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William W. Roberts - Director
Fiber Processing and Machine Design: Mathematical Modeling, Computer
Simulation, and Virtual Prototyping (W. W. Roberts)
Mathematical
modeling and computer simulation are underway on fiber processing
technologies with focus on the motion, dynamics, transport, and
collection of fibers within specific representative classes of gas
flow environments and machine design configurations of importance in
the industrial setting. Desired capabilities are evident in
capturing dominant physical processes and fundamental dynamical
mechanisms underlying gas-machine, fiber-machine, fiber-fiber, and
gas-fiber interactions. Simulations on high-speed computers
demonstrate powerful predictive capabilities of optimizing fiber
movement, manageability, and control; optimizing input-fiber
characteristics to produce output products of higher quality; and
virtual prototyping and optimal design and redesign of fiber
processing machinery.
Figure 1: Photographic time-snapshot of a three-dimensional model-predicted
transport of fibers in a computer-simulated two-phase turbulent
gas-fiber flow (from left to right), with electrostatic charging of
the fibers that effectively pins the fibers to a grounded conveyor
belt (lower right).
Fibrous
Assemblies: Modeling / Computer Simulation of Compressional and
Recovery Behavior (Collaborators: W. W. Roberts, N. B. Beil)
An
important problem that has been researched by fiber and textile
scientists and engineers for over 50 years is modeling the
compression and recovery behavior of fibrous assemblies. We are
developing a three-dimensional model to relate the mechanical
properties of individual fibers and how they are arranged in a
fibrous assembly to the bulk properties of the fibrous assembly. At
the present stage of development, the model allows the prediction of
the bulk properties of the fibrous assembly during compression from
the physical properties of its component individual fibers, taking
into account both static and kinetic friction at contacts between
fibers. The figure below depicts a representative model fibrous
assembly undergoing compression, as the top wall is slowly depressed.
Computer simulations are run for a number of cases with specific
friction conditions applied in order to compare predictions of this
model with experimental results and with van Wyk's theory of the
uniaxial compression of an initially random fibrous assembly. These
computer simulations demonstrate a reasonable ability to predict the
undetermined constant K in van Wyk's theory. The computer
simulations also show a significantly greater number of fiber-fiber
contacts being formed than theories based only on the diameter and
arrangement of fibers have predicted.
Figure 2:
Side views of a three-dimensional unit cube cell, depicting a
representative model fibrous assembly containing 50 fibers that
constitute a fiber volume fraction of 0.8%, before compression
(left panel) and during compression, as the top wall is depressed,
to 70% of its initial volume (right panel).
Figure 3:
Frictional energy dissipated during the first compression -
release cycle, plotted against time, for a representative fibrous
assembly case computed, where the compression and decompression are
assumed to be performed at a constant rate.
The
predicted contacts have a wide range of contact forces, while only a
small percentage of them do not slip. The model may be used to
investigate phenomena associated with the compression of fibrous
assemblies, such as fiber crimp and hysteresis. We track
computationally the potential energy in the assembly and the work
done on the assembly, and we are able to produce realistic looking
hysteresis plots and can predict the amount of frictional energy
dissipated as a function of time. We find that fiber crimp has a
large effect on the compressional properties of a fibrous assembly in
that more highly crimped fibers absorb more energy as they are
compressed. They also absorb a higher proportion of their energy in
the twisting mode, which has been neglected by previous
investigators.
Figure 4:
Pressure Poisson's Ratio - the ratio of the average pressure
acting on the four side walls of the fibrous assembly to the
applied pressure â plotted as a function of the volume, as the
assembly is compressed to 70% of its initial volume, for five
representative cases computed.
The
model not only allows exploration of the characteristics of a fibrous
assembly under compression at a level of detail impossible to achieve
through experiment but also allows inclusion of effects that are
very difficult to account for quantitatively through theory alone.
Factors that can be accounted for, thus far, include initial
arrangement and configuration of the assembly, fiber crimp, various
types of friction, distribution of contact forces, and steric
exclusion of fibers. Applications of this work include predicting
the properties of wool or fiber fill based on the fibers and on the
processing used, designing insulation that retains its insulating
properties after being compressed, developing materials for acoustic
noise and vibration control, understanding fibrous cytostructural
invadopodia in malignant tumor cancers, and simulating other medical
fibrous malfunctions.
Multi-Scale
Mathematical Modeling / Computer Simulation of Cancerous Tumor
Invadopodia - Bridging Nano-, Micro-, and Milli- Scales
(Collaborators: W. W. Roberts, G. T. Gillies, H. L. Fillmore, I.
Chasiotis)
Certain
types of cancer cells produce a variant of filopodia that has been
termed the "invadopodium." The cancerous cell projects the
invadopodium into the extracellular matrix, the structure of which is
subsequently degraded to enable cell motility through it. The
interaction between the cell and its surroundings during the invasion
process is a very complex one, with the invadopodium playing a role
that is not yet fully understood. The mechanics of invadopodium
self-assembly occur on the nanoscale, while the extension and
invasion of the invadopodium into the extracellular matrix occur on
the micron to tenths-of-a-millimeter scale. This current work is an
attempt to move toward much-needed deeper fundamental understanding
through critical multi-scale mathematical modeling and computer
simulation that hopefully will bridge the required nano-, micro-,
and milli- scales spanned. A primary focus in this research is the
formulation of a three-dimensional mathematical model, based on the
momentum balance and moment balance partial differential equations
and constitutive equations of 3-dimensional fibrous elastic
microtubule structures of appropriate bending stiffnesses within such
an invadopodium, to relate the mechanical properties of the
nanometers-diameter microtubules to the bulk properties of the
tenths-of-a-millimeter-in-length invadopodium.
Figure 5:
Oblique end-view perspective of a 3-dimensional model
invadopodium, with a number of microtubule fibers readily
apparent and distinguishable at its near end (i.e., the right
end).
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