AMS 691 Special Topics in Applied Mathematics
description
Transcript of AMS 691 Special Topics in Applied Mathematics
![Page 1: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/1.jpg)
AMS 691Special Topics in Applied
Mathematics
James Glimm
Department of Applied Mathematics and Statistics,
Stony Brook University
Brookhaven National Laboratory
![Page 2: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/2.jpg)
0-3 credits
• For 2-3 credits, a term paper is required.– Pick any ongoing area of CAM research, determine
what the research directions are, and describe current activities.
– Or pick any result unproven in this course, referred to some reference
• The course will survey ongoing CAM research– Guest lectures from other CAM faculty
• Introduction/survey of all CAM research areas– Some emphasis on turbulent combustion– Requires significant background material, which will
be surveyed and developed as we progress• Some details will be omitted, some will be summarized
![Page 3: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/3.jpg)
CAM Research• Central themes
– Flows with complex geometry• Mulitphase flows; interface between phases
– Very complex if flow is turbulent– Professors Xaioliln Li, Xiangmin Jiao
– Flows with complex physics• Magnetohydrodunamics (MHD)
– Professor Roman Samulyak• ;Chemistry, combustion, chemical reactions
– James Glimm• Turbulent transport
– James Glimm• ,Phase transitions, material strength and fracture
– Professor Roman Samulyak• Coupling multiple physical models
– Climate studies Xiangmin Jiao, James Glimm, Roman Samulyak• Porous media
– Brent Lindquist– Quantum level modeling; atoms and electrons
• Density functional theory– James Glimm
– Molecular dynamics, biological modeling• Yuefan Deng
– Uncertainty quantification and QMU• Analysis of errors; assurance of accuracy
– Verification: is a numerical solution a valid approximation to the mathematical equations– Validation: are the mathematical equations a valid approximation to the physical problem– Uncertainty Quantification: estimate of errors from any and all sources– Quantifice Margins of Uncertainty: numerically designed engineering safety margins for a numerically determined design– James Glimm
– Computer Science Issues• Xianjmin Jiao, Yuefan Deng, James Glimm
– Computational issues in Finance• James Glimm, Xaiolin Li, Andrew Mullhaupt
– Many applications
![Page 4: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/4.jpg)
• Central Themes– Mathematical theory, physics modeling and high
performance computing– Computer science tools to enable effective computing– Problem specific subject matter– Required knowledge goes well beyond what is
possible to learn (over the course of your graduate studies), so as a student, you will learn the parts of these subjects that you need, for each specific problem/application. • Knowledge will be shared among graduate students, to
accelerate the learning process
![Page 5: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/5.jpg)
CAM Research:Application Areas
• Design of laser fusion; magnetically confined fusion (RS)• Design of new high energy accelerators (RS)• Turbulence, turbulent mixing, turbulent combustion (JG)• Modeling of Scramjet with uncertainty quantification, quantified
margins of uncertainty, verification and validation (JG)• Solar cell design (JG)• Modeling of windmills, parachutes (XL,XJ)• Brittle fracture (RS)• Chemical processing and nuclear power rod fuel separation (JG,XJ)• Flow in porous media; pollution control (XL,BL)• Short term weather forecasting for estimation/optimization of
solar/wind energy (JG)• Porous Media (BL)• Coupling atmosphere and oceans in climate studies (XJ)• Atmospheric modeling (RS,JG)• Compressible/incompressible flows with complex geometry and
physics (XJ)
![Page 6: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/6.jpg)
First Unit: Equations of Fluid Dynamics
• In some sense, this lecture is an overview of your main courses for the next two years
• References: author = "A. Chorin and J. Marsden", title = "A Mathematical Introduction to Fluid Mechnics", publisher = "Springer Verlag", address = "New York--Heidelberg--Berlin", year = "2000",
author = "L. D. Landau and E. M. Lifshitz", title = "Fluid Mechanics", publisher = "Reed Educational and Professional Publishing Ltd", address = "London, England", year = "1987"
![Page 7: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/7.jpg)
Nonlinear Hyperbolic Conservation Laws
1 1( )
... ; ( ) ...
( )
( ) 0n n
t
U F U
U F U
U F U
U F U
![Page 8: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/8.jpg)
Total Quantity U is conserved
( , ) ( ( , )) 0D D
t
R R
U x t dx F U x t dx
(assuming that U vanishes at infinity). Each component of U is conserved. Fundamental laws of classical physics are often of this form.For fluids, mass, momentum and energy arethe conserved quantities.
![Page 9: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/9.jpg)
Simple case: Burgers’ Equationn = 1, D = 1
2
( , )
( )0
1( )
20
t
t x
u u x t
f uu
x
f u u
u uu
![Page 10: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/10.jpg)
Simpler case: f(u) = aulinear equation (a = const)
0
0
0
0
( , ) ( )
( ) ( , 0)
is given data
t xu a u
u x t u x at
u x u x t
u
![Page 11: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/11.jpg)
Linear transport equation
• Ut + aUx = 0• Solution is constant on lines x = x0 + at.• These lines are called characteristic
curves.• Each characteristic line meets initial line, t
= 0 at a unique point .• Thus solution is defined for all space time:
U(x,t) = U(x-at,0)• Initial discontinuities in U are preserved in
time, moving with velocity a.
![Page 12: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/12.jpg)
Moving discontinuity for linear transport equation
Space time plot ofcharacteristic curves
Moving discontinuity,plotted u vs. x, moving intime
![Page 13: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/13.jpg)
Simple Equation: Burgers’ Equation
• Ut +(1/2) (U2)x = 0• Ut + U Ux = 0• U is a speed, the speed of propagation of information. • Characteristic curves: x = Ut +x0• U = constant on characteristic curve, thus determined by value at t =
0. Characteristic curves are straight lines in 1D space, and time. Thus solution can be written in closed form by a formula. – U(x,t) = U0(x-U0t)– U0(x) = initial data
• Increasing regions of U: characteristic curves spread out, solution becomes smoother.
• Decreasing regions of U: characteristic curves converge, solution develops steep gradients, discontinuity, and solution becomes multivalued.
![Page 14: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/14.jpg)
Moving rarefaction wave for Burgers equation
Space time plot ofcharacteristic curves
![Page 15: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/15.jpg)
Burgers equation and shock waves
• [q] = jump in q at discontinuity• s = speed of moving discontinuity• Burgers equation interpreted as a
distribution (weak form of equation) at a discontinuity– s[u] = [(1/2) u2]– Solve for s and get formula for solution, with
moving discontinuity (shock wave)– Extends solution after formation of
discontinuity
![Page 16: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/16.jpg)
2
2 2
[ ] jump in quantity across discontinuity
1[ ] = [ ] 0 at moving discontinuity
21
[ ( )] ( ) [ ]2 2 2
2
a a a
s u u
u u u uu u u u u
u us
![Page 17: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/17.jpg)
Weak Solution
2
2
2
2 2
1 all smooth
2
1=
2Choose = ( ) "pillbox"
1= '
2
1 1' ; ' [ ]; ' [ ]
2 2[ ]
t x
t x
u u dxdt
u u dxdt
x st
su u dxdt
u u u u
s u
![Page 18: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/18.jpg)
Compression wave breaking into a shock wave for Burgers equation
Space time plot ofcharacteristic curves.curves meet at the line of discontinuity (a shockwave)
![Page 19: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/19.jpg)
Compressible Fluid Dynamics Euler Equation (1D)
1 1
3 3
2
( )
... ; ( ) ...
( )
( ) 0
mass density; momentum density, = pressure;
1 + = total energy density; = internal energy
2
t
U F U
U m F U
U E F U
U F U
m P
E mv e e
v
F vv P
Ev vP
![Page 20: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/20.jpg)
Equation of State (EOS)• System does not close. P = pressure is an extra unknown; e =
internal energy is defined in terms of E = total energy.• The equation of state takes any 2 thermodymanic variables and
writes all others as a function of these 2.• Rho, P, e, s = entropy, Gibbs free energy, Helmholtz free energy are
thermodynamic variables. For example we write P = P(rho,e) to define the equation of state.
• A simple EOS is the gamma-law EOS.
• Reference:• author = "R. Courant and K. Friedrichs",• title = "Supersonic Flow and Shock Waves",• publisher = "Springer-Verlag",• address = "New York",• year = "1967
![Page 21: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/21.jpg)
Entropy
• Entropy = s(rho,e) is a thermodynamic variable. A fundamental principle of physics is the decrease of entropy with time.– Mathematicians and physicists use opposite
signs here. Confusing!
![Page 22: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/22.jpg)
Analysis of Compressible Euler Equations
(2 ) (2 ) matrix
acoustic matrix
Governs small amplitude (linear) disturbances
Eigenvalues and eigenvectors of
known by exact formulae (for simple
equations of state), and these are used in s
FA D D
UA
A
ome
modern numerical schemes
![Page 23: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/23.jpg)
Compressible Fluid Dynamics Euler Equation
• Three kinds of waves (1D)• Nonlinear acoustic (sound) type waves: Left or
right moving– Compressive (shocks); Expansive (rarefactions)– As in Burgers equation
• Linear contact waves (temperature, and, for fluid concentrations, for multi-species problems)– As in linear transport equation
![Page 24: AMS 691 Special Topics in Applied Mathematics](https://reader035.fdocuments.in/reader035/viewer/2022062517/56813d34550346895da6f7f4/html5/thumbnails/24.jpg)
Nonlinear Analysis of the Euler Equations
• Simplest problem is the Riemann problem in 1D• Assume piecewise constant initial state, constant for x <
0 and x > 0 with a jump discontinuity at x = 0.• The solution will have exactly three kinds of waves
(some may have zero strength): left and right moving “nonlinear acoustic” or “pressure” waves and a contact discontinuity (across which the temperature can be discontinuous)
• Exercise: prove this statement for small amplitude waves (linear waves), starting from the eigenvectors and eigenvalues for the acoustic matrix A
• Reference: Chorin Marsden