R.J. Marks II, J.F. Walkup and M.O. Hagler "Volume hologram representation of spacevariant systems", in Applications of Holography and Optical Data

Size: px
Start display at page:

Download "R.J. Marks II, J.F. Walkup and M.O. Hagler "Volume hologram representation of spacevariant systems", in Applications of Holography and Optical Data"

Transcription

1 R.J. Marks II, J.F. Walkup and M.O. Hagler "Volue hologra representation of spacevariant systes", in Applications of Holography and Optical Data Processing edited by E. Maro, A.A. Friese and E. Wiener-Aunear, Oxford: Pergaon Press, pp (1977).

2 VOLUME HOLOGRAM REPRESENTATION OF SPACE-VARIANT SYSTEMS Robert J. Marks 11, John F. Walkup and Marion 0. Hagler Departent of Electrical Engineenizg, Texas Tech University, Lubbock, Texas ABSTRACT Methods of characterizing linear space-variant systes by their responses to various sets of inputs are discussed. Recording these responses within a volue hologra results in a filter which is approxiately equivalent, in an input-output sense, to the space-variant syste. The approaches considered are (1) storing the transfer functions of the syste for point sapling of the input plane on playback: (2) a piecewise isoplanatic approxiation approach based on division of the input plane into isoplanatic regions, with storage of the transfer function for each isoplanatic patch; and (3) storage of the syste's responses to eleents of an orthonornal basis set. The potential advantages and liitations of each of these approaches, as well as experiental results, are discussed. INTRODUCTION It is well known that a hologtaphically recorded filter can be placed in the Fourier plane of a coherent optical processor and used to represent the transfer function of a linear, space-invariant syste. This single filter displays the input-output characteristics of the corresponding syste (1). Unfortunately, any optical systes which one ight desire to represent holographically are space-variant. For exaple, even an ideal iaging syste with non-unity agnification is rigorously space-variant. Space-variant systes ay, however, be characterized by cataloging the syste's responses to a nuber of separate inputs, as contrasted with the use of the single point spread function required to characterize the space-invariant syste. If a thick ediu is used to store the syste responses, the resulting volue hologra can subsequently act as a space variant filter which exhibits the input-output characteristics of the original syste. Such a representation can, in principle, significantly reduce the weight and size of a coherent processor, and should also iprove its orientation stability. For atheatical and notational siplicity attention will be restricted to one diensional linear, space-variant systes. For additional details, the reader is referred to soe recent papers by the authors and their colleagues (2-6). S2ace variant systes,

3 106 R. J. Marks 11, J. F. Walkup, M. 0. Hagler characterized by the linear operator S[-1, ay be described by the superposition integral g(x) = SIf(x)l = f(s)h(x-s;s)ds (1) where f (x) is the input, g (x) is the output, and h (x-<;<) represents the space-variant line spread function. That is h(x-5;5) = S[G (x-s) 1 (2) where 6(x) is the Dirac delta function. This for of the line spread function has soe advantages in describing space-variant systes (6-7). In the event that S is space invariant, we find that h(x-s;s)+h(x-s) (3) which says that h(x-5;s)i.s independent of its second arguent. We now consider three approaches to representing the effects of the space-variant syste S described by Eq. (1). Each of these approaches ay, at least in principle, be ipleented holographically. Soe details on the holographic ipleentation of the sapling theore approach are given in a later section. THE SAMPLING THEOREM APPROACH A odification of the Whittaker-Shannon sapling theore (1) perits us to design a holographic representation for space-variant systes based on line source sapling.of the input plane of S, and subsequent angle-ultiplexed holographic storage of the transfer function of S for each input plane saple. The sapling theore for space-variant systes (5) is based on the concept of the syste's variation spectru, which is defined by A Hg (x;v) = F5 [h(x; 5) I (4) where F [a] denotes Fourier transforation with respect to the in- 5 put variable 5, and where v is the frequency variable associated with 5. The variation spectru is a easure of how the line spread function changes for with respect to the input variable 5. In brief, the theore states that if the input, f(c), is bandliited to bandwidth 2Wf, and if h(x;c) has a variation spectru of width 2Wv (i.e. HS(x; v) = 0 for Ivl>wV for all x), then their product f(~)h(x;sj will have bandwidth 2W = 2Wf + 2Wv. As a result, the sapling theore states that by sapling the input line to the syste S at a rate of 2W saples per unit length, the output g(x) ay be written as the infinite su where En = n/2w. Equivalently, in the frequency doain,

4 Volue hologra representation 107 where, sinc x = - sin sx, and sx * 2, IxI< S rect x = 0, 1x Equation (6) states that G(fy) ay be obtained as a weighted su of individual transfer functions Hx(fx;(n), where the nth of which is weighted by the nth input saple f (5,). The presence of rect (fx/2w) in Eq. (6) indicates the low pass interpolation filter (bandwidth 2W) function necessary to reconstruct the continuous output g(x). One obvious proble with Eqs. (5) and (6) is that they require us to store a countably infinite nuber of hologras for an exact reconstruction of g(x). In practice we would expect to approxiate g(x) by storing a finite nuber deterined by space-bandwidth product considerations. The advantage cf the sapling theore approach is that it specifies a technique for exact reconstruction of the continuous output g (x) (i. e. low pass filtering). A disadvantage is that it. requires that we saple the input to S at a iniu rate deterined by the su of the variation bandwidth of S and the input band-, width. One technique for cutting down on the density of input plane saples required is to eploy the piecewise isoplanatic approxiation (PIA) approach described next. THE PIECEWISE ISOPLANATIC APPROXIMATION (PIA) APPROACH The piecewise isoplanatic approxiation, or PIA approach (4) akes the assuption that the space-variant syste S is piecewise spaceinvariant (see Ref. 1). It effectively divides the input line into segents (or the plane into "patches"), and each segent is characterized by its own line spread function. Matheatically we ay rewrite the input f (6) as where rect ((;C,u) represents a rectangle function of unit height, extending fro 5 = 1, to 5 = urn, and l,( 5, 2 u. Since g(x) = S[f (511 we obtain or equivalently g(x) = 1 SZf(E-S)1 (9

5 R. J. Marks 11, J. F. Walkup, M. 0. Hagler When copared with the sapling theore approach, the PIA approach appears to offer the advantage of being independent of the bandwidth of the input function f(x). Rather it is the anner in which the line spread function h(x-6;s)changes which deterines the nuber of hologras which ust be stored to represent the syste. Depending on the relative sizes of the syste's variation bandwidth and the input bandwidth, this advantage ay or ay not be significant. It would appear to be difficult, in general, to copare the perforance of a PIA-based ipleentation with one based on the sapling theore in situations where systes are not truly piecewise isoplanatic. In the next section we discuss the orthonoral response approach, where the nature of the input function ust be considered, but where the nature of the space-variant syste is in general, not a deterining factor. THE ORTHONOR-L RESPONSE APPROACH A third approach to characterizing the space-variant syste is to expand the input function f(x) as a weighted su of the eleents of an orthonoral basis set. Thus we write where the eleents of the set C$n(~): n = 1,2,...I are assued orthonoral, i.e. with 6 being the failiar Kronecker delta function. Substituting Eq. (11) into the relationship g (x) = S [f (x)] we obtain g (x) = 1 an S Mn (XI (13) n where the expansion coefficients are found by Note now that if we let On(x) be the response of S to tha input = SIOn(x)l then Eq. (13) ay be rewritten

6 Volue hologra representation 109 It is worth noting here that the eleents of the syste response set {Qn(x) are not necessarily orthonoral, as are the eleents of the input set {$,(XI 1. To illustrate this approach, if we assue that f(x) is bandliited to bandwidth 2Wf, then by the sapling theore f (x) = 1 f (x n=- n sinc 2Wf (x-xn) where xn = n/2wf. We can view Eq. (17) as an orthonoral expansion = sinc 2Wf (x-xn) and with a =- I f (xn) nq The syste's sinc response is then given by S [sinc 2Wf (x-xn) I = - q On(x) and the syste output, g(x), ay be written as g (x) = 1 f (xn) S [sinc 2Wf (x-xn) 1 n Note here that the advantage of the orthonoral response characterization is that only the input bandwidth deterines the iniu required input plane sapling rate, = the variation bandwidth of S. In addition, since the sinc function is just the Fourier transfor of the rectangle function (Ref. 11, physical generation of a coherent syste's-sinc response is easily ipleented. A possible approach to ipleenting the sinc response approach is discussed at the end of the next section. We have presented three approaches to characterizing the perforance of space-variant systes. In principle, each of these approaches can be ipleented experientally. In our experiental work to date we have assued point sapling of the input plane of a syste, with the idea of ipleenting the sapling theore approach. In the next section we briefly discuss soe of the practical liitations present when one attepts to angle ultiplex the sapled transfer functions of a space-variant syste within a thick recording ediu. IMPLEMENTATIONS Our experiental work to date has concentrated on the holographic ipleentation of the sapling theore approach (2-3). Figure 1 illustrates (in one diension) the basic approach. Point sources are used to saple the input plane of the space-variant syste S,

7 110 R. J. Marks 11, J. F. Walkup, M. 0. Hagler resulting in the syste's point spread function appearing at the output of S. The nth reference point source, shown of set by a, also lies in the output plane of S. After the lens L perfors a Fourier transf~r~, the interference of the reference plane wave and the transfer function of S for the nth point source input is holographically recorded in the thick ediu. When we perfor this operation sequentially, with a different reference point source for each object point source, we are angle ultiplexing a nuber of transfer function hologras into the ediu. By using the extinction angle concept we can guarantee essentially noninterfering hologras. I / Reference Fig. 1. Recording volue hologra: sapling theore approach One places the volue hologra in the Fourier plane of a coherent optical processor for playback, as indicated scheatically in Fig. 2. On playback one spatially saples the input plane using a duplicate of the reference array. Each input point accesses the hologra which represents the transfer function of S for that input point location. Neglecting crosstalk between the stored hologras, coherent addition of the outputs then gives the desired response. The experients have ainly been perfored using a DuPont holographic photopolyer (8) as the recording aterial, 0 and an Argon laser operating at 5145 A (2-3). Experiental ipleentations of siple one- and.two-lens agnifiers for objects consisting of siple arrays of point sources have been produced and found to yield the correct agnifications though the iages contained soe aberrations. Additional experiental work is in progress.

8 Volue hologra representation 111 The extinction angle, be, is the ajor factor affecting syste resolution (2-3,9). One can show that even in the worst case where the syste point spread functions associated with sapling the input plane of S overlap each other copletely, it is possible, by properly spacing the reference array point sources, to obtain noninterfering hologras in the thick recording ediu. If we assue (see Fig. 1) that the transforing lens has focal length ft>>a, the reference array offset, we find that based on the assuption that the extinction angle is essentially invariant as one oves the reference and object beas over their respective arrays (a reasonable approxiation in any cases), the iniu reference array eleent-to-eleent spacing is given by Axin it A0 (22) Fig. 2. Playback schee: sapling theore approach This spacing will assure iniu hologra crosstalk on playback. To illustrate, we found that for a 100 icron thick layer of the DuPont holographic photopolyer, with ft = 10 c. and with an on axis object array, plus a 30 reference array offset, the extinction angle was A8E2". Based on Eq. (22) this predicts that Axin = 3.5. Since on playback one illuinates the input transparency through a duplicate of the reference array, the axiu spatial frequency present in the object for which we could achieve the Nyquist sapling rate would be 1/2Axin = 0.14 cycles per illieter = 3.6 lines per inch. While this is not a very high resolution, it should also be noted that thick recording edia such as photochroic glasses exist with extinction angles one and two orders of agnitude saller than the exaple just cited (101, so that the state of the art predicts uch higher syste capabilities. It is clear, however, that storing large nubers of well require, poses nuerous probles. These include signal-to noise ratio probles, crosstalk probles., and dynaic range probles, to ention just a few. An additional proble involves the difficulty in obtaining resolutions, for two diensional representations, which are equal to the one diensional syste resolutions predicted on the basis of the extinction angle concept (11).

9 112 R. J. Marks 11, J. F. Walkup, M. 0. Hagler A coent should be ade concerning ipleentation of the sinc response approach discussed in Eqs. (17)-(21). Based on Eq. (21) and Figs. 1-2, we see that by replacing the Dirac delta function by a sinc function at the input to S, one can effectively use the sae recording geoetry for ipleenting the sinc response approach as was used in ipleenting the sapling theore approach. The three approaches presented for synthesizing and using volue hologras to represent space-variant optical systes appear proising, despite soe obvious practical liitations. The potential savings offered by such holographic optical systes representations should, however, be sufficient to otivate further research into overcoing soe of the probles identified to date. Additional work is underway at present to explore the potential and liitations of these and alternative techniques for optically representing space-variant optical processors. ACKNOWLEDGEMENTS The authors wish to express their appreciation to Dr. Thoas F. Krile of the Rose-Hulan Institute of Technology, Terre Haute, Indiana, for his suggestions during the course of the research. This work has been supported by the Air Force Office of Scientific Research, USAF, under Grant AFOSR A. REFERENCES (1) J. W. Goodan, Introduction to Fourier Optics, XcGraw-Hill, New York, (2) L. M. Deen, J. F. Walkup and H. 0. Hagler, Representations of space-variant optical systes using volue hologras, Appl. w., 14, 2438 (1975). (3) J. F. Walkup and M. 0. Hagler, Volue hologra representations of space-variant optical systes, Proc. of Tech. Prgr., Electro-Optical Systes Design Con.-1975, Anahei, Calif., Nov , 1975, pp (4) R. J. Marks I1 and T. F. Krile, Systes theory for holographic representation of space-variant systes, Appl. Opt. (to appear). (5) R. J. Marks 11, J. F. Walkup and M. 0. Hagler, A sapling theore for space-variant systes, J. Opt. Soc. A., 66 (1976- to appear). (6) R. J. Marks 11, J. F. Walkup and M. 0. Hagler, On line spread function notation, Appl. Opt., 15 (1976-to appear). (7) A. W. Lohrnann and D. P. Paris, Space-variant iage foration,

10 J. Opt. Soc. A., 55, 1007 (1965). Volue hologra representation 113 (8) B. L. Booth, Photopolyer aterial for holography, Appl. Opt., 14, 593 (1975). (9) H. M. Sith, Principles of Holography, 2nd edition, Wiley- Interscience, New York, (10) A. A. Friese and 3. L. Walker, Thick absorption recording edia in holography, Appl. Opt., 9, 201 (1970). (11) R. J. Collier, C. B. Burckhardt and L. H. Lin, Optical Holography, Acadeic Press, New York, 1971.

Measuring orbital angular momentum superpositions of light by mode transformation

Measuring orbital angular momentum superpositions of light by mode transformation CHAPTER 7 Measuring orbital angular oentu superpositions of light by ode transforation In chapter 6 we reported on a ethod for easuring orbital angular oentu (OAM) states of light based on the transforation

More information

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon Model Fitting CURM Background Material, Fall 014 Dr. Doreen De Leon 1 Introduction Given a set of data points, we often want to fit a selected odel or type to the data (e.g., we suspect an exponential

More information

Chapter 6 1-D Continuous Groups

Chapter 6 1-D Continuous Groups Chapter 6 1-D Continuous Groups Continuous groups consist of group eleents labelled by one or ore continuous variables, say a 1, a 2,, a r, where each variable has a well- defined range. This chapter explores:

More information

12 Towards hydrodynamic equations J Nonlinear Dynamics II: Continuum Systems Lecture 12 Spring 2015

12 Towards hydrodynamic equations J Nonlinear Dynamics II: Continuum Systems Lecture 12 Spring 2015 18.354J Nonlinear Dynaics II: Continuu Systes Lecture 12 Spring 2015 12 Towards hydrodynaic equations The previous classes focussed on the continuu description of static (tie-independent) elastic systes.

More information

Fourier Series Summary (From Salivahanan et al, 2002)

Fourier Series Summary (From Salivahanan et al, 2002) Fourier Series Suary (Fro Salivahanan et al, ) A periodic continuous signal f(t), - < t

More information

Data-Driven Imaging in Anisotropic Media

Data-Driven Imaging in Anisotropic Media 18 th World Conference on Non destructive Testing, 16- April 1, Durban, South Africa Data-Driven Iaging in Anisotropic Media Arno VOLKER 1 and Alan HUNTER 1 TNO Stieltjesweg 1, 6 AD, Delft, The Netherlands

More information

Complexity reduction in low-delay Farrowstructure-based. filters utilizing linear-phase subfilters

Complexity reduction in low-delay Farrowstructure-based. filters utilizing linear-phase subfilters Coplexity reduction in low-delay Farrowstructure-based variable fractional delay FIR filters utilizing linear-phase subfilters Air Eghbali and Håkan Johansson Linköping University Post Print N.B.: When

More information

N-Point. DFTs of Two Length-N Real Sequences

N-Point. DFTs of Two Length-N Real Sequences Coputation of the DFT of In ost practical applications, sequences of interest are real In such cases, the syetry properties of the DFT given in Table 5. can be exploited to ake the DFT coputations ore

More information

2 Q 10. Likewise, in case of multiple particles, the corresponding density in 2 must be averaged over all

2 Q 10. Likewise, in case of multiple particles, the corresponding density in 2 must be averaged over all Lecture 6 Introduction to kinetic theory of plasa waves Introduction to kinetic theory So far we have been odeling plasa dynaics using fluid equations. The assuption has been that the pressure can be either

More information

Hyperbolic Horn Helical Mass Spectrometer (3HMS) James G. Hagerman Hagerman Technology LLC & Pacific Environmental Technologies April 2005

Hyperbolic Horn Helical Mass Spectrometer (3HMS) James G. Hagerman Hagerman Technology LLC & Pacific Environmental Technologies April 2005 Hyperbolic Horn Helical Mass Spectroeter (3HMS) Jaes G Hageran Hageran Technology LLC & Pacific Environental Technologies April 5 ABSTRACT This paper describes a new type of ass filter based on the REFIMS

More information

Time-of-flight Identification of Ions in CESR and ERL

Time-of-flight Identification of Ions in CESR and ERL Tie-of-flight Identification of Ions in CESR and ERL Eric Edwards Departent of Physics, University of Alabaa, Tuscaloosa, AL, 35486 (Dated: August 8, 2008) The accuulation of ion densities in the bea pipe

More information

Measuring Temperature with a Silicon Diode

Measuring Temperature with a Silicon Diode Measuring Teperature with a Silicon Diode Due to the high sensitivity, nearly linear response, and easy availability, we will use a 1N4148 diode for the teperature transducer in our easureents 10 Analysis

More information

An Approximate Model for the Theoretical Prediction of the Velocity Increase in the Intermediate Ballistics Period

An Approximate Model for the Theoretical Prediction of the Velocity Increase in the Intermediate Ballistics Period An Approxiate Model for the Theoretical Prediction of the Velocity... 77 Central European Journal of Energetic Materials, 205, 2(), 77-88 ISSN 2353-843 An Approxiate Model for the Theoretical Prediction

More information

Spine Fin Efficiency A Three Sided Pyramidal Fin of Equilateral Triangular Cross-Sectional Area

Spine Fin Efficiency A Three Sided Pyramidal Fin of Equilateral Triangular Cross-Sectional Area Proceedings of the 006 WSEAS/IASME International Conference on Heat and Mass Transfer, Miai, Florida, USA, January 18-0, 006 (pp13-18) Spine Fin Efficiency A Three Sided Pyraidal Fin of Equilateral Triangular

More information

Vulnerability of MRD-Code-Based Universal Secure Error-Correcting Network Codes under Time-Varying Jamming Links

Vulnerability of MRD-Code-Based Universal Secure Error-Correcting Network Codes under Time-Varying Jamming Links Vulnerability of MRD-Code-Based Universal Secure Error-Correcting Network Codes under Tie-Varying Jaing Links Jun Kurihara KDDI R&D Laboratories, Inc 2 5 Ohara, Fujiino, Saitaa, 356 8502 Japan Eail: kurihara@kddilabsjp

More information

Quantum algorithms (CO 781, Winter 2008) Prof. Andrew Childs, University of Waterloo LECTURE 15: Unstructured search and spatial search

Quantum algorithms (CO 781, Winter 2008) Prof. Andrew Childs, University of Waterloo LECTURE 15: Unstructured search and spatial search Quantu algoriths (CO 781, Winter 2008) Prof Andrew Childs, University of Waterloo LECTURE 15: Unstructured search and spatial search ow we begin to discuss applications of quantu walks to search algoriths

More information

RECOVERY OF A DENSITY FROM THE EIGENVALUES OF A NONHOMOGENEOUS MEMBRANE

RECOVERY OF A DENSITY FROM THE EIGENVALUES OF A NONHOMOGENEOUS MEMBRANE Proceedings of ICIPE rd International Conference on Inverse Probles in Engineering: Theory and Practice June -8, 999, Port Ludlow, Washington, USA : RECOVERY OF A DENSITY FROM THE EIGENVALUES OF A NONHOMOGENEOUS

More information

APPLICATION OF THE MATRIX FORMALISM IN A MUELLER MATRIX IMAGING POLARIMETRY

APPLICATION OF THE MATRIX FORMALISM IN A MUELLER MATRIX IMAGING POLARIMETRY Roanian Reports in Physics, Vol. 60, No. 4, P. 1065 1070, 2008 APPLICATION OF THE MATRIX FORMALISM IN A MUELLER MATRIX IMAGING POLARIMETRY O. TOMA, E. DINESCU Faculty of Physics, University of Bucharest,

More information

Nonmonotonic Networks. a. IRST, I Povo (Trento) Italy, b. Univ. of Trento, Physics Dept., I Povo (Trento) Italy

Nonmonotonic Networks. a. IRST, I Povo (Trento) Italy, b. Univ. of Trento, Physics Dept., I Povo (Trento) Italy Storage Capacity and Dynaics of Nononotonic Networks Bruno Crespi a and Ignazio Lazzizzera b a. IRST, I-38050 Povo (Trento) Italy, b. Univ. of Trento, Physics Dept., I-38050 Povo (Trento) Italy INFN Gruppo

More information

Time-frequency plane behavioural studies of harmonic and chirp functions with fractional Fourier transform (FRFT)

Time-frequency plane behavioural studies of harmonic and chirp functions with fractional Fourier transform (FRFT) Maejo International Journal of Science and Technology Full Paper ISSN 95-7873 Available online at www.ijst.ju.ac.th Tie-frequency plane behavioural studies of haronic and chirp functions with fractional

More information

A Simple Regression Problem

A Simple Regression Problem A Siple Regression Proble R. M. Castro March 23, 2 In this brief note a siple regression proble will be introduced, illustrating clearly the bias-variance tradeoff. Let Y i f(x i ) + W i, i,..., n, where

More information

Using a De-Convolution Window for Operating Modal Analysis

Using a De-Convolution Window for Operating Modal Analysis Using a De-Convolution Window for Operating Modal Analysis Brian Schwarz Vibrant Technology, Inc. Scotts Valley, CA Mark Richardson Vibrant Technology, Inc. Scotts Valley, CA Abstract Operating Modal Analysis

More information

Intelligent Systems: Reasoning and Recognition. Perceptrons and Support Vector Machines

Intelligent Systems: Reasoning and Recognition. Perceptrons and Support Vector Machines Intelligent Systes: Reasoning and Recognition Jaes L. Crowley osig 1 Winter Seester 2018 Lesson 6 27 February 2018 Outline Perceptrons and Support Vector achines Notation...2 Linear odels...3 Lines, Planes

More information

Uniform Approximation and Bernstein Polynomials with Coefficients in the Unit Interval

Uniform Approximation and Bernstein Polynomials with Coefficients in the Unit Interval Unifor Approxiation and Bernstein Polynoials with Coefficients in the Unit Interval Weiang Qian and Marc D. Riedel Electrical and Coputer Engineering, University of Minnesota 200 Union St. S.E. Minneapolis,

More information

Numerically repeated support splitting and merging phenomena in a porous media equation with strong absorption. Kenji Tomoeda

Numerically repeated support splitting and merging phenomena in a porous media equation with strong absorption. Kenji Tomoeda Journal of Math-for-Industry, Vol. 3 (C-), pp. Nuerically repeated support splitting and erging phenoena in a porous edia equation with strong absorption To the eory of y friend Professor Nakaki. Kenji

More information

8.1 Force Laws Hooke s Law

8.1 Force Laws Hooke s Law 8.1 Force Laws There are forces that don't change appreciably fro one instant to another, which we refer to as constant in tie, and forces that don't change appreciably fro one point to another, which

More information

Supplementary Information for Design of Bending Multi-Layer Electroactive Polymer Actuators

Supplementary Information for Design of Bending Multi-Layer Electroactive Polymer Actuators Suppleentary Inforation for Design of Bending Multi-Layer Electroactive Polyer Actuators Bavani Balakrisnan, Alek Nacev, and Elisabeth Sela University of Maryland, College Park, Maryland 074 1 Analytical

More information

e-companion ONLY AVAILABLE IN ELECTRONIC FORM

e-companion ONLY AVAILABLE IN ELECTRONIC FORM OPERATIONS RESEARCH doi 10.1287/opre.1070.0427ec pp. ec1 ec5 e-copanion ONLY AVAILABLE IN ELECTRONIC FORM infors 07 INFORMS Electronic Copanion A Learning Approach for Interactive Marketing to a Custoer

More information

Ph 20.3 Numerical Solution of Ordinary Differential Equations

Ph 20.3 Numerical Solution of Ordinary Differential Equations Ph 20.3 Nuerical Solution of Ordinary Differential Equations Due: Week 5 -v20170314- This Assignent So far, your assignents have tried to failiarize you with the hardware and software in the Physics Coputing

More information

Physics 215 Winter The Density Matrix

Physics 215 Winter The Density Matrix Physics 215 Winter 2018 The Density Matrix The quantu space of states is a Hilbert space H. Any state vector ψ H is a pure state. Since any linear cobination of eleents of H are also an eleent of H, it

More information

Experimental Design For Model Discrimination And Precise Parameter Estimation In WDS Analysis

Experimental Design For Model Discrimination And Precise Parameter Estimation In WDS Analysis City University of New York (CUNY) CUNY Acadeic Works International Conference on Hydroinforatics 8-1-2014 Experiental Design For Model Discriination And Precise Paraeter Estiation In WDS Analysis Giovanna

More information

Chaotic Coupled Map Lattices

Chaotic Coupled Map Lattices Chaotic Coupled Map Lattices Author: Dustin Keys Advisors: Dr. Robert Indik, Dr. Kevin Lin 1 Introduction When a syste of chaotic aps is coupled in a way that allows the to share inforation about each

More information

On the characterization of non-linear diffusion equations. An application in soil mechanics

On the characterization of non-linear diffusion equations. An application in soil mechanics On the characterization of non-linear diffusion equations. An application in soil echanics GARCÍA-ROS, G., ALHAMA, I., CÁNOVAS, M *. Civil Engineering Departent Universidad Politécnica de Cartagena Paseo

More information

HIGH RESOLUTION NEAR-FIELD MULTIPLE TARGET DETECTION AND LOCALIZATION USING SUPPORT VECTOR MACHINES

HIGH RESOLUTION NEAR-FIELD MULTIPLE TARGET DETECTION AND LOCALIZATION USING SUPPORT VECTOR MACHINES ICONIC 2007 St. Louis, O, USA June 27-29, 2007 HIGH RESOLUTION NEAR-FIELD ULTIPLE TARGET DETECTION AND LOCALIZATION USING SUPPORT VECTOR ACHINES A. Randazzo,. A. Abou-Khousa 2,.Pastorino, and R. Zoughi

More information

Holographic representations of space-variant systems using phase-coded reference beams

Holographic representations of space-variant systems using phase-coded reference beams Holographic representations of space-variant systems using phase-coded reference beams Thomas F. Krile, Robert J. Marks 11, John F. Walkup, and Marion 0. Hagler A new holographic implementation of a sampling

More information

Research Article Some Formulae of Products of the Apostol-Bernoulli and Apostol-Euler Polynomials

Research Article Some Formulae of Products of the Apostol-Bernoulli and Apostol-Euler Polynomials Discrete Dynaics in Nature and Society Volue 202, Article ID 927953, pages doi:055/202/927953 Research Article Soe Forulae of Products of the Apostol-Bernoulli and Apostol-Euler Polynoials Yuan He and

More information

Math Real Analysis The Henstock-Kurzweil Integral

Math Real Analysis The Henstock-Kurzweil Integral Math 402 - Real Analysis The Henstock-Kurzweil Integral Steven Kao & Jocelyn Gonzales April 28, 2015 1 Introduction to the Henstock-Kurzweil Integral Although the Rieann integral is the priary integration

More information

Chapter 6 Aberrations

Chapter 6 Aberrations EE90F Chapter 6 Aberrations As we have seen, spherical lenses only obey Gaussian lens law in the paraxial approxiation. Deviations fro this ideal are called aberrations. F Rays toward the edge of the pupil

More information

Beyond Mere Convergence

Beyond Mere Convergence Beyond Mere Convergence Jaes A. Sellers Departent of Matheatics The Pennsylvania State University 07 Whitore Laboratory University Park, PA 680 sellers@ath.psu.edu February 5, 00 REVISED Abstract In this

More information

Determination of Relaxation and Retardation Spectrum from Modulus of Complex Frequency-Domain Material functions

Determination of Relaxation and Retardation Spectrum from Modulus of Complex Frequency-Domain Material functions Deterination of Relaxation and Retardation Spectru fro Modulus of Coplex Frequency-Doain Material functions VAIRIS SHTRAUSS, ALDIS KALPINSH Institute of Polyer Mechanics University of Latvia 3 Aizkraukles

More information

Generalized Rayleigh Wave Dispersion in a Covered Half-space Made of Viscoelastic Materials

Generalized Rayleigh Wave Dispersion in a Covered Half-space Made of Viscoelastic Materials Copyright 7 Tech Science Press CMC vol.53 no.4 pp.37-34 7 Generalized Rayleigh Wave Dispersion in a Covered Half-space Made of Viscoelastic Materials S.D. Akbarov and M. Negin 3 Abstract: Dispersion of

More information

Structured Illumination Super-Resolution Imaging Achieved by Two Steps based on the Modulation of Background Light Field

Structured Illumination Super-Resolution Imaging Achieved by Two Steps based on the Modulation of Background Light Field 017 nd International Seinar on Applied Physics, Optoelectronics and Photonics (APOP 017) ISBN: 978-1-60595-5-3 Structured Illuination Super-Resolution Iaging Achieved by Two Steps based on the Modulation

More information

A1. Find all ordered pairs (a, b) of positive integers for which 1 a + 1 b = 3

A1. Find all ordered pairs (a, b) of positive integers for which 1 a + 1 b = 3 A. Find all ordered pairs a, b) of positive integers for which a + b = 3 08. Answer. The six ordered pairs are 009, 08), 08, 009), 009 337, 674) = 35043, 674), 009 346, 673) = 3584, 673), 674, 009 337)

More information

Ch 12: Variations on Backpropagation

Ch 12: Variations on Backpropagation Ch 2: Variations on Backpropagation The basic backpropagation algorith is too slow for ost practical applications. It ay take days or weeks of coputer tie. We deonstrate why the backpropagation algorith

More information

Molecular interactions in beams

Molecular interactions in beams Molecular interactions in beas notable advanceent in the experiental study of interolecular forces has coe fro the developent of olecular beas, which consist of a narrow bea of particles, all having the

More information

1 Proof of learning bounds

1 Proof of learning bounds COS 511: Theoretical Machine Learning Lecturer: Rob Schapire Lecture #4 Scribe: Akshay Mittal February 13, 2013 1 Proof of learning bounds For intuition of the following theore, suppose there exists a

More information

Efficient dynamic events discrimination technique for fiber distributed Brillouin sensors

Efficient dynamic events discrimination technique for fiber distributed Brillouin sensors Efficient dynaic events discriination technique for fiber distributed rillouin sensors Carlos A. Galindez,* Francisco J. Madruga, and Jose M. Lopez-Higuera Photonics Engineering Group, Universidad de Cantabria,Edif.

More information

Comput. Methods Appl. Mech. Engrg.

Comput. Methods Appl. Mech. Engrg. Coput. Methods Appl. Mech. Engrg. 200 (2011) 2768 2781 Contents lists available at ScienceDirect Coput. Methods Appl. Mech. Engrg. journal hoepage: www.elsevier.co/locate/ca A posteriori error analysis

More information

arxiv: v3 [physics.optics] 1 Nov 2016

arxiv: v3 [physics.optics] 1 Nov 2016 Super-resolution iaging using the spatial-frequency filtered intensity fluctuation correlation Jane Sprigg 1,*, Tao Peng 1, and Yanhua Shih 1 arxiv:1409.134v3 [physics.optics] 1 Nov 016 1 University of

More information

Reducing Vibration and Providing Robustness with Multi-Input Shapers

Reducing Vibration and Providing Robustness with Multi-Input Shapers 29 Aerican Control Conference Hyatt Regency Riverfront, St. Louis, MO, USA June -2, 29 WeA6.4 Reducing Vibration and Providing Robustness with Multi-Input Shapers Joshua Vaughan and Willia Singhose Abstract

More information

Proc. of the IEEE/OES Seventh Working Conference on Current Measurement Technology UNCERTAINTIES IN SEASONDE CURRENT VELOCITIES

Proc. of the IEEE/OES Seventh Working Conference on Current Measurement Technology UNCERTAINTIES IN SEASONDE CURRENT VELOCITIES Proc. of the IEEE/OES Seventh Working Conference on Current Measureent Technology UNCERTAINTIES IN SEASONDE CURRENT VELOCITIES Belinda Lipa Codar Ocean Sensors 15 La Sandra Way, Portola Valley, CA 98 blipa@pogo.co

More information

1978 International Optical Com~utina Conference

1978 International Optical Com~utina Conference M.O. Hagler, E.L. Kral, J.F. Walkup and R.J. Marks II, "Linear coherent processing using an input scanning technique", Proceedings of the 1978 International Coputing Conference, London, England, 1978,

More information

Forecasting Financial Indices: The Baltic Dry Indices

Forecasting Financial Indices: The Baltic Dry Indices International Journal of Maritie, Trade & Econoic Issues pp. 109-130 Volue I, Issue (1), 2013 Forecasting Financial Indices: The Baltic Dry Indices Eleftherios I. Thalassinos 1, Mike P. Hanias 2, Panayiotis

More information

Role of rf electric and magnetic fields in heating of micro-protrusions in accelerating structures. Gregory S. Nusinovich and Thomas M. Antonsen, Jr.

Role of rf electric and magnetic fields in heating of micro-protrusions in accelerating structures. Gregory S. Nusinovich and Thomas M. Antonsen, Jr. Role of rf electric and agnetic fields in heating of icro-protrusions in accelerating structures. Gregory S. Nusinovich and Thoas M. Antonsen, Jr. Abstract It is known that high-gradient operation in etallic

More information

Keywords: Estimator, Bias, Mean-squared error, normality, generalized Pareto distribution

Keywords: Estimator, Bias, Mean-squared error, normality, generalized Pareto distribution Testing approxiate norality of an estiator using the estiated MSE and bias with an application to the shape paraeter of the generalized Pareto distribution J. Martin van Zyl Abstract In this work the norality

More information

COS 424: Interacting with Data. Written Exercises

COS 424: Interacting with Data. Written Exercises COS 424: Interacting with Data Hoework #4 Spring 2007 Regression Due: Wednesday, April 18 Written Exercises See the course website for iportant inforation about collaboration and late policies, as well

More information

Analysis of Impulsive Natural Phenomena through Finite Difference Methods A MATLAB Computational Project-Based Learning

Analysis of Impulsive Natural Phenomena through Finite Difference Methods A MATLAB Computational Project-Based Learning Analysis of Ipulsive Natural Phenoena through Finite Difference Methods A MATLAB Coputational Project-Based Learning Nicholas Kuia, Christopher Chariah, Mechatronics Engineering, Vaughn College of Aeronautics

More information

Physics 2107 Oscillations using Springs Experiment 2

Physics 2107 Oscillations using Springs Experiment 2 PY07 Oscillations using Springs Experient Physics 07 Oscillations using Springs Experient Prelab Read the following bacground/setup and ensure you are failiar with the concepts and theory required for

More information

Quiz 5 PRACTICE--Ch12.1, 13.1, 14.1

Quiz 5 PRACTICE--Ch12.1, 13.1, 14.1 Nae: Class: Date: ID: A Quiz 5 PRACTICE--Ch2., 3., 4. Multiple Choice Identify the choice that best copletes the stateent or answers the question.. A bea of light in air is incident at an angle of 35 to

More information

General Properties of Radiation Detectors Supplements

General Properties of Radiation Detectors Supplements Phys. 649: Nuclear Techniques Physics Departent Yarouk University Chapter 4: General Properties of Radiation Detectors Suppleents Dr. Nidal M. Ershaidat Overview Phys. 649: Nuclear Techniques Physics Departent

More information

REDUCTION OF FINITE ELEMENT MODELS BY PARAMETER IDENTIFICATION

REDUCTION OF FINITE ELEMENT MODELS BY PARAMETER IDENTIFICATION ISSN 139 14X INFORMATION TECHNOLOGY AND CONTROL, 008, Vol.37, No.3 REDUCTION OF FINITE ELEMENT MODELS BY PARAMETER IDENTIFICATION Riantas Barauskas, Vidantas Riavičius Departent of Syste Analysis, Kaunas

More information

The Euler-Maclaurin Formula and Sums of Powers

The Euler-Maclaurin Formula and Sums of Powers DRAFT VOL 79, NO 1, FEBRUARY 26 1 The Euler-Maclaurin Forula and Sus of Powers Michael Z Spivey University of Puget Sound Tacoa, WA 98416 spivey@upsedu Matheaticians have long been intrigued by the su

More information

A Note on the Applied Use of MDL Approximations

A Note on the Applied Use of MDL Approximations A Note on the Applied Use of MDL Approxiations Daniel J. Navarro Departent of Psychology Ohio State University Abstract An applied proble is discussed in which two nested psychological odels of retention

More information

On alternative methods of determining Radius of Curvature using Newton s Rings set up

On alternative methods of determining Radius of Curvature using Newton s Rings set up International Letters of Cheistry, Physics and Astronoy Online: 0-03-5 ISSN: 99-3843, Vol. 48, pp 7-31 doi:10.1805/www.scipress.co/ilcpa.48.7 0 SciPress Ltd., Switzerland On alternative ethods of deterining

More information

DETECTION OF NONLINEARITY IN VIBRATIONAL SYSTEMS USING THE SECOND TIME DERIVATIVE OF ABSOLUTE ACCELERATION

DETECTION OF NONLINEARITY IN VIBRATIONAL SYSTEMS USING THE SECOND TIME DERIVATIVE OF ABSOLUTE ACCELERATION DETECTION OF NONLINEARITY IN VIBRATIONAL SYSTEMS USING THE SECOND TIME DERIVATIVE OF ABSOLUTE ACCELERATION Masaki WAKUI 1 and Jun IYAMA and Tsuyoshi KOYAMA 3 ABSTRACT This paper shows a criteria to detect

More information

The source of THz radiation based on dielectric waveguide excited by sequence of electron bunches

The source of THz radiation based on dielectric waveguide excited by sequence of electron bunches Journal of Physics: Conference Series PAPER OPEN ACCESS The source of THz radiation based on dielectric waveguide excited by sequence of electron bunches To cite this article: A M Altark and A D Kanareykin

More information

13 Harmonic oscillator revisited: Dirac s approach and introduction to Second Quantization

13 Harmonic oscillator revisited: Dirac s approach and introduction to Second Quantization 3 Haronic oscillator revisited: Dirac s approach and introduction to Second Quantization. Dirac cae up with a ore elegant way to solve the haronic oscillator proble. We will now study this approach. The

More information

Using EM To Estimate A Probablity Density With A Mixture Of Gaussians

Using EM To Estimate A Probablity Density With A Mixture Of Gaussians Using EM To Estiate A Probablity Density With A Mixture Of Gaussians Aaron A. D Souza adsouza@usc.edu Introduction The proble we are trying to address in this note is siple. Given a set of data points

More information

ABSTRACT INTRODUCTION

ABSTRACT INTRODUCTION Wave Resistance Prediction of a Cataaran by Linearised Theory M.INSEL Faculty of Naval Architecture and Ocean Engineering, Istanbul Technical University, TURKEY A.F.MOLLAND, J.F.WELLICOME Departent of

More information

THE ROCKET EXPERIMENT 1. «Homogenous» gravitational field

THE ROCKET EXPERIMENT 1. «Homogenous» gravitational field THE OCKET EXPEIENT. «Hoogenous» gravitational field Let s assue, fig., that we have a body of ass Μ and radius. fig. As it is known, the gravitational field of ass Μ (both in ters of geoetry and dynaics)

More information

. The univariate situation. It is well-known for a long tie that denoinators of Pade approxiants can be considered as orthogonal polynoials with respe

. The univariate situation. It is well-known for a long tie that denoinators of Pade approxiants can be considered as orthogonal polynoials with respe PROPERTIES OF MULTIVARIATE HOMOGENEOUS ORTHOGONAL POLYNOMIALS Brahi Benouahane y Annie Cuyt? Keywords Abstract It is well-known that the denoinators of Pade approxiants can be considered as orthogonal

More information

Accuracy of the Scaling Law for Experimental Natural Frequencies of Rectangular Thin Plates

Accuracy of the Scaling Law for Experimental Natural Frequencies of Rectangular Thin Plates The 9th Conference of Mechanical Engineering Network of Thailand 9- October 005, Phuket, Thailand Accuracy of the caling Law for Experiental Natural Frequencies of Rectangular Thin Plates Anawat Na songkhla

More information

An Improved Particle Filter with Applications in Ballistic Target Tracking

An Improved Particle Filter with Applications in Ballistic Target Tracking Sensors & ransducers Vol. 72 Issue 6 June 204 pp. 96-20 Sensors & ransducers 204 by IFSA Publishing S. L. http://www.sensorsportal.co An Iproved Particle Filter with Applications in Ballistic arget racing

More information

The Solution of One-Phase Inverse Stefan Problem. by Homotopy Analysis Method

The Solution of One-Phase Inverse Stefan Problem. by Homotopy Analysis Method Applied Matheatical Sciences, Vol. 8, 214, no. 53, 2635-2644 HIKARI Ltd, www.-hikari.co http://dx.doi.org/1.12988/as.214.43152 The Solution of One-Phase Inverse Stefan Proble by Hootopy Analysis Method

More information

About the definition of parameters and regimes of active two-port networks with variable loads on the basis of projective geometry

About the definition of parameters and regimes of active two-port networks with variable loads on the basis of projective geometry About the definition of paraeters and regies of active two-port networks with variable loads on the basis of projective geoetry PENN ALEXANDR nstitute of Electronic Engineering and Nanotechnologies "D

More information

Some Perspective. Forces and Newton s Laws

Some Perspective. Forces and Newton s Laws Soe Perspective The language of Kineatics provides us with an efficient ethod for describing the otion of aterial objects, and we ll continue to ake refineents to it as we introduce additional types of

More information

Object Oriented Programming for Partial Differential Equations

Object Oriented Programming for Partial Differential Equations Procedia Coputer Science Volue 51, 2015, Pages 1013 1022 ICCS 2015 International Conference On Coputational Science Object Oriented Prograing for Partial Differential Equations E. Alberdi Celaya 1 and

More information

Constant-Space String-Matching. in Sublinear Average Time. (Extended Abstract) Wojciech Rytter z. Warsaw University. and. University of Liverpool

Constant-Space String-Matching. in Sublinear Average Time. (Extended Abstract) Wojciech Rytter z. Warsaw University. and. University of Liverpool Constant-Space String-Matching in Sublinear Average Tie (Extended Abstract) Maxie Crocheore Universite de Marne-la-Vallee Leszek Gasieniec y Max-Planck Institut fur Inforatik Wojciech Rytter z Warsaw University

More information

Mutual capacitor and its applications

Mutual capacitor and its applications Mutual capacitor and its applications Chun Li, Jason Li, Jieing Li CALSON Technologies, Toronto, Canada E-ail: calandli@yahoo.ca Published in The Journal of Engineering; Received on 27th October 2013;

More information

Multi-Scale/Multi-Resolution: Wavelet Transform

Multi-Scale/Multi-Resolution: Wavelet Transform Multi-Scale/Multi-Resolution: Wavelet Transfor Proble with Fourier Fourier analysis -- breaks down a signal into constituent sinusoids of different frequencies. A serious drawback in transforing to the

More information

ASSUME a source over an alphabet size m, from which a sequence of n independent samples are drawn. The classical

ASSUME a source over an alphabet size m, from which a sequence of n independent samples are drawn. The classical IEEE TRANSACTIONS ON INFORMATION THEORY Large Alphabet Source Coding using Independent Coponent Analysis Aichai Painsky, Meber, IEEE, Saharon Rosset and Meir Feder, Fellow, IEEE arxiv:67.7v [cs.it] Jul

More information

Bernoulli Wavelet Based Numerical Method for Solving Fredholm Integral Equations of the Second Kind

Bernoulli Wavelet Based Numerical Method for Solving Fredholm Integral Equations of the Second Kind ISSN 746-7659, England, UK Journal of Inforation and Coputing Science Vol., No., 6, pp.-9 Bernoulli Wavelet Based Nuerical Method for Solving Fredhol Integral Equations of the Second Kind S. C. Shiralashetti*,

More information

An Accurate Discrete Fourier Transform for Image Processing

An Accurate Discrete Fourier Transform for Image Processing An Accurate Discrete Fourier Transfor for Iage Processing Norand Beaudoin' and Steven S. Beauchernint Abstract The classical ethod of nuerically coputing the Fourier transfor of digitizedfunctions in one

More information

PH 221-2A Fall Waves - I. Lectures Chapter 16 (Halliday/Resnick/Walker, Fundamentals of Physics 9 th edition)

PH 221-2A Fall Waves - I. Lectures Chapter 16 (Halliday/Resnick/Walker, Fundamentals of Physics 9 th edition) PH 1-A Fall 014 Waves - I Lectures 4-5 Chapter 16 (Halliday/Resnick/Walker, Fundaentals of Physics 9 th edition) 1 Chapter 16 Waves I In this chapter we will start the discussion on wave phenoena. We will

More information

On Constant Power Water-filling

On Constant Power Water-filling On Constant Power Water-filling Wei Yu and John M. Cioffi Electrical Engineering Departent Stanford University, Stanford, CA94305, U.S.A. eails: {weiyu,cioffi}@stanford.edu Abstract This paper derives

More information

Jordan Journal of Physics

Jordan Journal of Physics Volue 5, Nuber 3, 212. pp. 113-118 ARTILE Jordan Journal of Physics Networks of Identical apacitors with a Substitutional apacitor Departent of Physics, Al-Hussein Bin Talal University, Ma an, 2, 71111,

More information

Solving initial value problems by residual power series method

Solving initial value problems by residual power series method Theoretical Matheatics & Applications, vol.3, no.1, 13, 199-1 ISSN: 179-9687 (print), 179-979 (online) Scienpress Ltd, 13 Solving initial value probles by residual power series ethod Mohaed H. Al-Sadi

More information

Feature Extraction Techniques

Feature Extraction Techniques Feature Extraction Techniques Unsupervised Learning II Feature Extraction Unsupervised ethods can also be used to find features which can be useful for categorization. There are unsupervised ethods that

More information

Practical Physics "C"

Practical Physics C The Islaic University of Gaza Faculty of Science Departent of Physics Practical Physics "C" PHYS 101 By Staff of Physics 01 1 Experient (1) Refraction of the Light and Snell's Law Objective 1. To verify

More information

TEST OF HOMOGENEITY OF PARALLEL SAMPLES FROM LOGNORMAL POPULATIONS WITH UNEQUAL VARIANCES

TEST OF HOMOGENEITY OF PARALLEL SAMPLES FROM LOGNORMAL POPULATIONS WITH UNEQUAL VARIANCES TEST OF HOMOGENEITY OF PARALLEL SAMPLES FROM LOGNORMAL POPULATIONS WITH UNEQUAL VARIANCES S. E. Ahed, R. J. Tokins and A. I. Volodin Departent of Matheatics and Statistics University of Regina Regina,

More information

Analysis of Hu's Moment Invariants on Image Scaling and Rotation

Analysis of Hu's Moment Invariants on Image Scaling and Rotation Edith Cowan University Research Online ECU Publications Pre. 11 1 Analysis of Hu's Moent Invariants on Iage Scaling and Rotation Zhihu Huang Edith Cowan University Jinsong Leng Edith Cowan University 1.119/ICCET.1.548554

More information

USEFUL HINTS FOR SOLVING PHYSICS OLYMPIAD PROBLEMS. By: Ian Blokland, Augustana Campus, University of Alberta

USEFUL HINTS FOR SOLVING PHYSICS OLYMPIAD PROBLEMS. By: Ian Blokland, Augustana Campus, University of Alberta 1 USEFUL HINTS FOR SOLVING PHYSICS OLYMPIAD PROBLEMS By: Ian Bloland, Augustana Capus, University of Alberta For: Physics Olypiad Weeend, April 6, 008, UofA Introduction: Physicists often attept to solve

More information

An improved self-adaptive harmony search algorithm for joint replenishment problems

An improved self-adaptive harmony search algorithm for joint replenishment problems An iproved self-adaptive harony search algorith for joint replenishent probles Lin Wang School of Manageent, Huazhong University of Science & Technology zhoulearner@gail.co Xiaojian Zhou School of Manageent,

More information

Principal Components Analysis

Principal Components Analysis Principal Coponents Analysis Cheng Li, Bingyu Wang Noveber 3, 204 What s PCA Principal coponent analysis (PCA) is a statistical procedure that uses an orthogonal transforation to convert a set of observations

More information

Extension of CSRSM for the Parametric Study of the Face Stability of Pressurized Tunnels

Extension of CSRSM for the Parametric Study of the Face Stability of Pressurized Tunnels Extension of CSRSM for the Paraetric Study of the Face Stability of Pressurized Tunnels Guilhe Mollon 1, Daniel Dias 2, and Abdul-Haid Soubra 3, M.ASCE 1 LGCIE, INSA Lyon, Université de Lyon, Doaine scientifique

More information

Support Vector Machine Classification of Uncertain and Imbalanced data using Robust Optimization

Support Vector Machine Classification of Uncertain and Imbalanced data using Robust Optimization Recent Researches in Coputer Science Support Vector Machine Classification of Uncertain and Ibalanced data using Robust Optiization RAGHAV PAT, THEODORE B. TRAFALIS, KASH BARKER School of Industrial Engineering

More information

Optimization of ripple filter for pencil beam scanning

Optimization of ripple filter for pencil beam scanning Nuclear Science and Techniques 24 (2013) 060404 Optiization of ripple filter for pencil bea scanning YANG Zhaoxia ZHANG Manzhou LI Deing * Shanghai Institute of Applied Physics, Chinese Acadey of Sciences,

More information

Least Squares Fitting of Data

Least Squares Fitting of Data Least Squares Fitting of Data David Eberly, Geoetric Tools, Redond WA 98052 https://www.geoetrictools.co/ This work is licensed under the Creative Coons Attribution 4.0 International License. To view a

More information

arxiv: v3 [cs.ds] 22 Mar 2016

arxiv: v3 [cs.ds] 22 Mar 2016 A Shifting Bloo Filter Fraewor for Set Queries arxiv:1510.03019v3 [cs.ds] Mar 01 ABSTRACT Tong Yang Peing University, China yangtongeail@gail.co Yuanun Zhong Nanjing University, China un@sail.nju.edu.cn

More information

A DESIGN GUIDE OF DOUBLE-LAYER CELLULAR CLADDINGS FOR BLAST ALLEVIATION

A DESIGN GUIDE OF DOUBLE-LAYER CELLULAR CLADDINGS FOR BLAST ALLEVIATION International Journal of Aerospace and Lightweight Structures Vol. 3, No. 1 (2013) 109 133 c Research Publishing Services DOI: 10.3850/S201042862013000550 A DESIGN GUIDE OF DOUBLE-LAYER CELLULAR CLADDINGS

More information