Name |
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Office |
ACES 2.324 |
|
|
Phone |
512-471-8870 |
Office hours |
Tue 1:30 - 3:00p Wed 2:30 pm - 3:30 pm or by appt. via suzanne@ices.utexas.edu |
CS384R, CAM395T Course Outline
The course will teach you the basic algorithms, techniques and tools of geometric modeling and
visualization with applications in the biomedical sciences and engineering. Bio-medical modeling (or Biomodeling)
and visualization has roots in medical illustration and communication for the health sciences,
with branches of application to mathematical modeling and computer simulation of artificial life. In this
course we shall emphasize computational image processing, computational topology, computational
algebraic and differential geometry, polynomial spline approximations, computer graphics, together with
aesthetic choices involved in producing effective scientific animations. The emphasis shall be on spatial
realism, and the programmatic use of physiological simulation and visualization to quantitatively depict
"how things work" at the molecular, cellular, tissue, and organ level scales.
Exercises on domain and physiological modeling and visualization at multiple scales, shall be drawn from
virology (viral envelopes, capsids, proteins, nucleic acids), and neurology (brain, hippocampus, neuropil,
axons, dendrites, glial cells, ion-channels, neurotransmitters), and their interactions (molecular energetics
and force fields, molecular flexibility, synaptic transmission, synaptic spillover).
Lecture Topics
Grading
You will be graded on weekly homework assignments (70%) and a final exam (30%).
Lectures
DATE |
LECTURES |
August 28 |
Preliminaries of Multiscale geometry; Multiscale imaging; Applications from Modeling Biology
|
September 2 |
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September 4 |
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September 9,11 |
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September 16,18 |
Models/Maps: Extraction of affine invariant PCS from 3D Images (Geometry Elucidation)
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September 23,25 |
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September 30 |
Generation of Curves and Surface Splines from Scattered Points III: Contouring Scalar Functions
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October 7,9 |
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October 14,16 |
Generation of Surface Splines from Curves II: Lofting with Applications
in Neuronal Cell Modeling |
October 9 |
Generation of Surface Splines from Curvilinear Complex III: Patch Fitting
with Applications to Organ modeling |
October 14 |
Generation of Surface Splines from Curvilinear Complex IV: Subdivision
Schemes with Applications to Cell, Organs, Vessel modeling |
October 16 |
Generation of Surface Splines from Curvilinear Complex V: Geometric
Flow with Applications to Hole Filling |
October 21 |
Generation of Skeletons from Surface Models with Applications to Secondary/Tertiary
Protein Structure Elucidation |
October 23 |
Generation of Complementary Surface Features with Applications to Shape
Matching |
October 28 |
Construction of Adaptive Grids of Volumetric Domains with Boundaries
|
October 30 |
Construction of Adaptive Triangulations of Volumetric Domains with Boundaries
|
November 4 |
Construction of Adaptive Hexahedral Decompositions of Volumetric Domains
with Boundaries |
November 6 |
Geometric Matching and Docking I: Complementary Space Docking |
November 11 |
Geometric Matching and Docking II: Flexible Docking |
November 13 |
Geometric Matching and Docking III: Matching Geometry with Imaging |
November 18 |
Multiscale Function Modeling I: Molecular Energetics, Solvation, Force
Fields |
November 20 |
Multiscale Function Modeling II: Generalized Born and Poisson Boltzmann
|
November 11 |
Multiscale Function Modeling III: Random Walks, Diffusion and Drift
|
November 18 |
Multiscale Function Modeling IV: Diffusion and Reaction |
November 20 |
Multiscale Function Modeling V: Branching Processes |
November 25 |
Multiscale Function Modeling V: Branching Processes
Actin Polymerization, Vascular Networks
|
Decemeber 2 |
Multiscale Function Modeling VI: Interfacial Dynamics |
December 4 |
Multiscale Function Modeling VII: Acoustic , Light, EM Scattering |
December 4 |
Multiscale Visualization, Informatics I : Model and Map Resolutions,
Errors and Uncertainity |
December 6 |
Multiscale Visualization, Informatics II: |
Exercises:
1 |
Exercise 1 Algebraic Curve, Surface Splines - I Solution 1 |
2 |
Exercise 2 Algebraic Curve, Surface Splines - II Solution 2 |
3 |
Exercise 3 Algebraic Curve, Surface Splines - III Solution 3 |
4 |
Exercise 4 Algebraic Curve, Surface Splines - IV: Molecular Models Solution 4 |
5 |
Exercise 5 Finite Element Meshing - I: Linear Elemen Solution 5 |
6 |
Exercise 6 Finite Element Meshing II - Non-Linear Elements Solution 6 |
7 |
Exercise 7 Geometric Modeling and Visualization Final Solution 7 |
Pictures and Animations
Suggested Reading
Links