REDUCTION OF TRUNCATION ERROR IN THE NEAR-FIELD FAR-FIELD TRANSFORMATION WITH PLANAR SPIRAL SCANNING
|
|
- Clyde McLaughlin
- 5 years ago
- Views:
Transcription
1
2 REDUCTION OF TRUNCATION ERROR IN TE NEAR-FIELD FAR-FIELD TRANSFORMATION WIT PLANAR SPIRAL SCANNING F. D Agostino (), F. Ferrara (), C. Gennarelli (), R. Guerriero (), G. Riccio (), C. Rizzo () () D.I.I.I.E. University of Salerno, via Ponte Don Melillo, 8484 Fisciano (SA), Italy. () MI Technologies Euroe, 3 ither Green, Southbourne Emsworth, PO 8JA, UK. ABSTRACT An elaborate and effective strategy for estimating the samles external to the measurement region in the lanar siral scanning is develoed in this aer. It relies on the nonredundant samling reresentations of the electromagnetic field and on the otimal samling interolation exansions of central tye and uses the singular value decomosition method for extraolating the outside samles. It is so ossible to reduce the inevitable truncation error affecting the near-field reconstruction, thus giving rise to a more accurate far-field rediction. Numerical examles assess the effectiveness of the roosed technique. Keywords: Extraolation, Planar siral scan, NF FF transformations, Nonredundant reresentations of electromagnetic fields, Truncation error reduction.. Introduction Each member of the antenna measurement techniques community can rofit today by about fifty years of research activity on near-field data acquisition and related near-field to far-field (NF FF) transformations. Over these years, many solutions have been roosed to meet the demands of the various alications [, ]. The measured NF data are usually transformed into FF atterns by using an exansion of the antenna field in terms of modes, i.e., a comlete set of solutions of the vector wave equation in the region outside the source. Plane, cylindrical or sherical waves are generally used for reresenting the field, thus determining the geometry of the NF scanning surface. Each of the NF FF transformation techniques has its own articular advantages and disadvantages deending on the tye of radiating structure under consideration and the measurement requirements. Among the NF FF transformation techniques, those emloying the lanar scannings are articularly suitable for high gain antennas radiating encil beam atterns well within the solid angle secified by the edges of the antenna under test (AUT) and those of the scanning area. As suggested by Rahmat-Samii et alii in [3], the comlexity and cost of the measurement set-u, as well as the time needed for data acquisition, can be reduced by means of continuous and synchronized movements of the ositioning systems of the robe and of the AUT. In order to satisfy these requirements, NF FF transformation techniques using innovative siral scannings [4] have been recently develoed. In articular, an effective NF FF transformation using a lanar siral arrangement of samles has been roosed in [5]. To this end, a nonredundant reresentation of the voltage data acquired by the measurement robe on the siral has been develoed by alying the theoretical results on the nonredundant samling reresentations of electromagnetic (EM) fields [6]. Then, the choice of the siral ste equal to the samle sacing needed to interolate the data along a radial line allows one to obtain the required two-dimensional otimal samling interolation (OSI) formula. It is so ossible to reconstruct the NF data needed by the classical robe comensated NF FF transformation with lanerectangular scanning [7]. owever, since the measurement region is always finite, an inevitable truncation error affects the NF reconstruction in the zone close to the boundary of such a region. As a consequence, the NF recovery results to be accurate in a zone smaller than the measurement one and this imlies a decrease of the angular region wherein an accurate FF reconstruction is attained. Accordingly, to obtain an accurate field reconstruction in the whole measurement region, it becomes very imortant to estimate a roer number of samles external to it. The goal of this aer is just the estimation of these outside samles, otherwise equal to zero in the alication of the OSI algorithm. Such an estimation allows one to reduce the truncation error, thus giving rise to a more accurate FF reconstruction, also in the far out side lobe region. The extraolation rocess relies on the knowledge of extra data acquired on very few eriheral rings and makes use of the singular value decomosition (SVD) algorithm [8] for determining the outside data.
3 . Efficient samling reresentation of the robe voltage Let us consider the field radiated by an antenna and observed on a siral lying on a lane located at distance d from AUT the center. Since the voltage V measured by a non directive robe has the same effective satial bandwidth of the field, the theoretical results relevant to the nonredundant reresentation of EM fields [6] can be alied to such a voltage. Accordingly, if the AUT is enclosed in a shere of radius a and the lanar siral is described by an analytical arameterization r = r() x, it is ossible to consider the robe reduced voltage ( ) = ( ) e j () g( x) V x V x where g (x) is a hase function to be determined. The error, occurring when Ṽ is aroximated by a bandlimited function, becomes negligible as the bandwidth exceeds a critical value W x [6]. Therefore, such an error can be controlled by choosing a bandwidth equal to c 'W, c' > being an excess bandwidth factor. x According to the theoretical results in [6], a nonredundant samling reresentation of the voltage on a lanar siral with constant angular ste Dq (see Fig. ) can be develoed by roerly using the following exressions for the otimal hase function and arameterization: g s b ( ) = Ú x = x( s) = s È max ˆ ˆ min ˆ ˆ Rt + Rt Î Í r' r' ds () s b È max ˆ W ˆ min ˆ ˆ Rt - Rt x r' r' Ú Î Í ds (3) where r' denotes the source oint, s is the curvilinear abscissa along the siral, ˆt is the unit vector tangent to it at the observation oint P, b is the wavenumber and ˆR is the unit vector from the source oint to P. d x P( j) O z a S r max Figure - Planar siral scanning y The coordinates of P are given by: Ïx = d tanj cosj = r cosj Ô Ìy = d tanj sinj = r sin j (4) Ô Óz = d wherein j is the angular arameter describing the siral. It is worthy to note that the siral angle J = k j, unlike the zenithal angle q, can assume negative values. Moreover, the siral angle j is always continuos, whereas, according to (4), the azimuthal angle f exhibits a discontinuity jum of when the siral crosses the ole. Such a siral can be obtained as intersection of the lane z = d with the line from the origin to the oint which moves on a siral wraing a shere of unit radius. In order to allow the two-dimensional interolation, the angular ste Dq of the siral is chosen equal to the samle sacing required to interolate the reduced voltage along a radial line. Then, the arameter k is such that Dq, fixed by two consecutive intersections P( j ) and P(j + ) of the siral with the consider radial line, is Dq = ( M + ), with M = Int[ c M'] + and M' = Int[ c' ba] +. Accordingly, being Dq = k, it follows that k = ( M + ). The function Int[ x] gives the integer art of x and c > is an oversamling factor. P R tˆ ˆ e R r d d O a P P R ˆr Rˆ Figure - Geometry in the lane ˆr, ˆt It can be verified that the extreme values of Rt ˆ ˆ in () and (3) are determined by considering the intersection of the lane defined by ˆt and the unit vector ˆr (ointing from the origin to P) with the cone with the vertex at P and the generatrices coincident with the tangents to the AUT ball (see Fig. ). As shown in [5] for the lanar siral, and in [4] with reference to the more general case of a siral wraing a quite arbitrary rotational surface, it results: r -Ê a ˆ g = b - a r dr = b r -a - ba cos Á (5) Ú Ë r x = b a Wx j Ú k + sin kj' d j' (6)
4 Namely, x is roortional to the arclength of the siral wraing the shere of unit radius. Since such a siral is a closed curve, it is convenient to choose the bandwidth W x such that x covers a range when the whole curve on the shere is drawn. Therefore, ( M + ) a Wx = b k + sin kj' dj' Ú According to these results, the OSI formula of central tye [6] to reconstruct the field at any oint of the siral is: n + q V ( x) = V Â ( xn) WN'' ( x - xn) DN ( x - xn ) (8) n = n - q + ( ) where n = Int ( x - x( j i )) D x is the index of the samle nearest, on the left, to the outut oint, q is the number of retained samles, and (7) x = x( j ) + ndx = x( j ) + n ( N + ) (9) n i i N = Int( c N' ) + ; N' = Int( c' W x ) + () Moreover, DN x W N " ( x) = sin (( N + ) x ) N + sin x ( ) = ( ) ( ) [ ( ) - ] TN" cos( x ) cos( x ) TN" cos ( x ) - [ ] () () are the Dirichlet and Tschebyscheff Samling functions, T N" () being the Tschebyscheff olynomial of degree N" = N - N' and x = qd x. The OSI formula (8) allows one to evaluate the voltage at any oint P on the scanning lane. As a matter of fact, it can be used for the evaluation of the intermediate samles, namely the voltage values at the intersection oints of the siral with the radial line assing through P. Once these samles have been determined, due to the articular choice of Dq, the voltage at P can be recovered by means of the following OSI exansion: m + V ( q, f) Â = V ( qm ) D M ( q -qm) W M "( q -qm ) (3) m = m - + where m = Int [( q -q ) Dq] qm = md q + k f = md q + q () f ; M" = M - M' (4) V ( q m ) are the intermediate samles, and the other symbols have the same meaning as in (8). 3. Extraolation rocedure Due to the finite sizes of the measurement lane, the reconstruction of voltage data is affected by an inevitable error in the zone close to the erihery of the scanning region. This will reflect in a decrease of the angular region wherein an accurate FF recovery is attained. In order to overcome this drawback, we now tackle the roblem of estimating the voltage samles external to the scanning region r r max on the measurement lane (see Fig. ). To this end, let us assume, besides the regular samles acquired via the siral scanning, the knowledge of the voltage data on the J rings saced at a fixed ste Dr, from the end of the measurement circle. On each of these rings, the extra samles are known at the oints secified by fnj, = ndfj = n ( Nj + ) (5) where Nj = Int( cn' j) + ; Nj ' = Int ( c * Wf ) + (6) Wf = W a j f( qj) = b sin qj (7) ( )[ ] - 3 / c* = + c' - sinq j (8) - [ ] qj = tan ( rmax - ( j -) D r) d j =, K, J (9) On each radial line fixed by f, the reduced voltage at the intersection oints P( q j, f ) with the extra rings can be evaluated via the OSI exansion [6] ( ) = ( ) = V q V j q j, f n + Â q n = n - q+ = V ( q j, fn, j) W N " ( f - fnj, ) DN ( f - f j n, j) j j () where q is the number of retained samles along f, n = Int( f/ D f j ), and N " j = N j - N ' j. When emloying the exansion (3) for reconstructing Ṽ at each of the oints P( q j, f ), just unknown outside samles V ( q m ) are always involved, since the other ones can be reconstructed via (8). Accordingly, by denoting with m the index of the last intermediate samle inside the measurement lane on the considered radial line, for each j =, K, J we obtain: m V ( q V j ) - Â ( qm ) DM ( qj - qm ) WM" ( qj - qm ) = m = m - + Âm + = V ( qm ) DM ( qj - qm ) W M" ( qj - qm ) () m = m +
5 where is the number of external samles to be estimated. These J equations can be rewritten in matrix form as Ax = b, where b is the sequence of the known terms, A is a J matrix, whose elements Ajm = DM( qj - qm) W M" ( qj - qm) are given by the weight functions in the considered OSI exansion and x is the sequence of the unknown outside samles V ( q m), with m = m +,..., m +. A solution, which is the best aroximation in the least squares sense of the linear system (), can be obtained by using the SVD technique. Once the outside samles relevant to the considered radial line have been estimated, the voltage values at any oint on it can be evaluated via (3). Note that the matrix A deends on the samles osition on the radial line. In fact, the r-coordinate of the regular samles (those obtained as intersection between the radial line and the siral) increases on increasing the angle f. A Tikhonov regularization aroach can be usefully alied [8] to obtain a more accurate solution of the linear system (). Such a solution corresonds to minimize the functional: Ax - b + a x () a being the regularization arameter. Thus, we can write the regularized solution x reg and the corresonding residual vector b - Axreg in term of the SVD of A in the generic form ui xreg = Â fi v i (3) s i i= J b - Axreg = Â( - fi) ui b ui + Â ui b ui (4) i= i= + In (3) and (4), the symbol denotes the conjugate transosition oerator, s i, (i =,..., ) are the singular values of A, ordered from the maximum to the minimum, f i = s i ( s i + a ) are the corresonding filter factors, and u i, v i are the left and right singular vectors of A, resectively [8]. The choice of the otimal arameter a to be used can be made by means of the L-curve, which is simly a lot of the norm of the regularized solution x reg versus the corresonding residual norm of b - Axreg drawn in log-log scale for a set of admissible regularization arameters. In this way, the L-curve dislays the comromise between the minimization of these two quantities, which is the heart of any regularization method. With reference to the Tikhonov regularization, the best comromise is reresented by the so-called corner, i.e., the distinct oint searating the vertical and the horizontal arts of the curve. 4. NF FF transformation The basic theory of robe comensated NF measurements on a lane [7] is based on the alication of the Lorentz recirocity theorem. In the here used reference system, the key relations, for evaluating the FF comonents E Q, E F of the AUT, are: ( V V ) EQ( Q, F) = I E' F ( Q, -F) -I E' D F ( Q, -F) ( V V ) EF( Q, F) = I EQ' Q F I E D (, - ) - Q' ( Q, -F) where D = E ' ( Q, -F ) E ' ( Q, - F ) + Q FV (5) (6) -EQ ' ( Q, -F) E' F ( Q, -F) (7) + + d cosq I V, = A cosq e jb VV, ( x, y Ú Ú ) - - jbxsinq cosf jbysinq sinf e e dxdy V (8) A being a constant. Namely, the AUT far field is related to: a) the two-dimensional Fourier transforms I V and I of the voltages V V and V for two indeendent sets of measurements (the robe is rotated by 9 in the second set); b) the FF comonents E ' Q V, E ' F V and E ' Q, E ' F radiated by the robe and the rotated robe, when used as transmitting antennas. Equations (5) and (6) are valid whenever the robe maintains its orientation with resect to the AUT and this requires that it rotates together with the AUT. Probes exhibiting only a first-order azimuthal deendence in their radiated far field can be used without corotation, since V V and V can be evaluated from the measured voltages V f and V r, via the relations VV = Vf cosf - Vr sin f, V = Vf sin f + Vr cos f. 5. Numerical tests The reorted numerical tests refer to a uniform lanar circular array (Fig. ) having diameter a = 3. 4 l (l being the wavelength). Its elements are elementary uygens sources linearly olarized along the y axis and are radially and azimuthally saced of 95. l. An oen-ended circular waveguide having radius a' equal to.338 l is chosen as robe. The measurement lane is 5 l away from the AUT center and the samles of the robe voltages V f and V r are collected on a siral that covers a circular zone of radius 6 l. According to the described samling reresentation, J = 8 extra rings have been acquired in the eriheral zone. They are saced at Dr = 95. l, starting from the end of the measurement circle. It is
6 worthy to note that, on a given radial line, the number of outside samles is = 5. A Tikhonov regularization aroach has been alied to obtain the best estimation of the outside samles for all the considered radial lines. We have assumed = 7 in the extraolation rocess of the outside samles, whereas q = 6 has been adoted both in (8) and in () to obtain the involved known samles and the extra data, resectively. Note that the SVD is alied to a small matrix with a negligible comutational effort. Figures 3 and 4 show the amlitude of the outut voltage V V on the radial lines at f = and f = 9, resectively. They have been reconstructed without using the extraolation rocess and utting the outside samles equal to zero. As can be seen in Figs. 5 and 6, by using the roosed estimation rocedure, the reconstruction is very accurate not only in the whole measurement region, but also in a zone outside it. It is worthy to note that, in all the cases, = 6 has been adoted when alying (3) for the reconstruction. In order to assess more quantitatively the effectiveness of the roosed aroach, the maximum and mean-square reconstruction errors have been eval = q = 7-5 c =. c' = Figure 3 - Amlitude of the robe voltage V V on the radial line at f =. Solid line: exact. Crosses: reconstructed without estimated outside samles. uated by comaring in the measurement zone the exact voltage values and those reconstructed with and without the estimated outside samles. Figure 7 shows such errors, normalized to the voltage maximum value on the lane, for c = c' =., and = q ranging from to. As can be seen, the errors evaluated by taking into account the estimated samles decrease until very low levels are reached. On the contrary, those obtained without considering them saturate to constant values, due to the truncation error resent near to the boundary of the measurement region. The algorithm stability has been assessed (see Fig. 8) by adding random errors to the exact samles. These errors simulate a background noise, bounded to Da (db) in amlitude and with arbitrary hase, and an uncertainty on the data of ±Da r (db) in amlitude and ±Da (degrees) in hase. The described aroach has been alied to recover the lane-rectangular data needed for the NF FF transformation and lying in a 36l 36l square grid. Figures 9 and reort the AUT attern in the E- lane, reconstructed via the NF FF transformation without and with estimated outside samles. As can = q = 7-5 c =. c' = Figure 5 - Amlitude of the robe voltage V on V the radial line at f =. Solid line: exact. Crosses: reconstructed with estimated outside samles = q = 7-5 c =. c' = Figure 4 - Amlitude of the robe voltage V on V the radial line at f = 9. Solid line: exact. Crosses: reconstructed without estimated outside samles = q = 7-5 c =. c' = Figure 6 - Amlitude of the robe voltage V on V the radial line at f = 9. Solid line: exact. Crosses: reconstructed with estimated outside samles.
7 Normalized errors (db) c' = c =. -7 maximum error -8 mean-square error = q Figure 7 - Normalized reconstruction errors. Dashed lines: without estimated outside samles. Solid lines: with estimated outside samles Da = -5 db Da r =.5 db Da = 5-4 = q = 7-5 c =. c' = Figure 8 - Amlitude of the robe voltage V V on the radial line at f =. Solid line: exact. Crosses: reconstructed with estimated outside samles from error affected data. be seen, the FF reconstruction obtained by considering the estimated samles is accurate in a significantly wider angular range, thus assessing the effectiveness of the technique. Note that the number of emloyed samles is 6. In articular, the number of extra samles on the eriheral rings is REFERENCES [] A.D.Yaghjian, An overview of near-field antenna measurements, IEEE Trans. Antennas Proagat., vol. AP-34,. 3-45, 986. [] C.Gennarelli, G.Riccio, F.D Agostino, and F.Ferrara, Near-Field Far-Field Transformation Techniques, CUES, Salerno, Italy, 4. [3] R.G.Yaccarino, L.I.,Williams, and Y.Rahmat- Samii, Linear siral samling for the biolar lanar antenna measurement technique, IEEE Trans. Antennas Proagat., vol. AP-44,. 49-5, 996. [4] F.D Agostino, C.Gennarelli, G.Riccio, and C.Sa- Relative field amlitude (db) = q = 7 c =. c' = ba sin J Figure 9 - E-lane attern. Solid line: exact. Dots: reconstructed via the NF FF transformation without estimated outside samles. Relative field amlitude (db) = q = 7 c =. c' = b a sin J Figure - E-lane attern. Solid line: exact. Dots: reconstructed via the NF FF transformation with estimated outside samles. varese, Theoretical foundations of near-field far-field transformations with siral scannings, Progress in Electromagn. Res., PIER 6,. 93-4, 6. [5] O.M.Bucci, F.D Agostino, C.Gennarelli, G.Riccio, and C.Savarese, Probe comensated FF reconstruction by NF lanar siral scanning, IEE Proc. - Microw., Antennas Proagat., vol. 49,. 9-3,. [6] O.M.Bucci, C.Gennarelli, and C.Savarese, Reresentation of electromagnetic fields over arbitrary surfaces by a finite and nonredundant number of samles, IEEE Trans. Antennas Proagat., vol. 46, , 998. [7] D.T.Paris, W.M.Leach, Jr., and E.B.Joy, Basic theory of robe-comensated near-field measurements, IEEE Trans. Antennas Proagat., vol. AP- 6, , 978. [8] P.C.ansen, Rank-deficient and discrete illosed eoblems, SIAM, Philadelhia, 998.
FAR-FIELD RECONSTRUCTION FROM A MINIMUM NUMBER OF SPHERICAL SPIRAL DATA USING EF- FECTIVE ANTENNA MODELINGS
Progress In Electromagnetics Research B, Vol. 37, 43 58, 2012 FAR-FIELD RECONSTRUCTION FROM A MINIMUM NUMBER OF SPHERICAL SPIRAL DATA USING EF- FECTIVE ANTENNA MODELINGS F. D Agostino, F. Ferrara, C. Gennarelli
More informationLABORATORY TESTS ASSESSING THE EFFECTIVE- NESS OF THE NF-FF TRANSFORMATION WITH HELI- COIDAL SCANNING FOR ELECTRICALLY LONG AN- TENNAS
Progress In Electromagnetics Research, PIER 98, 375 388, 2009 LABORATORY TESTS ASSESSING THE EFFECTIVE- NESS OF THE NF-FF TRANSFORMATION WITH HELI- COIDAL SCANNING FOR ELECTRICALLY LONG AN- TENNAS F. D
More informationPrinciples of Computed Tomography (CT)
Page 298 Princiles of Comuted Tomograhy (CT) The theoretical foundation of CT dates back to Johann Radon, a mathematician from Vienna who derived a method in 1907 for rojecting a 2-D object along arallel
More informationStatics and dynamics: some elementary concepts
1 Statics and dynamics: some elementary concets Dynamics is the study of the movement through time of variables such as heartbeat, temerature, secies oulation, voltage, roduction, emloyment, rices and
More information3.4 Design Methods for Fractional Delay Allpass Filters
Chater 3. Fractional Delay Filters 15 3.4 Design Methods for Fractional Delay Allass Filters Above we have studied the design of FIR filters for fractional delay aroximation. ow we show how recursive or
More informationVilla Galileo Firenze, 12 ottobre 2017 Antenna Pattern Measurement: Theory and Techniques
Villa Galileo Firenze, 12 ottobre 2017 Antenna Pattern Measurement: Theory and Techniques F. D Agostino, M. Migliozzi University of Salerno, Italy ANTENNAE REGIONS The REACTIVE NEAR-FIELD REGION is the
More informationState Estimation with ARMarkov Models
Deartment of Mechanical and Aerosace Engineering Technical Reort No. 3046, October 1998. Princeton University, Princeton, NJ. State Estimation with ARMarkov Models Ryoung K. Lim 1 Columbia University,
More informationAn Investigation on the Numerical Ill-conditioning of Hybrid State Estimators
An Investigation on the Numerical Ill-conditioning of Hybrid State Estimators S. K. Mallik, Student Member, IEEE, S. Chakrabarti, Senior Member, IEEE, S. N. Singh, Senior Member, IEEE Deartment of Electrical
More informationOn the relationship between sound intensity and wave impedance
Buenos Aires 5 to 9 Setember, 16 Acoustics for the 1 st Century PROCEEDINGS of the nd International Congress on Acoustics Sound Intensity and Inverse Methods in Acoustics: Paer ICA16-198 On the relationshi
More informationOptimal array pattern synthesis with desired magnitude response
Otimal array attern synthesis with desired magnitude resonse A.M. Pasqual a, J.R. Arruda a and P. erzog b a Universidade Estadual de Caminas, Rua Mendeleiev, 00, Cidade Universitária Zeferino Vaz, 13083-970
More informationRecursive Estimation of the Preisach Density function for a Smart Actuator
Recursive Estimation of the Preisach Density function for a Smart Actuator Ram V. Iyer Deartment of Mathematics and Statistics, Texas Tech University, Lubbock, TX 7949-142. ABSTRACT The Preisach oerator
More informationLinear diophantine equations for discrete tomography
Journal of X-Ray Science and Technology 10 001 59 66 59 IOS Press Linear diohantine euations for discrete tomograhy Yangbo Ye a,gewang b and Jiehua Zhu a a Deartment of Mathematics, The University of Iowa,
More informationUniformly best wavenumber approximations by spatial central difference operators: An initial investigation
Uniformly best wavenumber aroximations by satial central difference oerators: An initial investigation Vitor Linders and Jan Nordström Abstract A characterisation theorem for best uniform wavenumber aroximations
More informationCombining Logistic Regression with Kriging for Mapping the Risk of Occurrence of Unexploded Ordnance (UXO)
Combining Logistic Regression with Kriging for Maing the Risk of Occurrence of Unexloded Ordnance (UXO) H. Saito (), P. Goovaerts (), S. A. McKenna (2) Environmental and Water Resources Engineering, Deartment
More informationRobust Performance Design of PID Controllers with Inverse Multiplicative Uncertainty
American Control Conference on O'Farrell Street San Francisco CA USA June 9 - July Robust Performance Design of PID Controllers with Inverse Multilicative Uncertainty Tooran Emami John M Watkins Senior
More informationFactors Effect on the Saturation Parameter S and there Influences on the Gain Behavior of Ytterbium Doped Fiber Amplifier
Australian Journal of Basic and Alied Sciences, 5(12): 2010-2020, 2011 ISSN 1991-8178 Factors Effect on the Saturation Parameter S and there Influences on the Gain Behavior of Ytterbium Doed Fiber Amlifier
More informationSession 5: Review of Classical Astrodynamics
Session 5: Review of Classical Astrodynamics In revious lectures we described in detail the rocess to find the otimal secific imulse for a articular situation. Among the mission requirements that serve
More informationChapter 2 Introductory Concepts of Wave Propagation Analysis in Structures
Chater 2 Introductory Concets of Wave Proagation Analysis in Structures Wave roagation is a transient dynamic henomenon resulting from short duration loading. Such transient loadings have high frequency
More informationAN ALTERNATIVE DESCRIPTION OF SWING-BY TRAJECTORIES IN TWO AND THREE DIMENSIONS
ADVANCES IN SPACE DYNAMICS 4: CELESTIAL MECHANICS AND ASTRONAUTICS, H. K. Kuga, Editor, 1-14 (004). Instituto Nacional de Pesquisas Esaciais INPE, São José dos Camos, SP, Brazil. ISBN 85-17-0001-9 AN ALTERNATIVE
More informationdn i where we have used the Gibbs equation for the Gibbs energy and the definition of chemical potential
Chem 467 Sulement to Lectures 33 Phase Equilibrium Chemical Potential Revisited We introduced the chemical otential as the conjugate variable to amount. Briefly reviewing, the total Gibbs energy of a system
More informationEstimation of the large covariance matrix with two-step monotone missing data
Estimation of the large covariance matrix with two-ste monotone missing data Masashi Hyodo, Nobumichi Shutoh 2, Takashi Seo, and Tatjana Pavlenko 3 Deartment of Mathematical Information Science, Tokyo
More informationOn split sample and randomized confidence intervals for binomial proportions
On slit samle and randomized confidence intervals for binomial roortions Måns Thulin Deartment of Mathematics, Usala University arxiv:1402.6536v1 [stat.me] 26 Feb 2014 Abstract Slit samle methods have
More informationRadial Basis Function Networks: Algorithms
Radial Basis Function Networks: Algorithms Introduction to Neural Networks : Lecture 13 John A. Bullinaria, 2004 1. The RBF Maing 2. The RBF Network Architecture 3. Comutational Power of RBF Networks 4.
More informationResearch Article An Innovative Direct NF-FF Transformation Technique with Helicoidal Scanning
Antennas and Propagation Volume 212, Article ID 912948, 9 pages doi:1.1155/212/912948 Research Article An Innovative Direct NF-FF Transformation Technique with Helicoidal Scanning Francesco D Agostino,
More informationPHYSICAL REVIEW LETTERS
PHYSICAL REVIEW LETTERS VOLUME 81 20 JULY 1998 NUMBER 3 Searated-Path Ramsey Atom Interferometer P. D. Featonby, G. S. Summy, C. L. Webb, R. M. Godun, M. K. Oberthaler, A. C. Wilson, C. J. Foot, and K.
More informationWolfgang POESSNECKER and Ulrich GROSS*
Proceedings of the Asian Thermohysical Proerties onference -4 August, 007, Fukuoka, Jaan Paer No. 0 A QUASI-STEADY YLINDER METHOD FOR THE SIMULTANEOUS DETERMINATION OF HEAT APAITY, THERMAL ONDUTIVITY AND
More informationPHYS 301 HOMEWORK #9-- SOLUTIONS
PHYS 0 HOMEWORK #9-- SOLUTIONS. We are asked to use Dirichlet' s theorem to determine the value of f (x) as defined below at x = 0, ± /, ± f(x) = 0, - < x
More informationSimplifications to Conservation Equations
Chater 5 Simlifications to Conservation Equations 5.1 Steady Flow If fluid roerties at a oint in a field do not change with time, then they are a function of sace only. They are reresented by: ϕ = ϕq 1,
More information8.7 Associated and Non-associated Flow Rules
8.7 Associated and Non-associated Flow Rules Recall the Levy-Mises flow rule, Eqn. 8.4., d ds (8.7.) The lastic multilier can be determined from the hardening rule. Given the hardening rule one can more
More informationUncorrelated Multilinear Principal Component Analysis for Unsupervised Multilinear Subspace Learning
TNN-2009-P-1186.R2 1 Uncorrelated Multilinear Princial Comonent Analysis for Unsuervised Multilinear Subsace Learning Haiing Lu, K. N. Plataniotis and A. N. Venetsanooulos The Edward S. Rogers Sr. Deartment
More informationImplementation and Validation of Finite Volume C++ Codes for Plane Stress Analysis
CST0 191 October, 011, Krabi Imlementation and Validation of Finite Volume C++ Codes for Plane Stress Analysis Chakrit Suvanjumrat and Ekachai Chaichanasiri* Deartment of Mechanical Engineering, Faculty
More informationApproximating min-max k-clustering
Aroximating min-max k-clustering Asaf Levin July 24, 2007 Abstract We consider the roblems of set artitioning into k clusters with minimum total cost and minimum of the maximum cost of a cluster. The cost
More informationImproved Perfectly Matched Layers for Acoustic Radiation and Scattering Problems
NATO Undersea Research Centre Partnering for Maritime Innovation Presented at the COMSOL Conference 008 Hannover Acoustics Session Wed 5 November 008, 13:00 15:40. Imroved Perfectly Matched Layers for
More information%(*)= E A i* eiujt > (!) 3=~N/2
CHAPTER 58 Estimating Incident and Reflected Wave Fields Using an Arbitrary Number of Wave Gauges J.A. Zelt* A.M. ASCE and James E. Skjelbreia t A.M. ASCE 1 Abstract A method based on linear wave theory
More informationFocal Waveform of a Prolate-Spheroidal IRA
Sensor and Simulation Notes Note 59 February 6 Focal Waveform of a Prolate-Sheroidal IRA Carl E. Baum University of New Mexico Deartment of Electrical and Comuter Engineering Albuquerque New Mexico 873
More informationSpectral Analysis by Stationary Time Series Modeling
Chater 6 Sectral Analysis by Stationary Time Series Modeling Choosing a arametric model among all the existing models is by itself a difficult roblem. Generally, this is a riori information about the signal
More informationSupplementary Materials for Robust Estimation of the False Discovery Rate
Sulementary Materials for Robust Estimation of the False Discovery Rate Stan Pounds and Cheng Cheng This sulemental contains roofs regarding theoretical roerties of the roosed method (Section S1), rovides
More informationA Note on Guaranteed Sparse Recovery via l 1 -Minimization
A Note on Guaranteed Sarse Recovery via l -Minimization Simon Foucart, Université Pierre et Marie Curie Abstract It is roved that every s-sarse vector x C N can be recovered from the measurement vector
More informationGeneration of Complex Source Point Expansions from Radiation Integrals
Progress In Electromagnetics Research, Vol. 152, 17 31, 2015 Generation of Comlex Source Point Exansions from Radiation Integrals Enrica Martini and Stefano Maci * (Invited Paer) Abstract This aer discusses
More informationLINEAR SYSTEMS WITH POLYNOMIAL UNCERTAINTY STRUCTURE: STABILITY MARGINS AND CONTROL
LINEAR SYSTEMS WITH POLYNOMIAL UNCERTAINTY STRUCTURE: STABILITY MARGINS AND CONTROL Mohammad Bozorg Deatment of Mechanical Engineering University of Yazd P. O. Box 89195-741 Yazd Iran Fax: +98-351-750110
More informationANTENNA PATTERN RECONSTRUCTION DIRECTLY FROM NONREDUNDANT NEAR-FIELD MEASURE- MENTS COLLECTED BY A CYLINDRICAL FACILITY
Progress In Electromagnetics Research M, Vol. 24, 235 249, 2012 ANTENNA PATTERN RECONSTRUCTION DIRECTLY FROM NONREDUNDANT NEAR-FIELD MEASURE- MENTS COLLECTED BY A CYLINDRICAL FACILITY F. D Agostino, F.
More information1 University of Edinburgh, 2 British Geological Survey, 3 China University of Petroleum
Estimation of fluid mobility from frequency deendent azimuthal AVO a synthetic model study Yingrui Ren 1*, Xiaoyang Wu 2, Mark Chaman 1 and Xiangyang Li 2,3 1 University of Edinburgh, 2 British Geological
More informationFE FORMULATIONS FOR PLASTICITY
G These slides are designed based on the book: Finite Elements in Plasticity Theory and Practice, D.R.J. Owen and E. Hinton, 1970, Pineridge Press Ltd., Swansea, UK. 1 Course Content: A INTRODUCTION AND
More information1 Properties of Spherical Harmonics
Proerties of Sherical Harmonics. Reetition In the lecture the sherical harmonics Y m were introduced as the eigenfunctions of angular momentum oerators lˆz and lˆ2 in sherical coordinates. We found that
More informationSampling and Distortion Tradeoffs for Bandlimited Periodic Signals
Samling and Distortion radeoffs for Bandlimited Periodic Signals Elaheh ohammadi and Farokh arvasti Advanced Communications Research Institute ACRI Deartment of Electrical Engineering Sharif University
More informationA Note on Massless Quantum Free Scalar Fields. with Negative Energy Density
Adv. Studies Theor. Phys., Vol. 7, 13, no. 1, 549 554 HIKARI Ltd, www.m-hikari.com A Note on Massless Quantum Free Scalar Fields with Negative Energy Density M. A. Grado-Caffaro and M. Grado-Caffaro Scientific
More informationMODEL-BASED MULTIPLE FAULT DETECTION AND ISOLATION FOR NONLINEAR SYSTEMS
MODEL-BASED MULIPLE FAUL DEECION AND ISOLAION FOR NONLINEAR SYSEMS Ivan Castillo, and homas F. Edgar he University of exas at Austin Austin, X 78712 David Hill Chemstations Houston, X 77009 Abstract A
More informationChapter 1 Fundamentals
Chater Fundamentals. Overview of Thermodynamics Industrial Revolution brought in large scale automation of many tedious tasks which were earlier being erformed through manual or animal labour. Inventors
More informationResearch of power plant parameter based on the Principal Component Analysis method
Research of ower lant arameter based on the Princial Comonent Analysis method Yang Yang *a, Di Zhang b a b School of Engineering, Bohai University, Liaoning Jinzhou, 3; Liaoning Datang international Jinzhou
More informationSolution of time domain electric field integral equation for arbitrarily shaped dielectric bodies using an unconditionally stable methodology
RADIO SCIENCE, VOL. 38, NO. 3, 148, doi:1.129/22rs2759, 23 Solution of time domain electric field integral equation for arbitrarily shaed dielectric bodies using an unconditionally stable methodology Young-seek
More informationNuclear models: The liquid drop model Fermi-Gas Model
Lecture Nuclear models: The liquid dro model ermi-gas Model WS1/1: Introduction to Nuclear and Particle Physics,, Part I 1 Nuclear models Nuclear models Models with strong interaction between the nucleons
More informationNode-voltage method using virtual current sources technique for special cases
Node-oltage method using irtual current sources technique for secial cases George E. Chatzarakis and Marina D. Tortoreli Electrical and Electronics Engineering Deartments, School of Pedagogical and Technological
More informationUse of Transformations and the Repeated Statement in PROC GLM in SAS Ed Stanek
Use of Transformations and the Reeated Statement in PROC GLM in SAS Ed Stanek Introduction We describe how the Reeated Statement in PROC GLM in SAS transforms the data to rovide tests of hyotheses of interest.
More informationBeam-Beam Stability in Electron-Positron Storage Rings
Beam-Beam Stability in Electron-Positron Storage Rings Bjoern S. Schmekel, Joseh T. Rogers Cornell University, Deartment of Physics, Ithaca, New York 4853, USA Abstract At the interaction oint of a storage
More informationStrehl ratio and amplitude-weighted generalized orthonormal Zernikebased
Strehl ratio and amlitude-weighted generalized orthonormal Zernikebased olynomials COSMAS MAFUSIRE* AND TJAART P. J. KRÜGER Deartment of Physics, Faculty of Natural and Agricultural Science, University
More informationAn Analysis of Reliable Classifiers through ROC Isometrics
An Analysis of Reliable Classifiers through ROC Isometrics Stijn Vanderlooy s.vanderlooy@cs.unimaas.nl Ida G. Srinkhuizen-Kuyer kuyer@cs.unimaas.nl Evgueni N. Smirnov smirnov@cs.unimaas.nl MICC-IKAT, Universiteit
More informationSome results of convex programming complexity
2012c12 $ Ê Æ Æ 116ò 14Ï Dec., 2012 Oerations Research Transactions Vol.16 No.4 Some results of convex rogramming comlexity LOU Ye 1,2 GAO Yuetian 1 Abstract Recently a number of aers were written that
More informationCorrespondence Between Fractal-Wavelet. Transforms and Iterated Function Systems. With Grey Level Maps. F. Mendivil and E.R.
1 Corresondence Between Fractal-Wavelet Transforms and Iterated Function Systems With Grey Level Mas F. Mendivil and E.R. Vrscay Deartment of Alied Mathematics Faculty of Mathematics University of Waterloo
More informationAn Improved Calibration Method for a Chopped Pyrgeometer
96 JOURNAL OF ATMOSPHERIC AND OCEANIC TECHNOLOGY VOLUME 17 An Imroved Calibration Method for a Choed Pyrgeometer FRIEDRICH FERGG OtoLab, Ingenieurbüro, Munich, Germany PETER WENDLING Deutsches Forschungszentrum
More informationBEST CONSTANT IN POINCARÉ INEQUALITIES WITH TRACES: A FREE DISCONTINUITY APPROACH
BEST CONSTANT IN POINCARÉ INEQUALITIES WITH TRACES: A FREE DISCONTINUITY APPROACH DORIN BUCUR, ALESSANDRO GIACOMINI, AND PAOLA TREBESCHI Abstract For Ω R N oen bounded and with a Lischitz boundary, and
More informationME scope Application Note 16
ME scoe Alication Note 16 Integration & Differentiation of FFs and Mode Shaes NOTE: The stes used in this Alication Note can be dulicated using any Package that includes the VES-36 Advanced Signal Processing
More informationDistributed Rule-Based Inference in the Presence of Redundant Information
istribution Statement : roved for ublic release; distribution is unlimited. istributed Rule-ased Inference in the Presence of Redundant Information June 8, 004 William J. Farrell III Lockheed Martin dvanced
More informationOn Line Parameter Estimation of Electric Systems using the Bacterial Foraging Algorithm
On Line Parameter Estimation of Electric Systems using the Bacterial Foraging Algorithm Gabriel Noriega, José Restreo, Víctor Guzmán, Maribel Giménez and José Aller Universidad Simón Bolívar Valle de Sartenejas,
More informationSolved Problems. (a) (b) (c) Figure P4.1 Simple Classification Problems First we draw a line between each set of dark and light data points.
Solved Problems Solved Problems P Solve the three simle classification roblems shown in Figure P by drawing a decision boundary Find weight and bias values that result in single-neuron ercetrons with the
More informationWAVELETS, PROPERTIES OF THE SCALAR FUNCTIONS
U.P.B. Sci. Bull. Series A, Vol. 68, No. 4, 006 WAVELETS, PROPERTIES OF THE SCALAR FUNCTIONS C. PANĂ * Pentru a contrui o undină convenabilă Ψ este necesară şi suficientă o analiză multirezoluţie. Analiza
More informationMaximum Entropy and the Stress Distribution in Soft Disk Packings Above Jamming
Maximum Entroy and the Stress Distribution in Soft Disk Packings Above Jamming Yegang Wu and S. Teitel Deartment of Physics and Astronomy, University of ochester, ochester, New York 467, USA (Dated: August
More informationP043 Anisotropic 2.5D - 3C Finite-difference Modeling
P04 Anisotroic.5D - C Finite-difference Modeling A. Kostyukevych* (esseral echnologies Inc.), N. Marmalevskyi (Ukrainian State Geological Prosecting Institute), Y. Roganov (Ukrainian State Geological Prosecting
More informationarxiv:cond-mat/ v2 25 Sep 2002
Energy fluctuations at the multicritical oint in two-dimensional sin glasses arxiv:cond-mat/0207694 v2 25 Se 2002 1. Introduction Hidetoshi Nishimori, Cyril Falvo and Yukiyasu Ozeki Deartment of Physics,
More informationBuckling of Spherical Shells Revisited. John W. Hutchinson. School of Engineering and Applied Sciences, Harvard University.
Buckling of Sherical Shells Revisited John W. Hutchinson School of Engineering and Alied Sciences, Harvard University Abstract A study is resented of the ost-buckling behavior and imerfection-sensitivity
More informationANALYTICAL MODEL FOR THE BYPASS VALVE IN A LOOP HEAT PIPE
ANALYTICAL MODEL FOR THE BYPASS ALE IN A LOOP HEAT PIPE Michel Seetjens & Camilo Rindt Laboratory for Energy Technology Mechanical Engineering Deartment Eindhoven University of Technology The Netherlands
More informationMeasurement of cyclone separator
Measurement of cyclone searator. Aim of the measurement Cyclones are widely used in industry (in food and chemical industry, in energy technology and in buildings) to remove dust and other articles from
More informationCOMPARISON OF VARIOUS OPTIMIZATION TECHNIQUES FOR DESIGN FIR DIGITAL FILTERS
NCCI 1 -National Conference on Comutational Instrumentation CSIO Chandigarh, INDIA, 19- March 1 COMPARISON OF VARIOUS OPIMIZAION ECHNIQUES FOR DESIGN FIR DIGIAL FILERS Amanjeet Panghal 1, Nitin Mittal,Devender
More informationFeynman Diagrams of the Standard Model Sedigheh Jowzaee
tglied der Helmholtz-Gemeinschaft Feynman Diagrams of the Standard Model Sedigheh Jowzaee PhD Seminar, 5 July 01 Outlook Introduction to the standard model Basic information Feynman diagram Feynman rules
More informationDesign of NARMA L-2 Control of Nonlinear Inverted Pendulum
International Research Journal of Alied and Basic Sciences 016 Available online at www.irjabs.com ISSN 51-838X / Vol, 10 (6): 679-684 Science Exlorer Publications Design of NARMA L- Control of Nonlinear
More informationConvex Optimization methods for Computing Channel Capacity
Convex Otimization methods for Comuting Channel Caacity Abhishek Sinha Laboratory for Information and Decision Systems (LIDS), MIT sinhaa@mit.edu May 15, 2014 We consider a classical comutational roblem
More informationDeveloping A Deterioration Probabilistic Model for Rail Wear
International Journal of Traffic and Transortation Engineering 2012, 1(2): 13-18 DOI: 10.5923/j.ijtte.20120102.02 Develoing A Deterioration Probabilistic Model for Rail Wear Jabbar-Ali Zakeri *, Shahrbanoo
More informationMEASUREMENT OF THE INCLUSIVE ELECTRON (POSITRON) +PROTON SCATTERING CROSS SECTION AT HIGH INELASTICITY y USING H1 DATA *
Romanian Reorts in Physics, Vol. 65, No. 2, P. 420 426, 2013 MEASUREMENT OF THE INCLUSIVE ELECTRON (POSITRON) +PROTON SCATTERING CROSS SECTION AT HIGH INELASTICITY y USING H1 DATA * IVANA PICURIC, ON BEHALF
More informationDomain Dynamics in a Ferroelastic Epilayer on a Paraelastic Substrate
Y. F. Gao Z. Suo Mechanical and Aerosace Engineering Deartment and Princeton Materials Institute, Princeton University, Princeton, NJ 08544 Domain Dynamics in a Ferroelastic Eilayer on a Paraelastic Substrate
More informationA Comparison between Biased and Unbiased Estimators in Ordinary Least Squares Regression
Journal of Modern Alied Statistical Methods Volume Issue Article 7 --03 A Comarison between Biased and Unbiased Estimators in Ordinary Least Squares Regression Ghadban Khalaf King Khalid University, Saudi
More informationMULTI-CHANNEL PARAMETRIC ESTIMATOR FAST BLOCK MATRIX INVERSES
MULTI-CANNEL ARAMETRIC ESTIMATOR FAST BLOCK MATRIX INVERSES S Lawrence Marle Jr School of Electrical Engineering and Comuter Science Oregon State University Corvallis, OR 97331 Marle@eecsoregonstateedu
More informationBME 207 Introduction to Biomechanics Spring Homework 1
January 19, 2018 UNIVERSITY OF RHODE ISLAND Deartment of Electrical, Comuter and Biomedical Engineering BME 207 Introduction to Biomechanics Sring 2018 Problems 2.1 2.17 in the textbook. Homework 1 Problem
More informationCentral Force Motion Challenge Problems
Central Force Motion Challenge Problems Problem 1: Ellitic Orbit A satellite of mass m s is in an ellitical orbit around a lanet of mass m which is located at one focus of the ellise. The satellite has
More informationCHAPTER-II Control Charts for Fraction Nonconforming using m-of-m Runs Rules
CHAPTER-II Control Charts for Fraction Nonconforming using m-of-m Runs Rules. Introduction: The is widely used in industry to monitor the number of fraction nonconforming units. A nonconforming unit is
More informationGeneralized Coiflets: A New Family of Orthonormal Wavelets
Generalized Coiflets A New Family of Orthonormal Wavelets Dong Wei, Alan C Bovik, and Brian L Evans Laboratory for Image and Video Engineering Deartment of Electrical and Comuter Engineering The University
More informationA Recursive Block Incomplete Factorization. Preconditioner for Adaptive Filtering Problem
Alied Mathematical Sciences, Vol. 7, 03, no. 63, 3-3 HIKARI Ltd, www.m-hiari.com A Recursive Bloc Incomlete Factorization Preconditioner for Adative Filtering Problem Shazia Javed School of Mathematical
More informationMODELING THE RELIABILITY OF C4ISR SYSTEMS HARDWARE/SOFTWARE COMPONENTS USING AN IMPROVED MARKOV MODEL
Technical Sciences and Alied Mathematics MODELING THE RELIABILITY OF CISR SYSTEMS HARDWARE/SOFTWARE COMPONENTS USING AN IMPROVED MARKOV MODEL Cezar VASILESCU Regional Deartment of Defense Resources Management
More informationResearch Article Circle Numbers for Star Discs
International Scholarly Research Network ISRN Geometry Volume 211, Article ID 479262, 16 ages doi:1.542/211/479262 Research Article Circle Numbers for Star Discs W.-D. Richter Institute of Mathematics,
More informationpp physics, RWTH, WS 2003/04, T.Hebbeker
1. PP TH 03/04 Accelerators and Detectors 1 hysics, RWTH, WS 2003/04, T.Hebbeker 2003-12-03 1. Accelerators and Detectors In the following, we concentrate on the three machines SPS, Tevatron and LHC with
More informationLower bound solutions for bearing capacity of jointed rock
Comuters and Geotechnics 31 (2004) 23 36 www.elsevier.com/locate/comgeo Lower bound solutions for bearing caacity of jointed rock D.J. Sutcliffe a, H.S. Yu b, *, S.W. Sloan c a Deartment of Civil, Surveying
More informationBayesian System for Differential Cryptanalysis of DES
Available online at www.sciencedirect.com ScienceDirect IERI Procedia 7 (014 ) 15 0 013 International Conference on Alied Comuting, Comuter Science, and Comuter Engineering Bayesian System for Differential
More informationFocused azimuthally polarized vector beam and spatial magnetic resolution below the diffraction limit
Research Article Vol. 33, No. 11 / November 2016 / Journal of the Otical Society of America B 2265 Focused azimuthally olarized vector beam and satial magnetic resolution below the diffraction limit MEHDI
More informationCONDUCTION SHAPE FACTOR MODELS FOR 3-D ENCLOSURES
AIAA--9 CONDUCTION SHAPE FACTOR MODELS FOR -D ENCLOSURES P. Teertstra, M. M. Yovanovich and J. R. Culham? Microelectronics Heat Transfer Laboratory Deartment of Mechanical Engineering University of Waterloo
More informationFinding Shortest Hamiltonian Path is in P. Abstract
Finding Shortest Hamiltonian Path is in P Dhananay P. Mehendale Sir Parashurambhau College, Tilak Road, Pune, India bstract The roblem of finding shortest Hamiltonian ath in a eighted comlete grah belongs
More informationCFD AS A DESIGN TOOL FOR FLUID POWER COMPONENTS
CFD AS A DESIGN TOOL FOR FLUID POWER COMPONENTS M. BORGHI - M. MILANI Diartimento di Scienze dell Ingegneria Università degli Studi di Modena Via Cami, 213/b 41100 Modena E-mail: borghi@omero.dsi.unimo.it
More informationVarious Proofs for the Decrease Monotonicity of the Schatten s Power Norm, Various Families of R n Norms and Some Open Problems
Int. J. Oen Problems Comt. Math., Vol. 3, No. 2, June 2010 ISSN 1998-6262; Coyright c ICSRS Publication, 2010 www.i-csrs.org Various Proofs for the Decrease Monotonicity of the Schatten s Power Norm, Various
More informationCalculation of gravity due to a vertical cylinder using a spherical harmonic series and numerical integration
CSIRO PUBISHING Exloration Geohysics htt://dx.doi.org/.7/eg43 Calculation of gravity due to a vertical cylinder using a sherical harmonic series and numerical integration Sung-Ho Na,3 Hyoungrea Rim,3,4
More informationSystem Reliability Estimation and Confidence Regions from Subsystem and Full System Tests
009 American Control Conference Hyatt Regency Riverfront, St. Louis, MO, USA June 0-, 009 FrB4. System Reliability Estimation and Confidence Regions from Subsystem and Full System Tests James C. Sall Abstract
More informationA Hybrid Molecular Dynamics/Fluctuating. Hydrodynamics Method for Modelling Liquids at. Multiple Scales in Space and Time
A Hybrid Molecular Dynamics/Fluctuating Hydrodynamics Method for Modelling Liquids at Multile Scales in Sace and Time Ivan Korotkin *1, Sergey Karabasov 1, Dmitry Nerukh 2, Anton Markesteijn 1, Arturs
More informationThe directivity of the forced radiation of sound from panels and openings including the shadow zone
The directivity of the forced radiation of sound from anels and oenings including the shadow zone J. Davy RMIT University, Alied Physics, GPO Box 476V, 3001 Melbourne, Victoria, Australia john.davy@rmit.edu.au
More informationCSE 599d - Quantum Computing When Quantum Computers Fall Apart
CSE 599d - Quantum Comuting When Quantum Comuters Fall Aart Dave Bacon Deartment of Comuter Science & Engineering, University of Washington In this lecture we are going to begin discussing what haens to
More information