-polymerization based process, a laser beam got deflected by an angle of 𝜃 after striking
the galvanometer on incident on the vat-photo-polymer bed. If the power of the laser is 𝑃𝐿, what will be
the power intensity in the beam spot.
𝐼 =
𝑃𝑙
𝐴𝑂
cos 𝜃
𝐼 =
𝑃𝑙
𝐴𝑜
cos 𝜃
26. 26
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer: Beam Correction
Also as per beer-lambert’s cosine law, energy absorbed by a surface is proportional to the cosine of the
angle of between the striking beam and normal.
𝐸𝑎 = 𝐸𝑜 × cos 𝜃
𝜃
R R’
𝜔
O a
x
R
𝜔
O
𝐹 − 𝜃 lens 𝐹 − 𝜃 lens
𝑑 × sec 𝜃
𝑑
𝑑
𝜃
𝜃
27. 27
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer: Beam Correction
𝜃
R R’
𝜔
𝑉
𝑜 = 𝑅 × 𝜔
O a
x
𝑥 = 𝑅 tan 𝜃
𝑑𝑥
𝑑𝑡
=
𝑅
cos2 𝜃
𝑑𝜃
𝑑𝑡
𝑉
𝑎 =
𝑅𝜔
cos2 𝜃
𝑉
𝑎 =
𝑉
𝑜
cos2 𝜃
28. 28
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Galvanometer: Beam Correction
Telecentric lenses facilitate normal incidence of laser beam onto the target plane. However, a major
disadvantage of telecentric lens is that the scannable area is limited by size of lens. Hence, these lenses cannot
be used to produce normal incidence over a large print area desirable in 3D printing applications. Therefore
the size of the all AM system using galvanometer are limited in size.
32. 32
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA)
1. A UV Laser beam is used as an energy source
which scan the selected region over a layer of
liquid photo-polymer to cure it.
2. The power density of the laser spot and material
properties are two major factors to govern the
curing process.
3. The Laser beam is positioned using two small
mirrors (Galvanometer) capable of deflecting the
beam in two directions. Being a very low inertia of
the mirrors the scanning speed is very high.
4. A recoating system (Deep Dipping) is used to
spread the new liquid layer on pre-build geometry
5. Z-Axis of the machine
1
2
4
3
5
1 3
4
4
2
5
4
34. 34
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Recoating
• Recoating is the process of establishing a new layer of fresh resin over the previously cured layer.
• A successful recoating step is one that is capable of establishing a fresh layer of liquid resin of thickness
exactly equal to the desired thickness, 𝑡𝑙, within a reasonably short time.
• An incorrect layer thickness will adversely affect the accuracy of the product.
• Owing to effects related to the viscosity and surface tension properties of the liquid resin, it is not easy to
meet these requirements. As a result, one needs to adopt quite a complex recoating cycle involving
following stages:
1. Leveling
2. Deep dipping
3. Elevating
4. Sweeping
5. Obtaining Build Position
6. Z-wait
35. 35
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Recoating: Leveling
• If resin did not shrink upon polymerization, this step would only be
necessary at the start, to insure that the resin was at the proper z-
level.
• However, typical resin undergo about 5% to 7% total volumetric
shrinkage.
• A level compensation system (contact/non-contact) is implemented
in SLA.
• The level compensation system maintained a tolerance in the z-level.
• If the resin lies within this tolerance limits, the levelling operation is
completed.
36. 36
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Recoating: Deep dipping
• The elevator fully immerses the previously completed part
under computer control to allow the resin to flow over the part
• Owing to the high viscosity of the resin, the resin will take
quite some time before it assumes a level surface over the
entire part.
• Hence, there will be a depression in the resin surface above the
part.
• The depression can be quite significant over regions with
trapped resin volumes. Such volumes occur when there are
pockets of liquid resin within the part interior that do not have
connecting passages to the rest of the liquid in the vat.
37. 37
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Recoating: Deep Dipping
The time, 𝑇𝑑, taken for the depression to be thus 'closed' has been
studied by means of viscous flow analyses and experimental studies
𝑇𝑑 ∝
𝑅𝑐 × 𝜇
h𝑑
2
where 𝑅𝑐 is the so-called 'critical circle radius' for that cross-section, 𝜇
is the viscosity of the resin and ℎ𝑑 is the depth of the depression.
A critical circle is the maximum distance on any cross-section’s
geometry that resin must travel to flow off the part.
As the value of 𝜇 and 𝑅𝑐 are fixed the only possibility of reducing time taken for filling the depression is by
increasing the dipping height (ℎ𝑑). Hence called as deep dipping.
38. 38
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Recoating: Deep Dipping
The amount of deep dip is about 7.5mm for SLA-250 and 18 mm for SLA-500. How fast SLA-500’s deep
dipping process is as compare to SLA-250 ?
39. 39
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Recoating: Deep Dipping
Find out the ratio of the deep-dipping time required for the two cross-sections shown in the following figures.
d
d
3
2
d
40. 40
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Recoating: Elevating
• The third stage starts once the depression has closed reasonably.
The platform is elevated until the top layer of the part is above the
resin surface.
• As a result, there will be a layer of thickness exceeding 𝑡𝑙 resting
on part's upper surface
• This step is required so that during next step of sweeping only the
material above the part should be disturbed not rest of the resin.
41. 41
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Recoating: Elevating
• At this point the recoating blade traverse one end of the vat to
another end and sweeps the access material.
• For majority of part geometry the optimum sweep period is
about 5 second.
• However, it appears that recoating behavior is quite sensitive to
the presence of trapped volumes of resin in the part. For
instance, for parts without trapped volumes, changing the blade
velocity in the range 5 to 120mrn/s does not significantly affect
the final layer thickness. However, this is not the case when
there are trapped resin volumes.
42. 42
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Recoating: Sweeping
• If we ignore the viscous behavior of the resin, we would expect the resulting layer thickness, L, to be equal
to the preset gap, g.
• Owing to finite surface tension effects, some resin has adhered to the trailing edge of the blade
• Due to viscous drag there will be a bulge close to the leading edge. (leading edge bulge)
• A consequence of this is that the actual layer thickness, 𝑡𝑙, following the sweeping process will be smaller
than the gap, 𝐿𝑔.
43. 43
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Recoating: Sweeping
The resin flow rate under the blade would be equal to:
𝑉𝑏𝐿𝑔
2
At a location well beyond the trailing edge of the blade, the velocity distribution within the resin layer of
thickness L can be expected to be uniform. And hence the flow rate (/deposition rate) can be: .: 𝑉𝑏 × 𝑡𝑙
Equating the two flow rates: 𝑡𝑙 =
𝐿𝑔
2
𝑄 = න
0
𝑙𝑔
𝑣𝑦𝑑𝑦
𝑣𝑦 =
𝑣𝑏
𝑙𝑔
× 𝑦
𝑄 = න
0
𝑙𝑔
𝑣𝑏
𝑙𝑔
× 𝑦 𝑑𝑦
𝑄 =
𝑣𝑏
𝑙𝑔
𝑦2
2 0
𝑙𝑔
𝑄 =
𝑣𝑏𝑙𝑔
2
44. 44
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Recoating: Obtaining Build Position
• Next, the elevator is lowered again such that the part is in the
right position for scanning the next layer.
• The resin surface at the beginning of this stage is still
disturbed.
• In particular, owing to finite surface tension effects, there is
usually a visible crease at the solid to liquid interface around
the perimeter of the part.
• Experiments have shown that this crease fades away
exponentially over time.
45. 45
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Recoating: Z-Wait
• A waiting period (called 'Z-Wait') is introduced for the resin
surface to blend and reach the configuration shown in figure.
• The Z-wait period is usually determined through a compromise
between surface non-uniformity and build time.
• One needs to choose a longer Z-wait when a large 𝑡𝑙 is chosen.
These observations might give the impression of unduly long Z-
Wait.
• However, fortunately, with current technology, it is possible to
complete computation and adjustment of resin level per layer
within one second. The problem is still noteworthy because
practical parts contain thousands of layers.
46. 46
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Recoating: Zephyr
The ZephyrTM system has a vacuum blade that picks up resin from the side of the vat and applies a thin
layer of resin as it sweeps across the part. This speeds up the build process by reducing time required
between layers and greatly reduces problems involved when building parts with trapped volumes.
47. 47
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA)
1. A UV Laser beam is used as an energy source
which scan the selected region over a layer of
liquid photo-polymer to cure it.
2. The power density of the laser spot and material
properties are two major factors to govern the
curing process.
3. The Laser beam is positioned using two small
mirrors (Galvanometer) capable of deflecting the
beam in two directions. Being a very low inertia of
the mirrors the scanning speed is very high.
4. A recoating system (Deep Dipping) is used to
spread the new liquid layer on pre-build geometry
5. Z-Axis of the machine
1
2
4
3
5
1 3
4
4
2
5
4
48. 48
Photo-polymerization based Liquid AM
StereoLithography Apparatus (SLA): Z-Axis
Leadscrew/Ball Screws Rack & Pinon Parallel Kinematics: Scissor Lift
49. Thank You
Dr. Sajan Kapil
Department of Mechanical Engineering
Indian Institute of Technology, Guwahati
Guwahati, Assam
Research Int.: Manufacturing Automation, 3D Printing, CAD/CAM
Email: sajan.kapil@iitg.ac.in