Dependence of electron density on Fermi energy in n-type gallium antimonide.The majority electron density Electron density is the measure of the probability of an electron being present at a specific location. In molecules, regions of electron density are usually found around the atom, and its bonds. as a function of the Fermi energy The Fermi energy is a concept in quantum mechanics referring to the energy of the highest occupied quantum state in a system of fermions at absolute zero temperature. This article requires a basic knowledge of quantum mechanics. is calculated in zinc blende blende: see sphalerite. , n-type GaSb for donor densities between [10.sup.16] [cm.sup.-3] and [10.sup.19] [cm.sup.-3]. These calculations solve the charge neutrality equation self-consistently for a four-band model (three conduction sub-bands at [GAMMA], L, and X and one equivalent valence band Valence band The highest electronic energy band in a semiconductor or insulator which can be filled with electrons. The electrons in the valence band correspond to the valence electrons of the constituent atoms. at [GAMMA]) of GaSb. Our calculations assume parabolic par·a·bol·ic also par·a·bol·i·cal adj. 1. Of or similar to a parable. 2. Of or having the form of a parabola or paraboloid. densities of states and thus do not treat the density-of-states modifications due to high concentrations of dopants, many body effects, and non-parabolicity of the bands. Even with these assumptions, the results are important for itnerpreting optical measurements such as Raman measurements that are proposed as a non-destructive method for wafer acceptance tests. Key words: band structure; dopants; electron density; Fermi energy; gallium antinomide; Raman measurements. 1. Introduction Most interpretations of optical measurements on compound semiconductors such as GaSb require physical models and associated input parameters that describe how carrier densities vary with dopant dopant Any impurity added to a semiconductor to modify its electrical conductivity. The most common semiconductors, silicon and germanium, form crystalline lattices in which each atom shares electrons with four neighbours (see bonding). concentrations and measured Fermi energies. In this paper, we report on a method that gives closed form analytic expressions for the carrier densities in the conduction sub-bands for GaSb at room temperature. The method is based on an iterative it·er·a·tive adj. 1. Characterized by or involving repetition, recurrence, reiteration, or repetitiousness. 2. Grammar Frequentative. Noun 1. and self-consistent solution of the charge neutrality equation with full Fermi-Dirac statistics Fermi-Dirac statistics, class of statistics that applies to particles called fermions. Fermions have half-integral values of the quantum mechanical property called spin and are "antisocial" in the sense that two fermions cannot exist in the same state. for the carriers at finite temperature and on the use of statistical analyses to give analytic expressions that represent the calculated data sets. The method reported here is related to earlier work on n-type GaAs presented in reference [1]. Reference [1] gives the results predicted by an effective two-band model, one equivalent conduction band Conduction band The electronic energy band of a crystalline solid which is partially occupied by electrons. The electrons in this energy band can increase their energies by going to higher energy levels within the band when an electric field is applied to and one equivalent valence band at [GAMMA], that includes the densities of states modifications due to high concentrations of dopants and due to many-body effects associated with carrier-carrier interactions. The method given below for GaSb is a four-band model. But, because of computational limitations, it does not include the densities of states modifications due to high concentrations of dopants and due to many-body effects. 2. Theory The electron n and hole concentrations h in units of [cm.sup.-3] at thermal equilibrium thermal equilibrium The condition under which two substances in physical contact with each other exchange no heat energy. Two substances in thermal equilibrium are said to be at the same temperature. See also thermodynamics. Noun 1. are given, respectively, by (1) [MATHEMATICAL EXPRESSION A group of characters or symbols representing a quantity or an operation. See arithmetic expression. NOT REPRODUCIBLE IN ASCII ASCII or American Standard Code for Information Interchange, a set of codes used to represent letters, numbers, a few symbols, and control characters. Originally designed for teletype operations, it has found wide application in computers. ] where [[f.sub.0](E)= {1 + exp[(E-[E.sub.F])/[k.sub.B]T]}.sup.-1] is the Fermi-Dirac distribution function, [E.sub.F] is the Fermi energy in eV, [[rho].sub.c](E) and [[rho].sub.v](E) are, respectively, the electron density of states for the conduction band and the hole density of states In statistical and condensed matter physics, Density of states (DOS) is a property that quantifies how closely packed energy levels are in a quantum-mechanical system. It is usually denoted with one of the symbols g, for the valence band, [k.sub.B] is the Boltzmann constant Boltzmann constant Ratio of the universal gas constant (see gas laws) to Avogadro's number. It has a value of 1.380662 × 10−23 joules per kelvin. , and T is the temperature in kelvins. The calculations incorporate the Thomas-Fermi expression for the screening radius, (2) [MATHEMATICAL EXPRESSION NOT REPRODUCIBLE IN ASCII] and the charge neutrality condition (3) [N.sub.I] = n - h, to compute self-consistently the Fermi energy [E.sub.F] and the screening radius [r.sub.s] for given values of the ionized i·on·ize tr. & intr.v. i·on·ized, i·on·iz·ing, i·on·iz·es To convert or be converted totally or partially into ions. i dopant concentration [N.sub.I] and temperature T. The static dielectric constant dielectric constant n. See permittivity. is [epsilon] and the permittivity Permittivity A property of a dielectric medium that determines the forces that electric charges placed in the medium exert on each other. If two charges of q1 and q2 coulombs in free space are separated by a distance r of free space is [[epsilon].sub.0]. The ionized dopant concentration is positive for n-type material (donor ions) and negative for p-type material (acceptor acceptor - Finite State Machine ions). The results reported here are for uncompensated uncompensated ( In this paper, we use the four-band model that has three conduction sub-bands centered at the [GAMMA], L, and X symmetry points in the Brillouin zone Brillouin zone In the propagation of any type of wave motion through a crystal lattice, the frequency is a periodic function of wave vector k . This function may be complicated by being multivalued; that is, it may have more than one branch. and one equivalent valence band centered at the [GAMMA] symmetry point. We do not include the detailed nonparabolicity of the GaSb energy bands at [GAMMA]. Unlike GaAs, the GaSb conduction [GAMMA], L, and X sub-band masses and energy spacings are such that for donor densities of technological interest, the conduction sub-band at L is the one that is most populated pop·u·late tr.v. pop·u·lat·ed, pop·u·lat·ing, pop·u·lates 1. To supply with inhabitants, as by colonization; people. 2. . The non-parabolicity of the conduction [GAMMA] sub-band in GaAs is discussed in Ref. [2]. If we were to use the Kane three level k * p model [2], which does not include the conduction sub-bands at L and X, we would be able to include the non-parabolicity of the conduction [GAMMA] sub-band. However, because the conduction [GAMMA] sub-band band in GaSb is not the dominant band for determining the Fermi energy, its non-parabolicity correction may not have a significant effect on the results given below and may lie within the uncertainties associated with the band masses quoted in the literature for GaSb. The heavy hole mass [m.sub.hh] and light hole mass [m.sub.lh] for the two degenerate sub-bands at the top of the valence band are combined to give an effective mass (4) [m.sub.v[GAMMA]] = ([m.sub.hh.sup.3/2] + [m.sub.lh.sup.3/2]).sup.2/3], for the valence Valence, city, France Valence (väläNs`), city (1990 pop. 65,026), capital of Drôme dept., SE France, in Dauphiné, on the Rhône River. topmost sub-band. The values of these parameters are given in Table 1. The zero of energy is at the bottom of the conduction [GAMMA] sub-band. The bottoms of the conduction L and X sub-bands are, respectively, at [E.sub.cL] and [E.sub.cX]. The top of the degenerate valence [GAMMA] sub-band is at [-E.sub.G], where [E.sub.G] is the bandgap of GaSb. The split-off valence sub-band at [GAMMA] due to spin-orbit coupling and the non-parabolicity factor of the conduction [GAMMA] sub-band are neglected. The probabilities for typical carriers in equilibrium to occupy appreciably these states are low. This means that the Fermi energies should be sufficiently above the valence sub-band maximum at [GAMMA]. Placing exact limits on the Fermi energies for which the four-band model is valid would be tenuous, because knowledge of how the various sub-bands move relative to one another due to the dopant concentrations considered here and due to many body effects is not adequate. The general expression [3] for the temperature dependence of conduction sub-band minima relative to the top of the valence band at [GAMMA] is (5) [E.sub.i] = [E.sub.i0] - [[A.sub.i][T.sup.2]/(T + [B.sub.i])] in units of eV, where i = [GAMMA], L, or X. The values for the coefficients [E.sub.i0], [A.sub.i], and [B.sub.i] are listed in Table 2. The general expression for the parabolic densities of states for electrons and holes per band extrema Extrema may reference: In Mathematics
(6) [MATHEMATICAL EXPRESSION NOT REPRODUCIBLE IN ASCII] where [N.sub.e] is the number of equivalent ellipsoids in the first Brillouin zone, the volume of the unit cell is V= [a.sub.L.sup.3], [a.sub.L] is the lattice constant The lattice constant refers to the constant distance between unit cells in a crystal lattice. Lattices in three dimensions generally have three lattice constants, referred to as a, b, and c. , m* is one of the effective masses listed in Table 1 for the appropriate band extrema, and [m.sub.0] is the free electron Noun 1. free electron - electron that is not attached to an atom or ion or molecule but is free to move under the influence of an electric field electron, negatron - an elementary particle with negative charge mass. Because eight permutations of the wave vector A wave vector is a vector that specifies the wavenumber and direction of propagation for a wave. The magnitude of the wave vector indicates the wavenumber. The orientation of the wave vector indicates the direction of wave propagation. For example consider a plane wave. in the (111) direction exist, there are eight L sub-band ellipsoids with centers located near the boundary of the first Brillouin zone. Also, because six permutations of the wave vector in the (100) direction exist, there are six X sub-band ellipsoids with centers located near the boundary of the first Brillouin zone. Since about half of each ellipsoid is in the neighboring zone, the number of equivalent sub-bands [N.sub.cL] for the L sub-band is four and the number of equivalent sub-bands [N.sub.cX] for the X sub-band is three. In terms of a four-band model for room temperature n-type GaSb, the total density of states [[rho].sub.c](E) for the majority carrier electrons in n-type GaSb then becomes (7) [[rho].sub.c](E) = [[rho].sub.c[GAMMA]](E) + [[rho].sub.cL](E) + [[rho].sub.cX](E), where [[rho].sub.c[GAMMA]](E), [[rho].sub.cL](E), and [[rho].sub.cX] are the sub-band densities of states for the conduction [GAMMA], L, and X sub-bands with effective masses of [m.sub.c[GAMMA]], [m.sub.cL], and [m.sub.cX], respectively. The density of states for the minority carrier holes is (8) [[rho].sub.v](E) = [[rho].sub.v[GAMMA]](E) with an effective mass of [m.sub.v[GAMMA]]. 3. Results Tables 1 and 2 contain the input parameters for the calculations of the Fermi energy as a function of the dopant donor density. We solve self-consistently, by means of an iterative procedure, Eq. (3) with Eqs. (6), (7) and (8). The independent variable is the temperature T. The Fermi energy is varied for a given temperature until Eq. (3) is satisfied. Figure 1 presents the calculated data graphically for 28 values of donor densities between [10.sup.16] [cm.sup.-3] and [10.sup.19] [cm.sup.-3]. Figure 2 gives the electron densities in the conduction sub-bands at [GAMMA] and L and the total electron density as functions of the Fermi energy. Figure 2 does not show the electron density in the conduction sub-band at X, because it is less than [10.sup.-3] times the total electron density. Because [m.sub.c[GAMMA]] << [m.sub.cL] and [E.sub.cL] is much closer to [E.sub.c[GAMMA]] than it is to [E.sub.cX], the electron density in the conduction L sub-band exceeds the electron density in the conduction [GAMMA] sub-band at room temperature. The solid curve in Fig. 2 is the same curve as given in Fig. 1. Figure 2 shows that the majority of electrons is in the conduction L sub-band and that the density of electrons in the L sub-band approaches the total density of electrons as the donor density approaches [10.sup.19] [cm.sup.-3]. Hence, even though GaSb is intrinsically a direct semiconductor, the results from Fig. 2 suggest that electrons for n-type GaSb in the vicinity of the Fermi surface will behave as though they have many characteristics of electrons in an indirect semiconductor. [FIGURE 1-2 OMITTED] For illustrative purposes, we give here only the results for fitting the logarithm logarithm (lŏg`ərĭthəm) [Gr.,=relation number], number associated with a positive number, being the power to which a third number, called the base, must be raised in order to obtain the given positive number. to the base 10 of the total electron density n in units of [cm.sup.-3] to a polynomial polynomial, mathematical expression which is a finite sum, each term being a constant times a product of one or more variables raised to powers. With only one variable the general form of a polynomial is a0xn+a in [E.sub.F], namely, (9) [log.sub.10] (n [cm.sup.-3]) = [a.sub.0] + [a.sub.1][E.sub.F] + [a.sub.2][E.sup.2.sub.F] + ... + [a.sub.1][E.sup.1.sub.F].... The analytic fits for the electron densities in the [GAMMA], L, and X sub-bands are available by sending an email to herbert.bennett@nist.gov. During the fitting analyses, we rely substantially on graphics and keep the number of fitting parameters to a minimum, subject to the constraint that the residual standard deviation In statistics, the average amount a number varies from the average number in a series of numbers. (statistics) standard deviation - (SD) A measure of the range of values in a set of numbers. [S.sub.res] is acceptably small, i.e., [S.sub.res] [less than or equal to] 0.01. The standard deviation is a measure of the "average" error in a fitted model and thereby is a metric for assessing the quality of the fit. A smaller [S.sub.res] indicates a better fit. The residual standard deviation for a model [Y.sup.f] = f(Z) is (10) [MATHEMATICAL EXPRESSION NOT REPRODUCIBLE IN ASCII] where [Y.sub.j] are the calculated data values, the [[bar]y.sup.f.sub.j] are the predicted values from the fitted model, N is the total number of data points (here N = 28), and P is the total number of parameters to be fitted in the model. We use the NIST-developed DATAPLOT [4] software for both the exploratory graphics and for the statistical analyses. Table 3 gives the four fitting parameters for the cubic l = 3 polynomial fit to the [log.sub.10](n) as shown in Eq. (9) and the associated residual standard deviation [S.sub.res] = 0.0066. In general, the values of [S.sub.res] decrease monotonically with increasing number l of terms in the polynomial given in Eq. (9). But, care must be taken to avoid fitting noise in data sets. The general guideline for many data sets is that when the absolute value of the ratio R of the estimated parameter value divided by its estimated standard deviation is less than about 2, then the rate of decrease in [S.sub.res] with increasing l tends to decrease. For the data given in Fig. 1, when l = 2 or P = 3, [S.sub.res] = 0.0644; when l = 3 or P = 4, [S.sub.res] = 0.0066; and when l = 4 or P = 5, [S.sub.res] = 0.0063. Because the change in values of [S.sub.res] between l = 3 and l = 4 is not significant, we use the fitting parameters for the cubic 1 = 3 case in this paper. Also, the ratio R for the parameter a4 when l = 4 is -1.917, and such a value for R means that proceeding with higher I values probably is not warranted. A figure that compares the calculated total electron density as a function of the Fermi energy with the fitting results from Eq. (9) for a cubic polynomial is not given because the two curves lie on top of one another within the line widths of each curve. Fits to the calculated electron densities for each of the conduction sub-bands are available from the author upon request. Also, since the screening radii ra·di·i n. A plural of radius. radii Noun a plural of radius for the carriers from Eq. (2) are not needed when interpreting the proposed measurements considered here, the corresponding screening radii are not presented in this paper. 4. Conclusions The results from Sec. 3 are consistent with the findings of experimental work reported in the literature such as Refs. [5] and [6]. Interpreting experiments for GaSb requires at least a three-band model and under some conditions may require a four-band model. And finally, even though GaSb is intrinsically a direct semiconductor, our results show that electrons for n-type GaSb in the vicinity of the Fermi surface will have some characteristics that are similar to those for electrons in an indirect semiconductor. Table 1. Input parameters for intrinsic zinc blende GaSb at 300 K. The energies of the extrema of the conduction and valence sub-bands are referenced to the bottom of the conduction sub-band at the [GAMMA] symmetry point in the Brillouin zone of the reciprocal lattice space. The mass of the free electron is [m.sub.0]. These data are from Ref. [3] Parameter Symbol Lattice constant [a.sub.L] Dielectric constant in vacuum [epsilon] Static dielectric constant [[epsilon].sub.0] Bandgap [E.sub.G] = |[E.sub.v][GAMMA]| Bottom of the conduction [E.sub.cL] L sub-band Bottom of the conduction [E.sub.vX] X sub-band Top of the degenerate [-E.sub.v[GAMMA]] valence [GAMMA] sub-band Spin-orbit splitting [E.sub.so] Top of the split-off [-E.sub.so[GAMMA]] = [-E.sub.[GAMMA]] (spin-orbit splitting) [-E.sub.so] valence [GAMMA] sub-band Effective mass of conduction [m.sub.c[GAMMA]] [GAMMA] sub-band Transverse L sub-band mass [m.sub.tL] Longitudinal L sub-band mass [m.sub.lL] Effective mass of conduction [m.sub.cL] = [([[m.sub.lL] L sub-band [m.sub.tL].sup.2]).sup.1/3] Transverse X sub-band mass [m.sub.tX] Longitudinal X sub-band mass [m.sub.lX] Effective mass of conduction [m.sub.cX] = [([[m.sub.lX] X sub-band [m.sub.tX].sup.2]).sup.1/3] Light hole mass of degenerate [m.sub.lh] valence [GAMMA] sub-band Heavy hole mass of degenerate [m.sub.hh] valence [GAMMA] sub-band Effective mass of degenerate [m.sub.v[GAMMA]] valence [GAMMA] sub-band Splitoff band mass of the [m.sub.so] valence sub-band at [GAMMA] Number of equivalent [N.sub.cL] conduction L sub-bands Number of equivalent [N.sub.cX] conduction X sub-bands Parameter Value Units Lattice constant 6.09593 x [10.sup.-8] cm Dielectric constant in vacuum 8.854 x [10.sup.-12] F/m Static dielectric constant 15.7 Bandgap 0.726 eV Bottom of the conduction 0.084 eV L sub-band Bottom of the conduction 0.31 eV X sub-band Top of the degenerate -0.726 eV valence [GAMMA] sub-band Spin-orbit splitting 0.80 eV Top of the split-off -1.526 eV (spin-orbit splitting) valence [GAMMA] sub-band Effective mass of conduction 0.041 [m.sub.0] [GAMMA] sub-band Transverse L sub-band mass 0.11 [m.sub.0] Longitudinal L sub-band mass 0.95 [m.sub.0] Effective mass of conduction 0.226 [m.sub.0] L sub-band Transverse X sub-band mass 0.22 [m.sub.0] Longitudinal X sub-band mass 1.51 [m.sub.0] Effective mass of conduction 0.418 [m.sub.0] X sub-band Light hole mass of degenerate 0.05 [m.sub.0] valence [GAMMA] sub-band Heavy hole mass of degenerate 0.4 [m.sub.0] valence [GAMMA] sub-band Effective mass of degenerate 0.41 [m.sub.0] valence [GAMMA] sub-band Splitoff band mass of the 0.14 [m.sub.0] valence sub-band at [GAMMA] Number of equivalent 4 conduction L sub-bands Number of equivalent 3 conduction X sub-bands Table 2. Coefficients for the temperature dependence of the conduction band extrema that are used in Eq. (5). These data are from Ref. [3] Parameter Symbol Value Units [GAMMA] sub-band [E.sub.[GAMMA]0] 0.813 eV [GAMMA] sub-band [A.sub.[GAMMA]] 3.78 x [10.sup.-4] eV/K [GAMMA] sub-band [B.sub.[GAMMA]] 94. K L sub-band [E.sub.L0] 0.902 eV L sub-band [A.sub.L] 3.97 x [10.sup.-4] eV/K L sub-band [B.sub.L] 94. K X sub-band [E.sub.X0] 1.142 eV X sub-band [A.sub.X] 4.75 x [10.sup.-4] eV/K X sub-band [B.sub.X] 94. K Table 3. The four fitting parameters for a cubic polynomial fit of the theoretical calculations for the total electron density in n-type, zinc blende GaSb at 300 K as a function of the Fermi energy relative to the bottom of the conduction [GAMMA] sub-band. The ratio is the estimated value divided by the estimated standard deviation. The residual standard deviation is [S.sub.res] = 0.0066 Fitting Estimated Estimated standard Units parameter value deviation [a.sub.0] 17.7504 0.1774 x [10.sup.-3] [a.sup.1] 15.6775 0.5416 x [10.sup.-2] [eV.sup.-1] [a.sup.2] -11.4745 0.4723 x [10.sup.-1] [eV.sup.-2] [a.sup.3] -41.3848 0.8535 [eV.sup.-3] Fitting Ratio parameter [a.sub.0] 1.001 x [10.sup.5] [a.sup.1] 2.895 x [10.sup.3] [a.sup.2] -2.43 x [10.sup.2] [a.sup.3] -4.849 x [10.sup.1] Acknowledgments The authors thank Jeremiah Lowney, formerly of NIST, for many helpful discussions and assistance during the course of this work. We acknowledge many discussions with James Maslar and Wilbur Hurst concerning physical models for interpreting Raman measurements. We thank Alan Heckert and James Filliben for help with the statistical analyses of data sets and for guidance in using DATAPLOT. We benefited substantially from having access to the NIST Centralized Computing The introduction to this article provides insufficient context for those unfamiliar with the subject matter. Please help [ improve the introduction] to meet Wikipedia's layout standards. You can discuss the issue on the talk page. Facility and from the support given by many NIST Information Technology Laboratory (ITL ITL The ISO 4217 currency code for the Italian Lira. ) members such as Mary-Lou Blessing, William George William George may be:
Billy Mitchell, Mitchell , and James Sims James Sims (born February 14, 1983 in Phoenix, Arizona) is an American football running back for the New York Giants of the National Football League. He played college football at the University of Washington. . 5. References [1] H. S. Bennett, J. Appl. Phys. 83, 3102 (1998). [2] J. S. Blakemore, J. Appl. Phys. 53, R123 (1982). [3] A. Ya. Vul, in Handbook Series on Semiconductor Parameters, Volume I, M. Levinshtein, S. Rumyantsev, and M. Shur, eds., World Scientific Publishing Established in 1981, World Scientific Publishing Company (WSPC) is one of the leading scientific publishers in the world, and the largest international scientific publisher in the Asia-Pacific region. , Singapore (1996) pp. 125-146. [4] J. J. Filleben and A. N. Heckert, the DATAPLOT software for graphics and detailed statistical analyses runs on both UNIX UNIX Operating system for digital computers, developed by Ken Thompson of Bell Laboratories in 1969. It was initially designed for a single user (the name was a pun on the earlier operating system Multics). and WINTEL (WINdows InTEL) Refers to the world's largest computer environment, which is Windows running on an Intel CPU. See Lintel and Mactel. (jargon, architecture) wintel platforms. It has both command-line versions and graphical user interface graphical user interface (GUI) Computer display format that allows the user to select commands, call up files, start programs, and do other routine tasks by using a mouse to point to pictorial symbols (icons) or lists of menu choices on the screen as opposed to having to (GUI (Graphical User Interface) A graphics-based user interface that incorporates movable windows, icons and a mouse. The ability to resize application windows and change style and size of fonts are the significant advantages of a GUI vs. a character-based interface. ) versions. It is available by downloading from http://www.itl.nist.gov/div898/software/dataplot/. In addition, the NIST-SEMATECH Engineering Statistics Handbook at http://www.itl.nist.gov/div898/handbook/is based in part on DATAPLOT. This latter WWW WWW or W3: see World Wide Web. (World Wide Web) The common host name for a Web server. The "www-dot" prefix on Web addresses is widely used to provide a recognizable way of identifying a Web site. site has tutorials that explain in some detail the statistical analysis methods used in this paper. [5] A. Baraldi, F. Colonna, C. Ghezzi, R. Magnanini, A. Parisini, L Tarricone, A. Bosacchi, and S. Franchi, Semicond. Sci. Technol. 11, 1656 (1996). [6] V. W. L. Chin, Solid-State Electronics 38, 59 (1995). Herbert S. Bennett and Howard Hung National Institute of Standards and Technology National Institute of Standards and Technology, governmental agency within the U.S. Dept. of Commerce with the mission of "working with industry to develop and apply technology, measurements, and standards" in the national interest. , Gaithersburg, MD 20899-8120 USA herbert.bennett@nist.gov howard.hung@nist.gov About the authors: Herbert S. Bennett is a NIST Fellow in the Semiconductor Electronics Division of the NIST Electronics and Electrical Engineering electrical engineering: see engineering. electrical engineering Branch of engineering concerned with the practical applications of electricity in all its forms, including those of electronics. Laboratory. His interests include industrial consensus building for technology roadmaps on semiconductors and on optoelectronics packaging, device physics for improved understanding of electronic, optoelectronic, and magnetic materials Magnetic materials Materials exhibiting ferromagnetism. The magnetic properties of all materials make them respond in some way to a magnetic field, but most materials are diamagnetic or paramagnetic and show almost no response. , and assessing the quality of digital video images. Howard Hung is a computational scientist The term computational scientist is used to describe someone skilled in scientific computing. This person is usually a scientist, an engineer or an applied mathematician who applies high performance computers in different ways to advance the state-of-the-art in their respective in the Scientific Applications and Visualization Group, Mathematical and Computational Sciences Division, of the NIST Information Technology Laboratory. The National Institute of Standards and Technology is an agency of the Technology Administration, U.S. Department of Commerce. |
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