Tesis sobre el tema "Multi-spectral method"
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Assa'd, Ahmad Mohammed. "The effect of energetic backscattered electrons in quantitative multi-spectral analysis". Thesis, University of York, 1995. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.297065.
Texto completoVictorin, Amalia. "Multi-taper method for spectral analysis and signal reconstruction of solar wind data". Thesis, KTH, Rymd- och plasmafysik, 2007. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-91824.
Texto completoNordström, Niklas y Mathilda Werner. "A diagnostic method for oral cancer screening in a Brazilian population. A pilot study". Thesis, Malmö högskola, Odontologiska fakulteten (OD), 2014. http://urn.kb.se/resolve?urn=urn:nbn:se:mau:diva-19836.
Texto completoIntroduction: Oral cancer is a severe condition with high mortality rate, in particular if diagnosed late. Brazil is one of the countries in the world with high prevalence and mortality from oral cancer and it is the fifth most common cancer there. An aid in early detection of oral cancer as an adjunct to health promotion is desirable.Purpose:The aim of this study was to evaluate the diagnostic accuracy of conventional oral examination and the use of multi spectral light (Identafi®) as an approach for early detection of potentially malignant or malignant lesions in the oral mucosa in a Brazilian population.Material and method:Screening of high-risk population in Goiania, Goias, Brazil, for oral potentially malignant lesions (PML) or malignant lesions (ML) as a selection phase. Patients collected from the screening were examined with multi spectral light (Identafi®) to evaluate diagnostic accuracy. Three observers independently assessed all lesions with Identafi® and the final decision if a lesion was present was taken in consensus. Inter observer agreement was calculated as overall agreement and as kappa value (κ). Biopsies were used as diagnostic reference standard.Results:Identafi® generated, from twelve biopsies, three true positive, five false positive, two true negative and zero false negative. Sensitivity was calculated to 0.29 and specificity was not possible to calculate since there were no false negative results.Inter observer agreement for the use of Identafi® was calculated as overall agreement and as kappa value (κ). The overall agreement for the three pairs of observers varied between 78-86% and κ-values between 0.46 and 0.60.Conclusion:The conclusion of this study is that Identafi® does not have any benefits over conventional oral examination in diagnostic accuracy for potentially malignant or malignant lesions in the oral mucosa. It might, however, be an aid for a dentists or oral surgeons that are unsure whether to take a biopsy or not. It can also aid the surgeon when taking a biopsy to take the most suspicious part of the lesion. There are not enough published evidence that Identafi® can discriminate between normal mucosa and PML or ML, and this study confirms previous results. The use of Identafi® as an aid in screening and examination for PML or ML needs further investigation.
Miar, Yasin. "Improved Wideband Spectrum Sensing Methods for Cognitive Radio". Thèse, Université d'Ottawa / University of Ottawa, 2012. http://hdl.handle.net/10393/23333.
Texto completoRodiet, Christophe. "Mesure de Température par Méthodes Multi-Spectrales et Caractérisation Thermique de Matériaux Anisotropes par Transformations Intégrales : « Aspects Théoriques et Expérimentaux »". Thesis, Université de Lorraine, 2014. http://www.theses.fr/2014LORR0283/document.
Texto completoThis thesis consists of two relatively independent parts, the first part focuses on methods of temperature measurement using Multi-Spectral (passive optical pyrometry) methods, and the second on the Thermal Characterization by integral transforms at high temperature of orthotropic materials. In each of these two parts, methods / models developed were treated from a theoretical point of view, numerical and experimental. In the multi-spectral part, a method of temperature measurement to take into account a spectral variation of the overall measurement chain (including the emissivity) was introduced. Moreover, a method of determining the optimal wavelengths in the sense of minimizing the standard deviation of temperature, has been developed. Finally, it has also been shown that the optimal wavelengths for mono-spectral and bi-spectral measurements could be determined with similar laws to Wien's displacement law. In the Thermal Characterization part, different methods and models have been developed. The proposed methods perform the estimation of longitudinal and transverse diffusivities on all harmonics simultaneously. Furthermore, they allow overcoming the thermal coupling due to the presence of a sample holder, and / or making pseudo-local measurements of diffusivities. Finally, the concepts of correlation between parameters and duration of harmonics exploitability were also discussed.This thesis consists of two relatively independent parts, the first part focuses on methods of temperature measurement using Multi-Spectral (passive optical pyrometry) methods, and the second on the Thermal Characterization by integral transforms at high temperature of orthotropic materials. In each of these two parts, methods / models developed were treated from a theoretical point of view, numerical and experimental. In the multi-spectral part, a method of temperature measurement to take into account a spectral variation of the overall measurement chain (including the emissivity) was introduced. Moreover, a method of determining the optimal wavelengths in the sense of minimizing the standard deviation of temperature, has been developed. Finally, it has also been shown that the optimal wavelengths for mono-spectral and bi-spectral measurements could be determined with similar laws to Wien's displacement law. In the Thermal Characterization part, different methods and models have been developed. The proposed methods perform the estimation of longitudinal and transverse diffusivities on all harmonics simultaneously. Furthermore, they allow overcoming the thermal coupling due to the presence of a sample holder, and / or making pseudo-local measurements of diffusivities. Finally, the concepts of correlation between parameters and duration of harmonics exploitability were also discussed
Llenas, Farràs Aleix. "Spectral control methods and applications for multi-channel LED light engines". Doctoral thesis, Universitat Politècnica de Catalunya, 2019. http://hdl.handle.net/10803/672450.
Texto completoLes instal·lacions dil·luminació solen ser estàtiques i basades en indicadors visuals clàssics com la temperatura de color, la representació dels colors o els nivells d'il·luminació. Tanmateix, avui sabem que la llum també té una funció que no és propiament visual i que els arquitectes i dissenyadors haurien de començar a tenir en compte: la llum pot influir en el nostre estat d'ànim, modular la nostra atenció, regular la producció de melatonina o modificar els ritmes circadiaris. Tenir en compte totes les propietats espectrals de la llum és el primer pas per dissenyar entorns més sans i respectuosos amb la nostra biologia. Així, el disseny i desenvolupament de noves fonts de llum LED multicanal assequibles serà la tecnologia que permetrà un autentic canvi de paradigma espectral i començar a utilitzar la llum per a múltiples aplicacions. Aquest treball té com a objectiu facilitar aquesta transició proporcionant fonts de llum LED amb capacitat per generar qualsevol tipus de forma espectral. En una primera part, hem desenvolupat un sistema d'il·luminació multicanal orientat a un mercat d'investigació i recerca, i hem explorat nous dissenys i solucions per a un dispositiu més industrial amb l'objectiu de penetrar al mercat d'il·luminació general. Els dos esforços s'han materialitzat en dos dispositius òpticament i espectralment diferents: el sistema de llum SPECTRA TUNE LAB (amb un espectròmetre a l'interior i 10 canals LED diferents) i el sistema de llum VEGA 07 (amb un colorímetre i 7 canals LED diferents). En segon lloc, per poder crear qualsevol tipus de forma espectral, hem estudiat diferents algorismes heurístics implementats directament al micro-controlador de la lluminària o en un programari extern. L'algorisme desenvolupat de simulated annealing ha resultat ser el més ràpid amb una fidelitat espectral excel·lent. En tercer lloc, hem desenvolupat dos tipus de controladors òptics de llaç tancat amb dos sensors de llum diferents per evitar canvis de color i canvis espectrals degut a increments de la temperatura o degradació dels LEDs. Ambdós sensors, l'espectròmetre per l'SPECTRA TUNE LAB i el colorímetre pel VEGA 07, s'utilitzen per assegurar que la llum emesa romangui precisa i estable en tot moment, per a qualsevol espectre que vulguem generar. Finalment, demostrem com aquests dispositius es poden utilitzar per a diferents aplicacions oferint grans avantatges en comparació amb sistemes tradicionals. El nostre sistema d'il·luminació s'ha instal·lat a la unitat de cures intensives dhospitals (a l'Hospital Vall d'Hebron i a l'Hospital Clínic, a Barcelona), en entorns d'oficina (a ARUP, a Londres) o en sales de control 24 hores (a la sala de control de la refineria de Repsol, a Tarragona), entre d'altres
Enginyeria òptica
Cao, Liang. "Numerical analysis and multi-precision computational methods applied to the extant problems of Asian option pricing and simulating stable distributions and unit root densities". Thesis, University of St Andrews, 2014. http://hdl.handle.net/10023/6539.
Texto completoPierre, Thomas. "Mesure de la température à l'échelle microscopique par voie optique dans la gamme ultraviolet-visible". Thesis, Vandoeuvre-les-Nancy, INPL, 2007. http://www.theses.fr/2007INPL096N/document.
Texto completoThe aim of this study is to measure microscale temperature by optical way in the UV-visible range by photons counting using a cooled PMT. From the existing techniques advantages and disadvantages, this first part allows to understand the choices of this study. The second part shows and underlines the interest in working in short wavelengths (diffraction limit, measurement accuracy), in using the multi-spectral method to get rid of unknown parameters (e.g. emissivity) by choosing judicious working wavelengths, as well as the statistic laws to measure the photonic flux knowing its random emission. The third chapter presents the optical bench (optical microscope, photonic flux measurement facility…). A particularly attention is given to the design of the heated elements, which allow to calibrate the facility. The fourth part exposes the temperature results obtained through statistic laws. They validate the well-running of the facility, the microscopic area focusing, and the interest to model correctly the filters. Finally, measurement accuracy improvements (diffraction grating, multi-channel analyzer) and lower temperature measurement techniques (LIF, time-correlated method) are presented in the fifth part
Richards, Christopher M. "Identification of multi-degree-of-freedom nonlinear systems with focus on spectral methods /". The Ohio State University, 1998. http://rave.ohiolink.edu/etdc/view?acc_num=osu1487951907959319.
Texto completoLan, Chao-ho. "Radiative combined-mode heat transfer in a multi-dimensional participating medium using spectral methods /". Full text (PDF) from UMI/Dissertation Abstracts International, 2000. http://wwwlib.umi.com/cr/utexas/fullcit?p3004312.
Texto completoBühler, Andreas [Verfasser], Vasilis [Akademischer Betreuer] Ntziachristos y Axel [Akademischer Betreuer] Haase. "Multi-Spectral Optoacoustic Tomography: Methods and Applications / Andreas Bühler. Gutachter: Axel Haase ; Vasilis Ntziachristos. Betreuer: Vasilis Ntziachristos". München : Universitätsbibliothek der TU München, 2014. http://d-nb.info/107194813X/34.
Texto completoRetief, Francois Jacques. "Methods for multi-spectral image fusion: identifying stable and repeatable information across the visible and infrared spectra". Master's thesis, University of Cape Town, 2016. http://hdl.handle.net/11427/20636.
Texto completoDiGirolamo, Paul Alrik. "A Comparison of Change Detection Methods in an Urban Environment Using LANDSAT TM and ETM+ Satellite Imagery: A Multi-Temporal, Multi-Spectral Analysis of Gwinnett County, GA 1991-2000". Digital Archive @ GSU, 2006. http://digitalarchive.gsu.edu/anthro_theses/18.
Texto completoDiGirolamo, Paul A. "A comparison of change detection methods in an urban environment using LANDSAT TM and ETM+ satellite imagery a multi-temporal, multi-spectral analysis of Gwinnett County, GA 1991-2000 /". unrestricted, 2005. http://etd.gsu.edu/theses/available/etd-07242006-110800/.
Texto completoTitle from title screen. Zhi-Yong Yin, committee chair; Paul Knapp, Truman Hartshorn, committee members. Electronic text (135 p. : col. ill., col. maps)) : digital, PDF file. Description based on contents viewed Aug. 2, 2007. Includes bibliographical references (p. 125-133).
Oral, Elif. "Modélisation multi-dimensionnelle de la propagation des ondes sismiques dans des milieux linéaires et non-linéaires". Thesis, Paris Est, 2016. http://www.theses.fr/2016PESC1140/document.
Texto completoNumerical modeling of seismic wave propagation has been a major topic on ground motion studies using a number of different numerical integration schemes. The consideration of soil nonlinearity holds an important place in order to achieve simulations consistent with real observations for strong seismic shaking. Additionally, in the presence of strong ground motion in saturated soils, pore pressure becomes an important parameter to take into account for related phenomena such as flow liquefaction and cyclic mobility. In this study, first, one component (1C) - seismic wave propagation is modeled in linear and nonlinear media in 1D based on the spectral element numerical method. Viscoelastic and nonlinear soil rheologies are implemented by use of the memory variables technique and Iwan’s elastoplastic model, respectively. Then, the same study is extended to a 1D - three component (3C) model and a preliminary comparison on the effect of using 1C and 3C approaches is made. Then, the influence of excess pore pressure development is included in the 1D-3C model and the developped numerical model is applied to realistic case on the site of Wildlife Refuge Liquefaction Array (USA) which is affected by the 1987 Superstition Hills event. The ground motion modification for different assumptions of the soil rheology in the media and different input motions is studied. The calculated motion is found to be amplified on low frequency and damped in high frequency range due to excess pore pressure development. Furthermore, the soil is found to be more nonlinear under triaxial loading in 3C approach and more dilative due to higher nonlinearity. Despite the similitude in surface acceleration and velocity results, significant differences in surface displacement results of 1C and 3C approaches are remarked. Similar analyses are performed on two Japanese sites Kushiro Port and Onahama Port, which are influenced by the 1993 Kushiro-Oki and the 2011 off the Pacific coast of Tohoku earthquakes, respectively. It has been shown that the nonlinearity-related changes are not homogeneous all over the concerned frequency band and the influence of cohesionless soil behavior on wave propagation is highly dependent on model properties and loadingconditions. Lastly, the 2D SEM code is developped by taking into account soil nonlinearity and pore pressure effects similary to 1D-3C SEM code. The developped 2D SEM code is applied to a 2D sedimentary basin site where the basin geometry is asymmetrical and soil profile consists of layers with different nonlinearity properties. Total and effective stress analyses are performed on the 2D basin for P-SV and SH zave propagation models. The calculated surface motion is shown to differ significantly under synthetic and realistic input motion loading conditions and the resultant deformation in superficial layers is found to be very high in effective stress analysis compared to total stress analysis. Also, wave propagation takes longer time inside basin media and the reflections on bedrock-basin boundaries lead the soil in basin edges to higher nonlinearity. This study shows the possibility of modeling nonlinear soil behavior including pore pressure effects in seismic wave propagation studies by coupling different models with spectral element method. These analyses help identifying and understanding dominant phenomena occurring in superficial layers, depending on local conditions and input motions. This is of great importance for site-specific studies
Lin, Yun. "Spectral Integral Method and Spectral Element Method Domain Decomposition Method for Electromagnetic Field Analysis". Diss., 2011. http://hdl.handle.net/10161/3901.
Texto completoIn this work, we proposed a spectral integral method (SIM)-spectral element method (SEM)- finite element method (FEM) domain decomposition method (DDM) for solving inhomogeneous multi-scale problems. The proposed SIM-SEM-FEM domain decomposition algorithm can efficiently handle problems with multi-scale structures,
by using FEM to model electrically small sub-domains and using SEM to model electrically large and smooth sub-domains. The SIM is utilized as an efficient boundary condition. This combination can reduce the total number of elements used in solving multi-scale problems, thus it is more efficient than conventional FEM or conventional FEM domain decomposition method. Another merit of the proposed method is that it is capable of handling arbitrary non-conforming elements. Both geometry modeling and mesh generation are totally independent for different sub-domains, thus the geometry modeling and mesh generation are highly flexible for the proposed SEM-FEM domain decomposition method. As a result, the proposed SIM-SEM-FEM DDM algorithm is very suitable for solving inhomogeneous multi-scale problems.
Dissertation
Lin, Geng-Cheng y 林耿呈. "A Feature Selection Method Application on Multi-spectral MR Images Classification". Thesis, 2007. http://ndltd.ncl.edu.tw/handle/55972653314643279541.
Texto completo國立中央大學
電機工程研究所
95
Magnetic Resonance Imaging (MRI) is a useful medical instrument in medical science. It provides unparallel capability of revealing soft tissue characterization as well as 3-D visualization and proposes the diagnosis without needing to intrude into the human body. MRI produces a sequence of multiple spectral images of tissues with a variety of contrasts, but the multi-spectral images cannot be conveniently used to be a pathology diagnosis correctly. In general, we need to transform the multi-spectral images to an enhanced image which is easier to be used for doctor’s clinical diagnosis. One of the potential applications of MRI in clinical practice is the brain parenchyma classification. In this thesis, we first present a feature selection method called Target Generation Process (TGP) and the TGP generates a set of potential targets from an unknown background. Let the targets be the training data for the classifiers of Linear Discriminant Analysis (LDA) and Support Vector Machine (SVM), respectively, such that the classification and segmentation for the MR images are achieved. The algorithm combining TGP and LDA (or SVM) is called Unsupervised Linear Discriminant Analysis (ULDA) (or Unsupervised Support Vector Machine (USVM)). Finally, the effectiveness of ULDA and USVM in target classification is evaluated by several MRI images experiments. In order to further evaluate its performance, they are compared with the method of Fuzzy c-mean. Several experiment results show that the ULDA and USVM have the better effective segmentation for multi-spectral MR images.
Zhu, Wuming. "A spectral element method to price single and multi-asset european options". 2008. http://etd.lib.fsu.edu/theses/available/etd-11302007-145119.
Texto completoAdvisor: David A. Kopriva, Florida State University, College of Arts and Sciences, Dept. of Mathematics. Title and description from dissertation home page (viewed July 9, 2008). Document formatted into pages; contains xii, 111 pages. Includes bibliographical references.
Hsieh, Chang-Hung y 謝昌宏. "The color deviation sensing and compensation method for multi-spectral LED lighting system". Thesis, 2018. http://ndltd.ncl.edu.tw/handle/uj2d6e.
Texto completo國立臺灣科技大學
色彩與照明科技研究所
106
The key point enabling multi-spectral LED lighting to be superior to the traditional lighting source is that multi-spectral LED lighting could create a suitable lighting environment by dimming for users in different occasions. However, under the long-term current driven, the effects of electricity and heat from LED Lighting would reduce optical power output and even lead to inconsistent light source decay, which results in color difference. In order to detect color difference of light source, spectrometer, a considerably accurate color detecting instrument, could identify changes in spectrum. Yet, in light of price and universality of spectrometer, the instrument is not a better choice. Therefore, the thesis utilizes two RGB color sensors as the device to perceive interior light source and ambient light. After color calibration, the sensor could get average ∆u’v’ less than 0.0015 and average illuminance error less than 10lux under various illuminance within the range of common mixed temperature (2000K-7000K) to detect color deviation of light. As the outcome of light source is beyond expectation, we would compensate light source via closed-loop control. The result implies that as differences of color or illuminance have reached certain errors, system can adjust automatically and keep producing light source output effectively. Moreover, by utilizing the way of control, measuring under warm, neutral and cool color temperatures could obtain illuminance errors with 2.2lux/5.6lux/5.3lux respectively and errors of color temperature only with 5.9K/12.2K and 11.9K. In terms of ambient detection, we classify characteristics of color sensor through collecting four kinds of light source with total twenty-four lighting conditions, thereby generating decision tree. Applying varied light sources chosen by decision tree into calibration matrix, color sensor could recognize lighting condition of interior environment. We, further, propose two modes where light supplement of multi-spectral LED lighting is applied. One of the modes could adjust illumination as color of ambient light alters, which can achieve the purpose of saving energy. The other could meet users’ demands by mingling ambient light in specific area. After calculating differences, the Du’v’ under the first mode is less than 0.0015 and DY is only 0.77%. Under the other mode, the Du’v’ is only 0.0017 and DY is merely 2.9%. The outcomes show that light supplement of multi-spectral LED lighting could achieve effective effect when applied into these two modes.
Hailu, Daniel. "Hybrid Spectral Ray Tracing Method for Multi-scale Millimeter-wave and Photonic Propagation Problems". Thesis, 2011. http://hdl.handle.net/10012/6355.
Texto completoChih, Min-Jian y 池旻鍵. "Improving surface plasmon detection in gold nanostructures using a multi-polarization spectral integration method". Thesis, 2012. http://ndltd.ncl.edu.tw/handle/38646453010741353510.
Texto completo國立臺灣海洋大學
機械與機電工程學系
100
We presented a multi-polarization spectral integration method to increase the refractive index detection limit of gold nanostructures. This analysis method considers all resonances in transmission spectra for various polarized light. By integrating all the intensity changes over all the polarized resonances, the noise level is greatly decreased. For a nanoslit structure the signal-to-noise ratio is increased about 1.7 times larger than the simple spectral integration method. Further studies with dual-period nanogrid structures show that the signal-to-noise ratio and refractive index detection limit are increased to 8.16 times due to more resonances in different polarization states. The nanogrid structures achieve a detection limit of 2.26×10-6 refractive index unit when the intensity stability is 0.2%. The proposed method provides an efficient way for improving surface plasmon detection limits of polarization-dependent metallic nanostructures.
VanderVeer, Joseph R. "A study of in-cylinder combustion processes by using high speed multi-spectral infrared imaging and a robust statistical analysis method". 2008. http://hdl.rutgers.edu/1782.2/rucore10001600001.ETD.17232.
Texto completoHariharan, N. "Time Series Analysis Of Neurobiological Signals". Thesis, 2005. http://etd.iisc.ernet.in/handle/2005/1452.
Texto completoNaskar, Tarun. "Testing of Ground Subsurface using Spectral and Multichannel Analysis of Surface Waves". Thesis, 2017. http://etd.iisc.ernet.in/2005/3775.
Texto completoChennubhotla, Srinivas Chakra. "Spectral methods for multi-scale feature extraction and data clustering". 2004. http://link.library.utoronto.ca/eir/EIRdetail.cfm?Resources__ID=80242&T=F.
Texto completoChen, Huei-Shuang y 陳慧霜. "Finite Differences and Multi-level Spectral-Galerkin and Continuation Methods for Nonlinear Schrödinger Equations". Thesis, 2009. http://ndltd.ncl.edu.tw/handle/19764767266646008649.
Texto completo中興大學
應用數學系所
98
In this dissertation we study three methods such as a novel multigrid-continuation method, multi-level spectral-Galerkin continuation method and pseudo-spectral continuation method where the Fourier sine functions are used as the basis functions for treating parameter-dependent problems. The proposed algorithms are exploited to compute energy levels and superfluid densities of Bose-Einstein condensation (BEC) in a periodic potential, which is governed by the nonlinear Schr¨odinger equation (NLS). Both positive and negative scattering lengths are onsidered in our numerical experiments. For positive scattering length, if the chemical potential is large enough, and the domain is properly chosen, the results show that the number of peaks of the first few energy states of the 2D BEC in a periodic potential depends on the wave number of the periodic potential. First, we present a novel multigrid-continuation method for treating parameterdependent problems. The proposed algorithm which can be flexibly implemented is a generalization of the two-grid discretization schemes [1]. That is, approximating points on a solution curve do not necessarily lie on the same fine grid. Our numerical results show that for bright solitons the number of peaks of the ground state solutions is (1/d−1)^2 and (1/d)^2, where the periodic potential is expressed in terms of the sine or the cosine functions, respectively. However, these formulae do not hold if the scattering length is negative. The numerical study is extended to the twocomponent, 1D and 2D BEC in a periodic potential. Next, we study multi-level spectral-Galerkin continuation methods for parameterdependent problems, where the Fourier sine functions are used as the basis functions. The algorithm which has the advantage over the single level method is that certain amounts of computational cost can be saved. Our numerical results show that if the chemical potential is large enough and the domain Ω = (0, 1)^n, n = 1, 2, the number of peaks of the ground state solution of the BEC in a periodic potential is Π^n_{j=1}(1/dj − 1), where dj is/are the distance of neighbor wells in the x-coordinate (respectively, x- and y-coordinate). For a large domain Ω = (−l, l)^n, l > 1, we obtain the more general formula Π^n_{j=1}( 2l/dj − 1) for the ground state solution of the BEC. Finally, we study pseudo-spectral continuation method for treating parameterdependent problems, where the Fourier sine functions are used as the basis functions. This algorithm was advocated as a fast and efficient method for computing the energy levels of the Gross-Pitaevskii quation (GPE) in a periodic potential. The numerical results of 1D and 2D GPE in a periodic potential are reported.
Te-HoChu y 朱德和. "Restoration of Multi-Spectral Images by Using the Panchromatic Image with Various Down-Sampling Methods". Thesis, 2015. http://ndltd.ncl.edu.tw/handle/78990398605193978157.
Texto completo國立成功大學
電機工程學系碩士在職專班
103
This thesis aims at the multi-spectral image error caused during the transmission of the remote sensing satellite image to combine the panchromatic image with multi-spectral B1, B2, B3 images as a way to generate predicted B ̃_4 image for restoration. In case the multi-spectral B1, B2, B3 images are used respectively to patch the B4 image, though the structure of the band image is similar, the difference of the reflective spectrum on four typical land objects (snow, desert, wetland, vegetation) is significant that the image looked unnatural so the existing algorithm is applied to improve the current loss. The panchromatic band covers most of the multi-spectral bands that the multi-spectral image data is included in the PAN image, and through the fusion of the non-damaged multi-spectral images and the data of these images to generate the B ̃_4 image prediction as a reference image to restore the multi-spectral image B4. The experimental results indicated that the algorithm may stably strengthen up the existing algorithm to better the image quality and allow the overall image look much natural, also, to present more details contained in the multi-spectral band image B4 clearly.