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Prospects for Finite-DifferenceTime-Domain (FDTD)
Computational Electrodynamics
Allen Taflove
Department of Electrical and Computer EngineeringNorthwestern University, Evanston, IL 60208
Presented at:
IEEE Antennas and Propagation / Microwave Theory and Techniques SocietiesChicago SectionOctober 24, 2002
The Classic FDTD Algorithm
• 2nd-order accurate central space differences
• 2nd-order accurate leapfrog time-stepping
• Absorbing boundary condition at edge ofthe space lattice
Kane Yee, IEEE Trans. Antennas and Propagation,May 1966.
FDTD Literature Database* www.fdtd.org
As of Oct. 22, 2002, the total number of entries in thisNSF/ONR - sponsored database was 4793.
Breakdown:
— Books: 9— Ph.D. dissertations: 162— Masters theses: 68— Journal articles: 2549— Conference proceedings: 1951— Technical reports: 15— Miscellaneous publications: 39
*Maintained by John Schneider, Washington State University
At Least 17 Commercial FDTD Codes areFound on the Web
APLAC http://www.aplac.hut.fi/aplac/general.htmlApollo Photonics http://www.apollophoton.com/Applied Simulation Technology http://www.apsimtech.com/CFD Research http://www.cfdrc.com/datab/software/maxwell/maxwell.htmlCray http://lc.cray.com/Empire http://www.empire.de/EMS Plus http://www.ems-plus.com/ezfdtd.htmlETH http://www.iis.ee.ethz.ch/research/bioemc/em_simulation_platform.en.htmlOptima Research http://www.optima-research.com/Software/Waveguide/fullwave.htmOptiwave http://www.optiwave.com/Quick Wave http://www.ire.pw.edu.pl/ztm/pmpwtm/qw3d/Remcom http://www.remcominc.com/html/index.htmlRSoft http://www.rsoftinc.com/fullwave_info.htmSchmid http://www.semcad.com/solver_performance.htmlVector Fields http://www.vectorfields.com/concerto.htmVirtual Science http://www.virtual-science.co.uk/celia/Celia_code/celia_home.htmZeland Software http://www.zeland.com/fidelity.html
Why FDTD is Popular
• It is conceptually simple and systematic.
• It is accurate and robust.
• It uses no linear algebra.
• It treats impulsive behavior naturally.
• It treats nonlinear behavior naturally.
• It readily allows multi-physics simulations.
• Personal computer capabilities have caught up withthe requirements of FDTD for a wide range of important engineering and physics modeling problems.
Goals of This Presentation
• Review key FDTD applications and validations in engineering and physics
• Discuss emerging modeling areas
• Forecast the state of computational electrodynamics modeling by FDTD andits offspring in the time frame of 2015
Review of Key FDTD Applications andValidations
Topic 1: Electromagnetic WaveScattering and Radar Cross Section
Surface Currents on a λ/3 Metal Cube
Taflove and Umashankar,IEEE Trans. ElectromagneticCompatibility, 1983.
Bistatic RCS of Two 1-λ Diameter PEC Spheres
FDTD
• • • Generalized multipole techniqueJurgens and Taflove, IEEE Trans. Antennas
and Propagation, 1993.
Monostatic RCS of VFY-218 Jet Fighter at 500 MHz
Monostatic angle (degrees)
Taflove, ComputationalElectrodynamics: The Finite-Difference Time-DomainMethod, 1995.R
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ectio
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Review of Key FDTD Applications andValidations
Topic 2: Electromagnetic WavePenetration and Coupling
Penetration into a Circular Cylinder Below Cutoff
A. Taflove, IEEE Trans. ElectromagneticCompatibility, 1980.
300 MHz plane wave axiallyincident upon a hollowmetal right circular cylinderhaving a waveguide cutofffrequency of 900 MHz
FDTD
Freq. domainintegral equation
Coupling to Wires Within the LLNL PLUTO
Umashankar, Taflove, et al., IEEE Trans. Antennas and Propagation, 1987.
Microwave Penetration into a Missile Radome
Maloney and Smith in Taflove and Hagness, Computational Electrodynamics: TheFinite-Difference Time-Domain Method, 2nd ed., 2000.
Cylindrical Monopole Antenna Above aFinite Ground Plane
Reflected voltage pulsein the coaxial feedline
Maloney et al., IEEE Trans. Antennas and Propagation, 1994.
Radiation Patterns and Gain of Horn Antenna
Maloney and Smith in Taflove andHagness, ComputationalElectrodynamics: The Finite-Difference Time-Domain Method,2nd. ed., 2000.
Boresight gain
Radiation patterns
E-Plane Co-Polarized Radiation Patterns of8-Element Vivaldi Quad Array
6 GHz, 0o beam steer 12 GHz, 45o beam steer
Thiele and Taflove, IEEE Trans. Antennas and Propagation, 1994.
Microwave Irradiation of the Human Eye
Taflove and Brodwin, IEEE Trans. Microwave Theory and Techniques, Nov. 1975.
Calculated SAR in Human Eye Model at 1.5 GHz
Horizontal symmetry plane
Vertical symmetry plane
Taflove and Brodwin, IEEE Trans. MicrowaveTheory and Techniques, Nov. 1975.
Experimental Validation for aBrain-Equivalent Phantom
Yu et al., IEEE Trans. Electromagnetic Compatibility, 1999.
Half-wavelength dipoleradiating 0.5W at 1900MHz located at d=5, 15,or 25 mm from the brainphantom.
Cellphone Interaction With The Human Head
Maps of the E-field and SAR within the cut plane.Relative intensities are shown in dB.
Source: Remcom Inc. website: http://www.remcominc. com/html/index.html
Cut plane throughthe cellphone
Ultrawideband Plane-Wave Pulse Illuminating aHighly Detailed, Frequency-Dispersive Model of
the Human Head
Source:
Remcom Inc. website:http://www.remcominc.com/html/index.html
dB scale
Coupling and Crosstalk of a High-SpeedLogic Pulse Within a Conventional Dual In-Line
Integrated Circuit Package
Source: Melinda Piket-May, University of Colorado-Boulder
Embedding of Nonlinear andActive Circuits Within the Space Grid:
Interface with SPICE
IN (t) CN
Idev (t)
Vdev (t)
+
–Idis (t)
Embedded circuit device∆
Norton Equivalent Circuit “Looking Into” the FDTD Grid
Thomas et al., IEEE Microwave and Guided Wave Lett., 1994.
MESFET Transistor Example
Mounting in amicrostrip circuit
Large-signal model of theMESFET integrated withthe Thevenin equivalentcircuits for the FDTD gridat its gate and drainterminals
Kuo et al., IEEE Trans. Microwave Theory and Techniques, 1997.
Validation Relative to HP-MDS
6-GHz amplifier in packaging box Large-signal harmonic generationwithout the packaging box
Kuo et al., IEEE Trans. Microwave Theory and Techniques, 1997.
Emerging Modeling Areas
Topic 2: Particle Accelerator Cavities.Design Enabled by Improved
Mesh-Generation Techniques.
New Locally Conformal Mesh Generator
Staircase FDTD
D-FDTD
Faceted surface generatedby a standard CAD tool isimported into the FDTD grid.
FDTD grid resolution can be relaxedby 4:1 for comparable accuracy incalculating resonant frequencies.
Waldschmidt and Taflove, IEEE Trans. Antennas and Propagation, submitted.
Details
• Twisted waveguide was designed with ProE andimported into the D-FDTD mesh generator.
• Typical mesh for a 4-period twisted waveguideincluded 50,000 modified FDTD grid edges, andwas created in 5 minutes.
• Provided error detection for meshing irregularities,and a C++ visualization tool.
• HFSS™ required 500 MB of memory and 4 hoursfor the solution of a 3-period twisted waveguide.
• D-FDTD required 20 MB of memory and 30 minutes for the same solution.
Emerging Modeling Areas
Topic 3: Propagation of ElectromagneticWaves and Beams in Dispersive and
Nonlinear Dispersive Media
Propagation in a Linear Dispersive Medium
Permittivity of a Lorentz mediumhaving three resonances in theoptical range
Reflection coefficient for a planewave normally incident upon a half-space composed of this medium
Taflove, Computational Electrodynamics: The Finite-Difference Time-DomainMethod, 1995.
Calculation of the Sommerfeld Precursor in aLinear Single-Lorentz-Resonance Medium
Joseph, Hagness, and Taflove, Optics Letters, 1991.
Soliton Braiding Transitions to DivergenceWhen the Beamwidth Approaches 1 λd
Joseph and Taflove, IEEE Photonics Technology Letters, 1994.
Photonic Bandgap Waveguides
Mingaleev and Kivshar, Optics andPhotonics News, July 2002.
Prather Optics and PhotonicsNews, June 2002.
Photonic Bandgap Defect Cavities
Fabricated device:membrane microresonator
in InGaAsP
Images of degenerate microcavity modes in2-D thin-film photonic crystal defect cavities
Source: E. Yablonovitch, UCLA
Waveguides Coupled to Disks and Rings
1st- and 2nd-order radial whisperinggallery mode resonances
λ = 1.55 µm(off resonance)
S. C. Hagness, D. Rafizadeh, S. T. Ho, and A. Taflove, IEEE J. Lightwave Tech., 1997.
fabricated device
Lasing in a Random Clump of ZnO Particles
382380
E.I.
(a.u
.)
Wavelength (nm)
size ~ 1.7 µm
Contains ~ 20,000 particles
Wavelength (nm)
E.I.
(a.
u.)
3.2 µmMeasured
2-D FDTDmodel
H. Cao et al.,Phys Rev Lett., 2000
Four-Level, Two-Electron Model for ZnO
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Chang, Cao, and Taflove (in progress)
Initial Results
0.0 5.0x10-12 1.0x10-11 1.5x10-11
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
n
Time(sec)
n1 n2 n3 n0
8.0x10-121.0x10-111.2x10-111.4x10-111.6x10-11
0.4950.4960.4970.4980.4990.5000.5010.5020.5030.5040.5050.506
n
Time (sec)
n1 n2
0.0 5.0x10-12 1.0x10-11 1.5x10-11
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
n
Time(sec)
n1 n2 n3 n0
8.0x10-121.0x10-111.2x10-111.4x10-111.6x10-11
0.4950.4960.4970.4980.4990.5000.5010.5020.5030.5040.5050.506
n
Time (sec)
n1 n2
0.0 2.0x10-10 4.0x10-10 6.0x10-100.0
2.0x1011
4.0x1011
6.0x1011
8.0x1011
Inte
nsity
Time (sec)
1.E+04
1.E+06
1.E+08
1.E+101.E+12
1.E+10 1.E+11 1.E+12 1.E+13
pump I
Out
put I
Lasing threshold
Populations n(t)Pumping vs. lasingintensity
Pump intensity
Out
put
Emerging Modeling Areas
Topic 6: ELF Propagation PhenomenaInvolving the Entirety of the
Earth-Ionosphere Waveguide
Whole-Earth Models of ELF Propagation
• There is a rich history of investigationof ELF and VLF electromagnetic wavepropagation within the Earth-ionosphere waveguide.
• Applications:– Submarine communications– Remote-sensing of lightning and
sprites– Global temperature change– Subsurface structures– Potential earthquake precursors
Grid Layout for Whole-Earth ELF Models
South pole
North poleWrap-aroundto east side
Wrap-aroundto west side
Isosceles trapezoidal gridcells in rows j = 2through j = m–1
Isosceles triangular grid cells inrows j = 1 and j = m
Grid row j = m
Gridcolumn i = 2m
Gridcolumn i = 1
Grid row j = 1
J. Simpson and A. Taflove, IEEE Antennas and Wireless Propagation Lett., in press.
2-D Whole-Earth Model: 1024 × 512 Cells(40 × 40 km resolution at Equator)
J. Simpson and A. Taflove, IEEE Antennas and PropagationSociety Int. Symp., San Antonio, TX, June 2002.
3-D Whole-Earth Model: 1024 × 512 × 40 Cells(40 × 40 × 5 km resolution at Equator; continents + oceans + ionosphere)
J. Simpson and A. Taflove, IEEE Antennas and PropagationSociety Int. Symp., San Antonio, TX, June 2002.
FDTD Modeling of Novel Utrawideband RadarBreast Cancer Detection Technology
5:1
17.5:1
Breast TissueDielectric properties
X. Li and S. C. Hagness, IEEEMicrowave and WirelessComponents Lett., March 2001.
Example: Simulated Detection of a 2-mm Tumor
Image reconstructedfrom FDTD-calculatedbackscatteredwaveforms. ColorsIndicate relative signalstrength in decibels.
• Permittivity contrastbetween malignant andnormal tissues = 5:1
• variability in normaltissue: ±10%
S/C=16 dB
Numerical breast phantom
S. Davis, E. Bond, X. Li, S. C. Hagness, and B. Van Veen,J. Electromagnetic Waves and Applications, in press.
High-Order / Low-Dispersion Algorithms
Spectral time-domain methods are becoming ofgreat interest for modeling complex, electrically largeproblems:
• Applied to regular grids (possibly with multipleregions) — Q. H. Liu, Duke University
• Applied to unstructured grids — J. S. Hesthavenand T. Warburton, Brown University
Multiresolution Time-Domain (MRTD) Methods
Wavelet-based MRTD techniques provide anothermeans to attack complex problems having a widerange of characteristic length scales:
• Battle-Lemarie scaling and wavelet functions —L. Katehi, Purdue University
• Haar scaling and wavelet functions — L. Carin,Duke University
Algorithms for Time-Stepping Beyond theUsual Courant Limit
Recent alternating-direction implicit (ADI) algorithmspresent possibilities for FDTD modeling over a widerange of time scales:
• T. Namiki, Fujitsu
• Z. Chen, Dalhousie University
Algorithms for Time-Stepping Beyond theUsual Courant Limit
Very recently, a “one-step” method based upon theChebyshev polynomial expansion approximation ofa quantum-mechanics-like time-evolution operatorhas been proposed:
• H. De Raedt, K. Michielsen, J. S. Kole, andM. T. Figge, University of Groningen, The Netherlands
Additional Algorithm Advances
• PML absorbing boundary conditions, especially fornon-Cartesian and unstructured grids
• Multigrid / subgrid techniques
• Digital signal postprocessing, especially to analyzetime-windowed data for resonances of high-Q structures
• Numerical hybrids linking FDTD to other computational electromagnetics techniques
• Multiphysics modeling
Prospects for the Year 2015
Topic 2: Implications ofTechnology Advances in
Off-the-Shelf Personal Computers
What Happened During the 1990’s
Consider first the increase in personal computer(PC) capabilities in the 1990’s in clock speed andrandom access memory (RAM):
1990: 16-MHz clock, 4 MB of RAM
2000: 1-GHz clock, 256 MB of RAM
This is a 60:1 increase in both clock speed and RAMover a 10-year period, representing an averagedoubling time of 20 months.
Extrapolation to 2015
If this trend continues through 2015, we will havePCs having an effective clock rate of 460 GHz and120 GB of RAM. Very likely, these capabilities willbe achieved primarily by employing many parallelprocessors.
Even today (2002), this capability is availableusing a Beowulf cluster of approximately 300Pentium IV processors clocked at 2.2 GHz.The price for such a capability will probably drop toless than $20K by 2015.
Extrapolation to 2015, continued
The FDTD performance of such an equivalent300 Pentium-IV processor computer is roughly:
• 3–billion Yee cells (1.8E10 unknown field
vector components) in RAM, equivalent to a3-D space grid spanning 1400 × 1400 × 1400
cells
• 1–hour running time for marching this grid
through 10,000 time steps
Year-2015 Modeling Capabilities Using PC’sRunning Standard FDTD Algorithms
CompleteStructure Modeled
Uniform VolumetricSpace Resolution
Jet fighter 1 cm
Human body 0.5 mm
Human head 0.2 mm
Cellphone 30 µm
Microchip 1 µm
Implication
Thus, even without any improvements in FDTDalgorithms, continuation of present trends inpersonal computing capabilities should permiteveryone to routinely generate highly detailedelectromagnetic wave models of a number ofvolumetrically complex structures of greatengineering and scientific importance.
At the High End
Assuming high-end systems will always have100–1000 times the power of the typical PC, then by2015 such systems will be able to process3E11 – 3E12 Yee cells containing 1.8E12 – 1.8E13unknown field vector components.
3-D FDTD grids spanning as many as 14,000cells in each dimension would be processed.Dimensional dynamic ranges would thus exceed4 orders-of-magnitude.
Conclusion
Computer and algorithmic advances are pushingFDTD and its derivatives to the forefront of modeling21st-century electromagnetics technologies fromELF through optical frequencies.
The accuracy, flexibility, and scalability of FDTDare compelling advantages. We expect FDTD tosolve a wide variety of complex physics andengineering problems having significant societalimpact, especially in high-speed computing andcommunications, biomedicine, and defense.