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Behavior in the vicinity of a moving exposed region.


INTRODUCTION

Stereolithography The first 3D printing technology, which was pioneered by Chuck Hull of 3D Systems. See 3D printing.  involves generation of a three-dimensional plastic part by photopolymerization. A lamina LAMINA - A concurrent object-oriented language.

["Experiments with a Knowledge-based System on a Multiprocessor", Third Intl Conf Supercomputing Proc, 1988].
 (layer or "slice") of solid is formed at the surface of a tank of liquid monomer monomer (mŏn`əmər): see polymer.
monomer

Molecule of any of a class of mostly organic compounds that can react with other molecules of the same or other compounds to form very large molecules (polymers).
 by applying a UV laser light spot by vectored scanning in a computer generated graphic pattern. The laser light spot is typically 10 mils in diameter and has a Gaussian intensity profile. Individual thin slices of polymer (approximately 10 mils in thickness) are formed at the surface, each representing an adjacent cross section of the part being fabricated fab·ri·cate  
tr.v. fab·ri·cat·ed, fab·ri·cat·ing, fab·ri·cates
1. To make; create.

2. To construct by combining or assembling diverse, typically standardized parts:
. The first (or bottom) slice of the part is formed on an elevator platform, which, after completion of the first layer, is lowered to allow new liquid monomer to flow onto the working surface. This process is repeated, with each layer adhering to the previously exposed section of the part now submerged in the monomer vat. The thickness of each slice is determined by the diminution Taking away; reduction; lessening; incompleteness.

The term diminution is used in law to signify that a record submitted by an inferior court to a superior court for review is not complete or not fully certified.
 of light intensity with depth into the resin and by the gel point of the mixture. This "cure depth" is typically determined before part building by an experimental procedure on the SLA (1) (StereoLithography Apparatus) See 3D printing.

(2) (Service Level Agreement) A contract between the provider and the user that specifies the level of service expected during its term.
. The process has been described more comprehensively in a companion publication (1), which presents the basis for a mathematical model
Note: The term model has a different meaning in model theory, a branch of mathematical logic. An artifact which is used to illustrate a mathematical idea is also called a mathematical model and this usage is the reverse of the sense explained below.
 that simulates important aspects of the process.

We present here an extension of this initial work. The previously described model dealt with the situation of photosensitive A material that changes when exposed to light. See photoelectric.  material exposed to a stationary source of laser light. In this paper the basic model is modified to allow computer simulation of a dynamic situation where the laser scans across the surface in a straight line. The case of the moving light source more closely simulates the actual stereolithography process where a computer generated pattern is traced out on the vat surface. This pattern is constructed from a series of interwoven in·ter·weave  
v. in·ter·wove , in·ter·wo·ven , inter·weav·ing, inter·weaves

v.tr.
1. To weave together.

2. To blend together; intermix.

v.intr.
 straight line segments or vectors.

The modified mathematical model allows computations of conversion and temperature information along the path of laser motion.

BACKGROUND

Since the mathematical model for case II, the dynamic situation where the laser scans across the resin surface, is based on case I, the stationary laser model, the latter will be summarized briefly here. The reader is referred to the first paper of this series (1) for additional details on the basic model for case I. The essential elements of the basic model are as follows.

Incident light intensity:

I(r, z, t) = [I.sub.0][e.sup.-2[(r/[W.sub.0]).sup.2]] at z = 0, r [greater than or equal to] 0, t [greater than or equal to] 0 (1)

(see Nomenclature nomenclature /no·men·cla·ture/ (no´men-kla?cher) a classified system of names, as of anatomical structures, organisms, etc.

binomial nomenclature
 for definitions).

Decrease in light intensity with depth:

[Delta]I/[Delta]z = -[Epsilon 1. (language) EPSILON - A macro language with high level features including strings and lists, developed by A.P. Ershov at Novosibirsk in 1967. EPSILON was used to implement ALGOL 68 on the M-220. ]SI. (2)

Light absorbed by photoinitiator:

[I.sub.a](r, z, t) = [Epsilon]SI. (3)

Rate of change of photoinitiator concentration:

[Delta]S/[Delta]t = -[Phi][I.sub.a] (4)

with S(r, z, t) = [S.sub.0] at t = 0, r [greater than or equal to] 0, z [less than or equal to] D.

Rate of change of monomer concentration:

[Delta]M/[Delta]t = -[[Kappa].sub.p]M[[[Phi][I.sub.a]/[[Kappa].sub.t]].sup.0.5] (5)

with M(r, z, t) = [M.sub.0] at t = 0, r [greater than or equal to] 0, z [less than or equal to] D.

Temperature:

[Rho][C.sub.p][Delta]T/[Delta]t = [Kappa][1/r [Delta]/[Delta]r(r [Delta]T/[Delta]r) + [[Delta].sup.2]T/[Delta][z.sup.2]] + [Delta] [H.sub.p][R.sub.p] (6)

with

T(r, z, t) = [T.sub.0] at t = 0, r [greater than or equal to] 0, z [greater than or equal to] 0

[Delta]T/[Delta]r = 0 at r = 0, z [greater than or equal to] 0, t [greater than or equal to] 0

T = [T.sub.0] at r [approaches] [infinity], z [greater than or equal to] 0, t [greater than or equal to] 0

T = [T.sub.0] at z [approaches] [infinity], r [greater than or equal to] 0, t [greater than or equal to] 0

[Delta]T/[Delta]z = 0 at z = 0, r [greater than or equal to] 0, t [greater than or equal to] 0

For a finite solution region (r [less than or equal to] 5[W.sub.0], z [less than or equal to] 2D) the temperature equation initial and boundary conditions boundary condition
n. Mathematics
The set of conditions specified for behavior of the solution to a set of differential equations at the boundary of its domain.
 become:

T(r, z, t) = [T.sub.0] at t = 0, 0 [less than or equal to] r [less than or equal to] 5[W.sub.0], 0 [less than or equal to] z [less than or equal to] 2D

[Delta]T/[Delta]r = 0 at r = 0, 0 [less than or equal to] z [less than or equal to] 2D, t [greater than or equal to] 0

T = [T.sub.0] at r = 5[W.sub.0], 0 [less than or equal to] z [less than or equal to] 2D, t [greater than or equal to] 0

T = [T.sub.0] at z = 2D, 0 [less than or equal to] r [less than or equal to] 5[W.sub.0], t [greater than or equal to] 0

[Delta]T/[Delta]z = 0 at z = 0, 0 [less than or equal to] r [less than or equal to] 5[W.sub.0], t [greater than or equal to] 0

A number of assumptions and approximations were made during the development of this model in order to simplify the analysis, but it is believed that these in no way affect the significance and general usefulness of the calculated results. The reader is referred again to Part I of this two-paper series (1) for a more detailed discussion of these assumptions and approximations.

MATHEMATICAL MODEL

Although many of the equations used are the same as for the previously developed stationary laser light model, the dynamic model can accommodate the light spot moving across the surface of the resin vat in a series of small discrete steps. Laser motion in the actual stereolithography apparatus also occurs in such a discrete fashion, although to the human eye motion appears to be continuous. Motion of the light spot results in a loss of cylindrical cyl·in·dri·cal
adj.
Of, relating to, or having the shape of a cylinder, especially of a circular cylinder.
 symmetry, and a change to rectangular cartesian coordinates Cartesian coordinates (kärtē`zhən) [for René Descartes], system for representing the relative positions of points in a plane or in space.  is required. All dependent variables thus now become functions of x, y, z, and t.

The moving laser light model was developed in two stages. Initially, two spatial dimensions were considered, viz., the x and y directions at the surface of the monomer vat (z = 0). After some reasonable preliminary results were obtained, the model was expanded to include a third spatial dimension (the z direction). For the sake of brevity Brevity
Adonis’ garden

of short life. [Br. Lit.: I Henry IV]

bubbles

symbolic of transitoriness of life. [Art: Hall, 54]

cherry fair

cherry orchards where fruit was briefly sold; symbolic of transience.
, only the three-dimensional model is described here. It should be noted, however, that the two-dimensional model can be easily obtained from the three-dimensional model by setting z equal to a constant value of zero and by eliminating the third spatial dimensional from the equations.

The mathematical model was developed by considering a region of exposed material as shown in Fig. 1, with the laser light spot moving across the surface in the positive y-direction. Analysis is only required for half the indicated region since the y and z axes lie on a plane of symmetry.

Equation 1 for the incident light intensity is still valid provided the value of r (distance from center of light beam) is calculated as follows:

r = [[(x - [x.sub.0]).sup.2] + [(y - [y.sub.0]).sup.2].sup.0.5] (7)

where ([x.sub.0], [y.sub.0]) = x and y coordinates of the center of the laser beam, and motion is accomplished simply by changing [x.sub.0] and/or [y.sub.0].

Equations 2 through 5 remain essentially unaltered apart from the coordinate system coordinate system

Arrangement of reference lines or curves used to identify the location of points in space. In two dimensions, the most common system is the Cartesian (after René Descartes) system.
 change, and Eq. 6 becomes the three-dimensional heat conduction Heat conduction or thermal conduction is the spontaneous transfer of thermal energy through matter, from a region of higher temperature to a region of lower temperature, and hence acts to even out temperature differences.  equation as follows:

[Rho][C.sub.p][Delta]T/[Delta]t = [Kappa][[[Delta].sup.2]T/[Delta][x.sup.2] + [[Delta].sup.2]T/[Delta][y.sup.2] + [[Delta].sup.2]T/[Delta][z.sup.2]] + [Delta] [H.sub.p][R.sub.p] (8)

with

T = [T.sub.0] at t = 0, all x, y, and z

[Delta]T/[Delta]x = 0 at x = 0, t [greater than or equal to] 0, all y and z

T = [T.sub.0] at x = X, t [greater than or equal to] 0, all y and z

T = [T.sub.0] at y = 0, t [greater than or equal to] 0, all x and z

T = [T.sub.0] at y = Y, t [greater than or equal to] 0, all x and z

[Delta]T/[Delta]z = 0 at z = 0, t [greater than or equal to] 0, all x and y

T = [T.sub.0] at z = Z, t [greater than or equal to] 0, all x and y

Inspection of Eq. 5 reveals that the polymerization polymerization

Any process in which monomers combine chemically to produce a polymer. The monomer molecules—which in the polymer usually number from at least 100 to many thousands—may or may not all be the same.
 reaction would stop entirely when the light source is extinguished ex·tin·guish  
tr.v. ex·tin·guished, ex·tin·guish·ing, ex·tin·guish·es
1. To put out (a fire, for example); quench.

2. To put an end to (hopes, for example); destroy. See Synonyms at abolish.

3.
 (when I and [I.sub.a] become zero). It is, however, well known that polymerization continues after extinction of the light source in photopolymer A photopolymer is a polymer which is cured by exposure to light, often in the ultraviolet spectrum. These polymers are useful in dentistry for fillings and in rapid prototyping in the stereolithography and PolyJet processes.  systems such as those used in stereolithography. The models can be modified to accommodate this "dark reaction" by introduction of an intermediate species ("radicals"), which form during exposure and are then consumed during the dark period. Polymerization thus continues after exposure. The following set of equations would then replace Eq. 5 above:

[Delta]R/[Delta]t = [Phi][I.sub.a] - [[Kappa].sub.1][R.sup.2] (9)

[Delta]M/[Delta]t = [[Kappa].sub.2]MR (10)

with R(x, y, z, t) = 0 at t = 0 and all x, y, and z, and where R = "radical" concentration (mol [1.sup.-1]) and [k.sub.1] and [k.sub.2] are empirical rate parameters that characterize the kinetics kinetics: see dynamics.
Kinetics (classical mechanics)

That part of classical mechanics which deals with the relation between the motions of material bodies and the forces acting upon them.
 of the light and dark reaction phases. It should be realized that this representation of the light and dark phases does not use a quasi-steady-state approximation approximation /ap·prox·i·ma·tion/ (ah-prok?si-ma´shun)
1. the act or process of bringing into proximity or apposition.

2. a numerical value of limited accuracy.
 for radical concentration during the light period. The light and dark period equations are obtained simply by setting [I.sub.a] equal to the calculated value during the light period and equal to zero during the dark period. The kinetic kinetic /ki·net·ic/ (ki-net´ik) pertaining to or producing motion.

ki·net·ic
adj.
Of, relating to, or produced by motion.



kinetic

pertaining to or producing motion.
 parameters would typically be determined from laboratory kinetic studies where conversion vs. time information can be obtained from an experiment where the UV source is extinguished after a short period of time (pulse experiment). Conversion of monomer to polymer in an experiment of this nature may be monitored by a high-speed technique such as real-time infrared spectroscopy spectroscopy

Branch of analysis devoted to identifying elements and compounds and elucidating atomic and molecular structure by measuring the radiant energy absorbed or emitted by a substance at characteristic wavelengths of the electromagnetic spectrum (including gamma ray,
 (2).

NUMERICAL METHODS

The three-dimensional moving light source model's equation set is very similar to that of the stationary spot model. As a result the numerical methods used for approximate solution of the equations are almost identical. The incorporation of a third spatial dimension in the heat conduction equation, however, requires use of a three-dimensional Alternating Direction Implicit (ADI) method. This technique is described by Carnahan, Luther, and Wilkes (3).

The solution domain (0 [less than or equal to] x [less than or equal to] X, 0 [less than or equal to] y [less than or equal to] Y, 0 [less than or equal to] z [less than or equal to] Z) is discretized by setting up a three-dimensional mesh, and the process variables are computed at each node of the mesh using the following procedure:

1. Compute light intensity distribution at surface (z = 0) using Eq. 1.

2. Compute light intensity at all nodes using Eq. 2 (4th order Runge-Kutta).

3. Advance photoinitiator and monomer concentrations by one time increment To add a number to another number. Incrementing a counter means adding 1 to its current value.  using Eqs. 4 and 5 (4th order Runge-Kutta).

4. Advance temperature distribution by one time increment using Eq. 8 (Alternating Direction Implicit).

5. Move light spot (if necessary). Check for maximum integration time termination. Return to step 1.

Of some concern here was the size of the finite solution region used to approximate the "infinite" resin vat, and the fact that the fixed boundary conditions used along these boundaries could significantly influence the computed temperature and concentration profiles. Some experimentation was performed during which the size of the solution region was modified and computed profiles compared. The influence of the boundaries was found to be limited to the immediate vicinity of the boundaries, and in all cases an appropriate region could be chosen based on the length of the line of plastic being formed.

RESULTS AND DISCUSSIONS

Presented here are the results from a simulation of a photo-polymerization reaction using a 0.25-mm-diameter UV beam and a slice thickness of 0.5 mm. Material properties and reaction rates are based on those for a hexanedioldiacrylate (HDDA HDDA Hexanediol Diacrylate
HDDA Hierarchical Dynamic Distributed Array
) monomer, and the light source is a 15 mW HeCd 325 nm laser. Model parameter values that were used in the simulation are summarized in Table 1. These are fairly typical values for a HDDA monomer system, and the polymerization rate information used takes both temperature and conversion effects into account.

Values for the kinetic parameters used in Eq. 5 were obtained from the work of Tryson and Shultz (4). The ratio [k.sub.p] to [Mathematical Expression A group of characters or symbols representing a quantity or an operation. See arithmetic expression.  Omitted] was fit to an Arrhenius expression of the following form:

[Mathematical Expression Omitted]

In this expression both [k.sub.0] and [E.sub.a] were allowed to vary as functions of conversion and fit to simple exponential expressions Noun 1. exponential expression - a mathematical expression consisting of a constant (especially e) raised to some power
formula, expression - a group of symbols that make a mathematical statement
. By doing this both the temperature dependence of the reaction rate as well as its dependence on conversion could be accommodated. It should be realized that fitting the kinetic parameters to expressions of this type is purely empirical (no mechanistic mech·a·nis·tic
adj.
1. Mechanically determined.

2. Of or relating to the philosophy of mechanism, especially one that tends to explain phenomena only by reference to physical or biological causes.
 significance), and is used simply to obtain numerical values for the polymerization reaction rate.

Figures 2a and b are contour contour or contour line, line on a topographic map connecting points of equal elevation above or below mean sea level. It is thus a kind of isopleth, or line of equal quantity.  plots showing the temperature distribution on the surface of the resin vat at exposure times of 300 ms and 800 ms, respectively. As mentioned previously, and as can be seen in Fig. 2b, the imposed conditions along the boundaries of the finite solution region influence the outer temperature contours Contours may mean:
  • Contour lines on a map indicating elevation
  • The Contours, a Motown musical group notable for the hit single "Do You Love Me"
See also: plain
 only and have minimal effect on those in the direct vicinity of the exposed region.

[TABULAR tab·u·lar
adj.
1. Having a plane surface; flat.

2. Organized as a table or list.

3. Calculated by means of a table.



tabular

resembling a table.
 DATA FOR TABLE 1 OMITTED]

Figure 3 illustrates how the temperature profile develops along the line of plastic, i.e., along the y axis Y axis,
n See axis, Y.
. It can be seen that after a short time (typically the time taken to traverse 5-6 beam diameters The beam diameter of an electromagnetic beam is the diameter along any specified line that is perpendicular to the beam axis and intersects it. For this purpose, the diameter is often defined as the distance between the two diametrically opposite points at which the irradiance is a ) the temperature distribution no longer changes significantly and exhibits pseudo-steady-state behavior. It is interesting to note that the peak temperature actually precedes the center of the laser beam. This is due to radial conduction conduction, transfer of heat or electricity through a substance, resulting from a difference in temperature between different parts of the substance, in the case of heat, or from a difference in electric potential, in the case of electricity.  and the chemical reaction occurring in the leading edge of the Gaussian light intensity distribution. At higher reaction rates it is possible for a peak to occur in the temperature distribution at short times. This is shown in Fig. 4, where the reaction rate is increased by a factor of 5. The temperature peak results from rapid heat generation due to the polymerization reaction and the heat release rate exceeding the rate of heat conduction away from the exposed region.

The transient temperature behavior at a fixed position (the midpoint mid·point  
n.
1. Mathematics The point of a line segment or curvilinear arc that divides it into two parts of the same length.

2. A position midway between two extremes.
 of the line) before and after exposure is shown in Fig. 5. The temperature rises rapidly prior to the passage of the beam and then decays more gradually back to ambient conditions after the beam has passed that position. The temperature at which the majority of the polymerization occurs may significantly affect the nature and properties of the polymer formed. The center of the beam passes over the midpoint of the line of plastic at 1.5 s, so peak temperatures once again actually occur prior to the passage of the beam.

An assumption made during initial model development was that no dark or residual polymerization occurred (1), i.e., that polymerization ceased as soon as the light was extinguished, This assumption was made in order to use kinetic data available in the literature. It is, however, well known that dark polymerization does occur, although the effect has not been well quantified. Model modifications as discussed above allow polymerization to continue after termination of exposure. A typical model predicted conversion vs. time curve for polymerization with dark effects is shown in Fig. 6. An experimental program to quantify the dark effects is necessary, however, in order to effectively use this model modification.

Model-predicted conversion profiles at different laser scan rates The number of times per second an image capture or display device samples its field of vision. See scan line and horizontal scan frequency. See also scan technology. , together with the known gel point of the polymer mixture, can be used to compute stereolithography apparatus "working curves." These working curves represent the relationships between cure depth, cure width, and laser scan rate. Working curves are used to set actual machine operating parameters and are typically determined experimentally. Figure 7 is an example of a set of computer-predicted working curves. Computer predictions of this type could conceivably be used in next-generation stereolithography machines for on-line modification of operating parameters such as the laser scan rate and laser light intensity.

CONCLUSIONS

The development of mathematical models for laser photopolymerization as applied to stereolithography has gone through a number stages. Initially, simple one-spatial-dimension models were developed for the stationary reaction zone situation. Additional spatial dimensions were then added, and the models modified to allow motion of the irradiated zone. The final model allows computation of all relevant time-dependent variable values in a three-dimensional region around a moving irradiated region. This closely simulates the actual stereolithography process and as such reveals considerable detail concerning the transient and steady-state behavior in and around the exposed region.

1. A pseudo-steady-state temperature profile develops along the line of plastic. The peak temperature occurs slightly in advance of the center of the laser beam.

2. The temperature at any fixed point along the path of exposure rises rapidly prior to the passage of the beam, and then cools gradually by conduction after exposure.

3. Dark polymerization can be accommodated by inclusion of a species formed during UV light exposure and then subsequently consumed.

4. A knowledge of the polymer gel point, together with conversion profiles, allows computation of stereolithography working curves.

Results of this type have resulted in an enhanced understanding of a relatively new process, and have the potential to be utilized in next-generation stereolithography apparatus control systems.

ACKNOWLEDGMENTS

The authors gratefully acknowledge the financial support of the State of Ohio Edison Materials Technology Center (EMTEC EMTEC European Multimedia Technologies (formerly BASF Magnetics; as of 2002) ), the United States Air Force United States Air Force (USAF)

Major component of the U.S. military organization, with primary responsibility for air warfare, air defense, and military space research. It also provides air services in coordination with the other military branches. U.S.
, and an industrial consortium of twelve major companies.

NOMENCLATURE

[C.sub.p] = Heat capacity (J [g.sup.-1] [K.sub.-1]).

D = Slice thickness (cm).

I = Light intensity (E [cm.sup.-2] [s.sup.-1]).

[I.sub.a] = Absorbed light (E [cm.sup.-2] [s.sub.-1]).

[I.sub.0] = Peak light intensity (E [cm.sup.-2] [s.sup.-1]).

k = Thermal conductivity thermal conductivity

A measure of the ability of a material to transfer heat. Given two surfaces on either side of the material with a temperature difference between them, the thermal conductivity is the heat energy transferred per unit time and per unit
 (W [cm.sup.-1] [K.sub.-1]).

[k.sub.1] = Rate constant 1-dark reaction (1 [mol.sup.-1] [s.sup.-1]).

[k.sub.2] = Rate constant 2-dark reaction (1 [mol.sup.-1] [s.sup.-1]).

[k.sub.p] = Propagation rate constant (1 [mol.sup.-1] [s.sup.-1]).

[k.sub.t] = Termination rate constant (1 [mol.sup.-1] [s.sup.-1]).

M = Monomer concentration (mol [1.sup.-1]).

[M.sub.0] = Initial monomer concentration (mol [1.sup.-1]).

r = Distance from center of beam (cm).

R = "Radical" concentration (mol [1.sup.-1]).

[R.sub.p] = Polymerization rate (mol [cm.sup.-3] [s.sup.-1]).

S = Photoinitiator concentration (mol [1.sup.-1]).

[S.sub.0] = Initial photoinitiator concentration (mol [1.sup.-1]).

t = Time (s).

T = Temperature ([degrees] C).

[W.sub.0] = Nominal radius of laser beam (cm).

x = x-coordinates (cm).

X = Maximum value of x (cm).

y = y-coordinate (cm).

Y = Maximum value of y (cm).

z = z-coordinate (cm).

Z = Maximum value of z (cm).

[Delta] [H.sub.p] = Heat of polymerization (J [mol.sup.-1]).

[Epsilon] = Molar absorptivity The molar extinction coefficient, also known as molar absorptivity, is a measure of how strongly a chemical species at a given wavelength absorbs light at that wavelength.  of photoinitiator (1 [mol.sup.-1]).

[Phi] = Quantum yield The quantum yield of a radiation-induced process is the number of times that a defined event occurs per photon absorbed by the system. Thus, the quantum yield is a measure of the efficiency with which absorbed light produces some effect.  for initiation.

[Rho] = Density (g [cm.sup.-1]).

REFERENCES

1. L. Flach, and R. P. Chartoff, Polym. Eng. Sci., this issue.

2. C. Decker, and K. Moussa, Am. Chem. Soc., Div. Polym. Chem. Polym. Prepr., 29, 1, 516 (1988).

3. B. Carnahan, H. A. Luther, and J. O. Wilkes, Applied Numerical Methods, John Wiley John Wiley may refer to:
  • John Wiley & Sons, publishing company
  • John C. Wiley, American ambassador
  • John D. Wiley, Chancellor of the University of Wisconsin-Madison
  • John M. Wiley (1846–1912), U.S.
 & Sons, Inc., New York New York, state, United States
New York, Middle Atlantic state of the United States. It is bordered by Vermont, Massachusetts, Connecticut, and the Atlantic Ocean (E), New Jersey and Pennsylvania (S), Lakes Erie and Ontario and the Canadian province of
 (1969).

4. G. R. Tryson, and A. R. Shultz, J. Polym. Sci.: Polym. Phys. Ed phys.
abbr.
1. physical

2. physician

3. physiological

4. physiology
., 17, 2059 (1979).
COPYRIGHT 1995 Society of Plastics Engineers, Inc.
No portion of this article can be reproduced without the express written permission from the copyright holder.
Copyright 1995 Gale, Cengage Learning. All rights reserved.

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Title Annotation:A Process Model for Nonisothermal Photopolymerization With a Laser Light Source, part 2
Author:Flach, Lawrance; Chartoff, Richard P.
Publication:Polymer Engineering and Science
Date:Mar 1, 1995
Words:3361
Previous Article:Basic model development.
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