Prof. Joseph E. Pasciak Texas A&M University Dept. of Mathematics "Numerical Modeling of Photonic Crystals" Abstract: Photonic crystals are structures constructed of dielectric materials arranged in a periodic array. Such structures have been found to exhibit interesting spectral properties with respect to classical electromagnetic wave propagation, including the appearance of band gaps. In this talk, a mixed method for computing band structures of three-dimensional photonic crystals will be described. The method combines a finite element discretization on a uniform grid with a fast Fourier transform preconditioner and a preconditioned subspace eigenvalue iteration algorithm. Numerical examples illustrating the behavior of the method will also be presented. ------------------------------------------------------------------------ Speaker: Michael C. Fu, University of Maryland at College Park Robert H. Smith School of Business and Institute for Systems Research Title: Pricing of American-Style Options via Monte Carlo Simulation (based on joint work with Jian-Qiang Hu, Scott B. Laprise, Dilip B. Madan, Yi Su, Rongwen Wu) Abstract: We address the application of Monte Carlo simulation to the problem of pricing financial derivatives that allow early exercise opportunities. Up until 1993, it was commonly accepted in the finance community that simulation could not be applied to these American-style options. However, this belief has been all but refuted by a flurry of activity since then that has produced a number of simulation-based algorithms. We will briefly review the literature, and then present our approaches, which are based on converting the stochastic dynamic programming problem into a parametric optimization problem by characterizing the early exercise boundary. Stochastic approximation techniques are then applied to obtain a simulation-based algorithm. The related gradient estimation problem is addressed in this talk, and work in progress will also be described. ------------------------------------------------------------------------ Speaker: Elmira Popova, OR/IE Group, UT Austin Title: MARKOV CHAIN MONTE CARLO METHODOLOGIES APPLIED TO MORTGAGE PREPAYMENT RATES Joint work with Ivilina Popova, Purdue University and Edward George, MSIS, UT Austin Abstract. This research proposes a novel approach for modeling prepayment rates of pools of mortgages. Our goal is to establish a model that gives a good prediction for prepayment rates for individual pools of mortgages and incorporates the empirical evidence that prepayment is past dependent. We construct a model that both describes and forecasts the prepayment rates successfully. There are many factors that influence the prepayment behavior and for many of them there is no available (or impossible to gather) information. We implement this issue by creating a mixture model with a Markov Chain Monte Carlo estimation algorithm. Numerical results using a large data set from the Bloomberg Database will be presented. ------------------------------------------------------------------------ "Neural Networks in Structural Engineering - Some New Results and Prospects of Applications" Prof. Zenon Waszczyszyn Cracow University of Technology, Poland Fundamentals of multilayer, Back-Propagation Neural Networks (BPNNs) are shortly presented. Then BPNN applications in analysis of the following problems are discussed: 1) simulation of Return Mapping Algorithm, and BPNN supported, FE analysis of the plane stress problem, 2) estimation of fundamental vibration periods of real buildings, 3) detection of a damage in a steel beam, 4) identification of loads applied to an elastoplastic beam. A regularization network with RBFs (Radial Basis Functions) is briefly discussed and its application to estimation of concrete fatigue durability is shown. As an alternative to RBF neural networks, an application of ANFIS (Adaptive Neuro-Fuzzy Inference System) is given with respect to a problem of biomechanics, corresponding to estimation of proximal femurs strength. A modified Hopfield network is used to the analysis of elastic and elastoplasic plates with unilateral boundary conditions. We conclude the presentation with a short discussion of prospects of neurocomputing applications in structural engineering. ------------------------------------------------------------------------ Speaker: Patrick Henaff, Koch Industries Title: REAL OPTIONS & THE VALUATION OF NATURAL GAS STORAGE FACILITIES Abstract. The availability of a storage facility grants the operator the option to inject or withdraw gas. With appropriate trading strategies involving gas for immediate delivery and futures contracts, the operator can synthesize options on various spreads. This paper first identifies the options embedded in a storage facility, and then develops a model to price these options. The framework is a two-factor stochastic dynamic programming model. Illustrative numerical results are next provided. In particular, we explore the sensitivity of the economic value to various design parameters of the storage cavern, and show that the model provides insights to evaluate alternative investment plans. ------------------------------------------------------------------------ Special Seminar: Global Curvature, Ideal Knots and Models of DNA Self-Contact by Oscar Gonzalez in RLM 6.116 Experiments on knotted DNA molecules suggest that certain physical properties of DNA knots can be predicted from a corresponding ideal shape. Intuitively, when a given knot in a piece of string is pulled tight, it always achieves roughly the same geometrical configuration, with a minimum length of string within the knot. Such a configuration is called an ideal shape for the knot, and approximations of ideal shapes in this sense have been found via a series of computer experiments. These shapes have intriguing physical features and have been shown to capture average properties of knotted polymers. But when does a shape satisfy the intuitive geometrical definition for ideality? In this talk I show that ideal shapes can be understood using only elementary (but new!) mathematics. In particular, I show that global curvature, a very natural and simple generalization of the classic concept of local curvature, leads to a simple characterization of an ideal shape and to a necessary condition for ideality. Another application of global curvature can be found in characterizing the equilibria of knotted curves or rods, which may exhibit self-contact after sufficient twisting. Here global curvature provides a simple way to formulate the constraint that prevents a rod from passing through itself. ------------------------------------------------------------------------ The Random Projection Method for Hyperbolic Conservation Laws with Stiff Reaction Terms" Dr. Shi Jin School of Mathematics, Georgia Institute of Technology Hyperbolic systems with source terms arise in the modeling of chemically reacting flows. In these problems, the chemical time scale may be orders of magnitude faster than the fluid dynamical time scales, making the problem numerically stiff. The numerical difficulty of this problem is classical -- one always gets the wrong shock speed unless one fully resolves the small chemical scale numerically. We introduce a novel numerical method -- the random projection method- -that is able to capture the correct shock speed without resolving the small scale. The idea is to replace the ignition temperature by a uniformly distributed random variable in a suitable domain. The statistical average of this method corrects the spurious shock speed, as will be proved with a scalar model problem and demonstrated by a wide range of numerical examples in inviscid denotation waves in both one and two space dimensions. This is a joint work with W. Bao. ------------------------------------------------------------------------ Speaker: John Chadam, University of Pittsburgh Title: The Exercise Boundary for an American Put Option: Analytical and Numerical Approximations ABSTRACT: Recently there has been considerable activity centered on obtaining accurate approximations near expiry for the early exercise boundary for American puts (Kuske and Keller; Bunch and Johnson; and Stamicar, Sevcovic and Chadam). In this talk we will summarize these results in a common framework and develop three new approximations which are not only more accurate but are also valid over much longer time intervals. Two are implicit formulas and the last arises as the solution of a naturally occurring ordinary differential equation which is extremely easy to solve numerically. All of the new approximations are derived from the Black and Scholes partial differential equation fromulation of the problem using free boundary methods. (Joint work with Xinfu Chen, University of Pittsburgh and Rob Stamicar, University of British Columbia and FinancialCad) ------------------------------------------------------------------------ Do Y. Kwak (Department of Mathematics, KAIST, Taejon, Korea) will be giving a seminar at 1:00 today (2/14) in SHC 329. Everyone is invited. The title and abstract are listed below. "V-cycle multigrid convergence of cell-centered difference" In this talk, we present a new multigrid algorithm which is suitable for cell-centered finite difference method for elliptic problems. Convergence of most multigrid methods depends on two properties: Elliptic regularity and Energy norm of the prolongation operator. A brief survey of conventional multigrid theory will be followed by an analysis for nonconforming element, then cell-centered finite difference case will be dealt with. We design a new prolongation operator for this case and show the energy norm is less than equal to 1 and conclude the V-cycle convergence (with certain regularity). Numerical experiment shows that multigrid convergence with this modified prolongation operator both for rectangular grid and triangular grid are significantly improved over the natural injection studied earlier. ------------------------------------------------------------------------ Dr. Wing Lok (Justin) Wan Scientific Computing/Computational Mathematics (SCCM) Program, Stanford University Title: Scalable Multilevel Algorithms in Image Restoration Abstract: In image restoration problems, one wants to restore the original image from the given blurred and noisy image obtained from, for instance, experimental data. Restoration approaches based on traditional methods such as FFT, wavelets, typically introduce oscillations (Gibbs phenomenon) near the edges of the restored image, sometimes known as the ringing effect. Moreover, the deblurring process is highly ill-posed, and regularization techniques are needed to obtain meaningful images. In PDE based approaches, images are viewed as two-dimensional functions and edges as discontinuities. The total variation regularization method is able to preserve sharp edges. However, the resulting discretization matrix, composed of a differential and an integral operator, leads to challenging large scale numerical computations. These operators are ill-conditioned with highly nonlinear and varying coefficients. In this talk, we propose a multigrid method based on energy minimization which is able to handle differential operators with highly varying coefficients. This multigrid method is scalable and applicable to any dimensions and very general geometry. We also describe a cosine transform preconditioner for solving the integral operator efficiently. Finally, we combine the two methods to obtain a fast solver for the image problem. ------------------------------------------------------------------------ Speaker: Hui Wang, Columbia University Title: Utility Maximization in Incomplete Markets with Random Endowment Abstract This paper solves a long-standing open problem in mathematical finance: to find a solution to the problem of maximizing utility from terminal wealth of an agent with random endowment process, in the general, semimartingale model for incomplete markets, and to characterize it via the associated dual problem. We show that this, indeed, is possible, if the dual problem and its domain are carefully defined. More precisely, we show that the optimal terminal wealth is equal to the inverse of marginal utility evaluated at the solution to the dual problem, which is in the form of the regular part of an element of $(L^\infty)^*$ (the dual space of $L^\infty$). ------------------------------------------------------------------------ Speaker: Jitka Dupacova, Department of Probability and Mathematical Statistics, Charles University, Prague, Czech Republic Title: Portfolio Optimization via Stochastic Programming: Methods of Output Analysis Abstract The decisions based on solution of portfolio optimization problems are often influenced by errors or misspecifications due to approximation, estimation and incomplete information. Selected methods for analysis of results obtained via stochastic programming are presented and their scope illustrated on generic examples -- the Markowitz model, a multiperiod bond portfolio management problem and a general strategic investment problem. The methods are based on asymptotic and robust statistics and on the moment problem. ------------------------------------------------------------------------ "Distributed Order Differential Equations and Their Solution Techniques" Dr. Ron Bagley Division of Engineering, University of Texas at San Antonio I will present a new class of differential equations that arise in the mathematical description of the mechanical response of polymers and ceramics. These differential equations contain an infinite number of derivatives of finite order, where the order of differentiation varies smoothly over a finite domain. Dr Bagley will also present a general solution technique for these equations. These techniques include the use of a new integral transform domain, the employment of a little known generalized function, similar to the Dirac delta function, and the use of a generalized series representation for the differential equation's solution. ------------------------------------------------------------------------ Chi-Wang Shu Division of Applied Mathematics Brown University "On the Gibbs Phenomenon and Its Resolution" Abstract: We discuss the joint work with David Gottlieb (part of the early work was also joint with Solomonoff and Vandeven) on the Gibbs phenomenon and its resolution. A prototype problem is: Given the first N Fourier coefficients of a analytic but not periodic function (i.e. the function has one discontinuity with known location and unknown jump), can one recover the point values of the function everywhere (in the maximum norm) with exponential accuracy? The answer is yes and we provide both a proof and a constructive procedure which gives good accuracy even for relatively small N. This work has been generalized to the cases of unknown discontinuity locations and several discontinuities, expansions in Legendre, Chebyshev and other Gegenbauer basis, and collocation rather than Galerkin expansions. Numerical results will be shown. ------------------------------------------------------------------------ PS. You may also be interested in the Physics colloquium given on Wednesday April 5th, from 4-5 pm in RLM 4.102, by Nigel Goldenfeld, from U. Illinois-Urbana, on My Manhattan Project: A Physicist's Adventure on Wall Street. http://www.ph.utexas.edu/~walkerdl/cal.html ------------------------------------------------------------------------ Computational Finance Seminar, for Friday Arpil 7th Time: Friday, April 7th, 2000 11-12 am Speaker: Jeffrey D. Oldham, Trinity University Title: Accurate Approximations for Asian Options Abstract An option is the right to buy or sell an item during a specified time period and at a specific price. Individuals and businesses purchase options as insurance against asset price changes. Sellers of options receive a payment in exchange for assuming the risk of possible price movements. Both buyers and sellers of options need to be able to accurately value options to ensure they are not paying too much or are assuming too much risk. Asian options, also called average-price options, protect against changes in the average asset price over a specified period. For example, an airline company regularly buying aviation fuel could purchase an Asian option protecting against large changes in fuel costs. In this talk, we present an asymptotic fully-polynomial approximation scheme for pricing Asian options. We model asset prices using an n-step recombinant binary tree. For an option with strike price X, we give a O(kn^2) time algorithm with one-sided error of nX/k, for any positive integer k. Our technique works for both European Asian and American Asian options and is powerful enough to extend to other path-dependent options with similar properties. This is the first polynomial-time algorithm for Asian options to give guaranteed error bounds. Joint work with Donald Aingworth and Rajeev Motwani. ------------------------------------------------------------------------ Dr. Valery I. Levitas Texas Tech University, Department of Mechanical Engineering, Lubbock, Texas 79409-1021, U.S.A. ph: (806) 742 3777; fax: (806) 742 3540 E-mail: valery.levitas@coe.ttu.edu "General Approach for the Description of Structural Changes in Inelastic Materials with Application to Phase Transitions, Ductile Fracture and Strain-Induced Chemical Reactions" For the description of phase transformations (PT), chemical reaction (CR) and fracture in elastic materials the well-known energetic methods can be applied. For such structural changes (SC) in inelastic materials corresponding methods were lacking. A new unified approach to various SC in inelastic materials has been developed for small and large strains. The theory developed includes a non-local thermodynamic criterion of SC, a scale-dependent kinetic equation for the SC time, principle of minimum of SC time for determination of shape and volume of transformed region and global SC criterion based on stability analysis. The following problems are solved analytically or numerically. 1. PT and CR under compression and shear of materials by Bridgman (diamond) anvils. A number of experimental results are explained (e.g. a significant reduction in PT pressure due to plastic shear, pressure self-multiplication effect and the obtaining of fundamentally new materials which are impossible to produce without additional plastic strains), and some of the interpretations are completely unexpected. 2. Martensite nucleation at the intersection of shear-band is modeled and applied for interpretation of experimental results for TRIP steels. It is shown that the fulfillment of the thermodynamic PT criterion is not sufficient for the occurrence of PT, because solution without PT for elastoplastic material is always possible. To choose the best solution and consequently to describe the competition between plasticity and PT, a global PT criterion based on stability analysis is applied. 3. Initiation of CR in energetic materials inside the shear band. The phenomenon of reaction-induced plasticity (RIP), similar to transformation-induced plasticity (TRIP) at phase transitions is predicted and modeled. The reasons of the effect of plastic strain on thermodynamics and kinetics of CR are found. The solutions illustrate the fundamental difference in SC conditions for the homogeneously distributed pressure and shear stresses in this problem and strongly non-homogeneous pressure distribution in the Bridgman anvils. Consequently each experimental situation should be simulated carefully before any conclusion is made. 4. Void nucleation and crack propagation in elastoplastic material is studied analytically and numerically. Competition between fracture and PT is investigated using global PT and fracture criteria. ------------------------------------------------------------------------ Title: "Smoothed Particle Hydrodynamics and the Numerical Gas Dynamical Simulation of Galaxy Formation in Cosmology" Paul Shapiro, Dept. of Astronomy The formation of structure in the universe --- galaxies, clusters, and large-scale structure --- involves the complex interplay of the physics of compressible, inviscid gas dynamics, microscopic radiative processes, and gravitational N-body dynamics. It is believed that the structure we see today resulted from the gravitational amplification of an initial spectrum of small-amplitude Gaussian random noise density fluctuations over a cosmological time span of more than 10 billion years. The nonlinear outcome of this amplification process resulted in supersonic motions which led to shock waves which dissipated the kinetic energy of gravitational collapse and caused radiation to be released, allowing the ordinary baryon-electron plasma which constitutes only a small fraction of the average matter density of the universe to compress to the point of becoming self-gravitating and able to form stars. This extreme multi-scale problem involves many orders of magnitude of density, temperature, and pressure contrast which must be resolved simultaneously, a severe challenge to numerical methods and existing hardware. We will discuss some recent attempts along these lines. ------------------------------------------------------------------------ Murray Carlson, Finance Department (joint work with Zeigham Khokher and Sheridan Titman) An Equilibrium Analysis of Exhaustible Resource Investments We develop a general equilibrium model of an extractable resource market where both the prices and extraction choices are determined endogenously. With plausible parameters the model generates prices that are roughly consistent with observed oil and gas forward and option prices as well as with the two-factor price processes that were calibrated in Schwartz (1997). However, the subtle differences between the endogenous price process determined within our general equilibrium model and the exogenous processes considered in earlier papers can generate significant differences in both financial and real option values. ------------------------------------------------------------------------ Per-Gunnar Martinsson "Shape From Shading" He will begin by giving a presentation of the "shape from shading"-problem, which is one component of the more general problem of restoring the shape of a 3D object from a 2D image of said object. The mathematical equations at the core of this problem take the form of first order, fully non-linear PDEs. As the most typical example he will discuss the "eikonal equation", (du/dx)^2 + (du/dy)^2 = f, where f = f(x,y) is a given data function and we want to determine u = u(x,y). He will present some new, surprising results for such equations obtained by employing methods of differential geometry. In particular, the stable manifold theorem and the Sternberg normal form were used. ------------------------------------------------------------------------ Dr. Paul Saylor "How the Scattering Amplitude Yields a Comparison between Conjugate Gradient Error Estimates" The conjugate gradient (CG) method minimizes the A-norm of the error. (Matrix A is assumed to be SPD.) This quantity is not available during execution of CG whereas the Euclidean norm of the residual is available. A straightforward estimate yields an upper bound on the A-norm of the error in terms of the residual. A different approach to estimating the A-norm of the error has been taken by Golub et al. Their approach is to observe that the A-norm of the error is a Stieltjes integral and then obtain an upper bound from a Gauss quadrature combined with a Gauss-Radau approximation. The two bounds can be compared side by side through making some further approximations with Gauss quadrature. ------------------------------------------------------------------------ Timothy Walsh The University of Texas at Austin, TICAM "Boundary Element Modeling of the Acoustical Transfer Properties of the Human Head/Ear - Goal Oriented Adaptivity with Multiple Load Vectors" The head-related transfer function (HRTF), used by acousticians and audiologists in understanding the localization process, as well as in the design of hearing aids, virtual acoustic simulators, and in tests for hearing system damage, is normally measured in an anechoic chamber using a rotating frame. This procedure is time consuming and expensive, and does not allow for parametric studies of the effects of various geometrical features on the overall response. Numerical simulations of the HRTF provide the advantage that parametric studies can be performed simply by changing the input parameters to the code. However, the standard adaptive procedure would require the generation of a separate adaptive mesh for each frequency and each right hand side, which simply makes the problem intractable. Here we will present an adaptivity procedure based on goal-oriented adaptivity for the case of multiple right hand sides, all in the context of the hp boundary element method. ------------------------------------------------------------------------ We are privileged to have Dr. Franz Winkler with us tomorrow. He has agreed to give a talk on "What we can and (still) can not do in symbolic computation" ------------------------------------------------------------------------ Roberto Roveda A Combined Discrete Velocity/Particle Based Numerical Approach for Continuum/Rarefied Flows A 27-speed Adaptive Discrete Velocity (ADV) Euler solver has been coupled with the direct simulation Monte Carlo (DSMC) method to create a single, adaptive hybrid solver that models mixed rarefied-continuum flows efficiently. Novel features such as ghost cells, a temperature correction factor, and the free-cell scheme were implemented in DSMC while the ADV method has been upgraded to model gases having internal rotational energy. A second step consisted of devising a property-based coupling for information exchange at the interface. Finally, an adaptive procedure that tracks non-equilibrium regions with disconnected patches of DSMC was implemented to resolve complicated transient flow structures. The two dimensional algorithm was then applied to study a pressure-driven impulsive jet that issues from a slit. Simulations were performed of a freely expanding plume and a plume impinging normally on a flat plate. ------------------------------------------------------------------------ The first TACG of the semester will be next Tuesday. I will be discussing 2 recent (July 20, 2000) Nature articles on packing of DNA: Best packing in proteins and DNA (Stasiak and Maddocks) and Optimal shapes of compact strings (Maritan et al). This should serve both as a continuation of our discussion on ideal knots and catenanes, and as a (gentle) introduction to the work of Dr. Oscar Gonzalez, who's joined the UT Math faculty this fall. ------------------------------------------------------------------------