interlocked factorials: fewer runs
TRANSCRIPT
RESEARCH
.ï.ilS3Së Γ Interlocking Designs in Reforming Study
(Number of runs: 12+6=18)
Circles are for first factorial experiment—sulfur content at three levels, temperature and space velocity at two levels each.
Squares are for second factorial experiment—sulfur content is constant at an intermediate level, while temperature is at three levels and space velocity at two
Factorial planes întersect at x's. Note that moste éxper îmenta l points are centered in the area of
Interlocked Factorials: Fewer Runs New experimental design keeps advantages of full factorial design, cuts number of test runs
X HE ;MOST DATA with the fewest tests —this is the problem engineers and scientists have to face when they plan experimental programs. Now a new design comes to their aid. Called the interlocking factorial design, it can cut the number of tests to a fraction of those needed for a full factorial design (all combinations of variables and levels). Yet it keeps all the advantages of the full design, according to its designers.
There are other methods, such as the fractional factorial or the composite design, to reduce the number of tests. But results may not meet the demands of engineering studies.
In the interlocking factorial design, you set up full factorial experiments using only two or three variables in each set, Basil J. Reitzer of Illinois Institute of Technology and John A. Brooks of Standard Oil ( Ind.) told the Division of Industrial and Engineering Chemistry at the San Francisco meeting of the AMERICAN C H E M I C A L SO
CIETY. Then by choosing one level of
variables in set Β somewhere between the levels of those variables you chose in set A, you interlock the two factorial experiments and cover the full range of conditions including interaction, they say.
For example, if you have three variables to be tested at four levels, you need 4 3 or 64 tests for a full factorial design. But if you break this up into two interlocking factorials, both of three variables at two levels, you need only 23 X 2 or 16 tests to get the same amount of information, Reitzer claims.
The only special requirements in setting up the experiments: Each variable must be varied independently of the others; levels at which each variable is set should follow some progression such as arithmetic, geometric, or logarithmic.
• Five Designs. To prove out their method, Reitzer and Brooks set up a catalytic reforming study, investigating effects of five variables on octane number. To do this with a full factorial design having an average of four levels
per variable would take some 1000 runs, Reitzer says. Yet his interlocking factorial design cuts that to 5 1 .
Here is how they did it, having as variables temperature, pressure, space velocity, sulfur content, and hydrogen flow rate:
• Two factorial experiments give data on effects and interactions of temperature, space velocity, and sulfur content, with pressure and hydrogen ra te held constant. In one factorial, they used three sulfur contents, two temperatures, and two space velocities; in the other, three temperatures (two of which were the same as in the other set) and two space velocities with sulfur held constant (at an intermediate level). The result: 18 runs, covering four levels each of space velocity and sulfur content and three of temperature.
• A third factorial finds the effects of pressure, hydrogen rate, and temperature, takes 16 runs. Temperatures in this set are at levels intermediate to those in the first two experiments; hence the three factorials interlock.
• The fourth factorial ties together the first three by varying pressure and hydrogen rate at three levels each, takes nine runs. By using results from it, Reitzer says, they can relate the data from the third factorial to the
4 0 C & Ε Ν M A Y 5, 1958
standard conditions of pressure and hydrogen rate they used in the first two sets.
• The fifth factorial finds interactions among pressure, sulfur content, and hydrogen rate to complete the mathematical picture of catalytic reforming. Reitzer used two levels each of these three variables in this set—eight runs.
T h e grand total—51 runs. Engineers can use interlocking fac
torials in many process studies, Reitzer feels. Any time you have many controlling variables in a process and a general idea in advance of the range of variables for best performance, this design will pay off. he concludes.
Almost Synthetic Cellulose Mung bean seedlings lead to polysaccharides closely resembling cellulose
SYNTHETIC CELLULOSE is closer to reality, thanks to some recent experimentation. Three University of California scientists used mung bean seedlings (and other plants) with carbon-14-labeled uridine diphosphate glucose. While t h e hoped for synthetic cellulose was not achieved, a polysaccharide was produced which closely resembled cellulose.
UC's D . S. Feingold and his coworkers told the ACS Division of Biological Chemistry at San Francisco that a soluble enzyme preparation obtained from the seedlings catalyzed the formation of a polysaccharide consisting of D-glucose units; uridine diphosphate was liberated. Partial hydrolysis of the polymer with acid gave a series of oligosaccharides, which showed a chromato graphic pattern similar to those produced b y partial hydrolysis of the polysaccharide laminarin. Using this and other analytical data, Feingold feels justified in concluding that the D-glu-cose residues in the polysaccharide are joined by β-1,3 glycosidic linkages, similar but not the same as the βΊΑ linked oligosaccharides prepared from cellulose.
Feingold notes that the California group's findings that plant extracts can synthesize a β-1,3 linked glucan points to other questions: Is the glucan normally present in plants? Do such polysaccharides exist in higher plants? Or does the β-1,3 glucan trans-glucosylase occupy a similar position to invertase (present in plant extracts, but seem
ingly inactive in the intact plant)? These are questions for future research.
Ultra-High Pressures High pressures at high temperatures now possible in tetrahedral anvil device
A NEW HIGH PRESSURE DEVICE h a s been designed which will enable scientists to work at ultra-high pressures and at high temperatures simultaneously. In the past, it was relatively easy to provide the energy required for chemical transformations (10,000 to 100,000 calories per mole) by heating the system. Now, pressure ranging to 200,000 atmospheres can provide comparable energies.
But more important, the high temperature and pressure will be available with this device at the same time. Why is this of interest in high pressure studies? Generally, increased pressure retards chemical reactions, and increased temperatures almost always have t he opposite effect. Therefore, for chemical reactions to occur at high pressures in a reasonable length of time, it is desirable to operate at high temperatures also.
H. Tracy Hall of Brigham Young University told about his tetrahedral anvil design high pressure apparatus before the Division of Physical and Inorganic Chemistry at the ACS meeting in San Francisco. This equipment can develop 100,000 atmospheres at 3000° C.
Hall's apparatus develops pressure in three dimensions. Each of four anvils that compress the sample has triangular faces. Hydraulic rams drive the anvils together along lines normal to the triangular faces. Using four anvils provides a relatively large working volume, says Hall, compared with using two opposing anvils with circular faces. Heat is supplied to the sample from electrical resistance heaters beneath the anvil faces. When in operation, each anvil is surrounded by a steel binding ring for added support to oppose transverse tensile forces.
A pyrophyllite tetrahedron serves a multiple purpose—pressure transmitting medium, thermal and electrical insulation, and provides the necessary compressible gasket. (Pyrophyllite is a naturally occurring hydrous aluminum silicate, often called Tennessee Grade
A Lava. Since it is readily machinable, it is an excellent material to use here, says Hall.) The sample container, a tube which doubles as an electrical resistance heater, rests within the pyrophyllite tetrahedron.
Thermocouples inserted through holes in the sample indicate temperature. The friction of the pyrophyllite on the fine thermocouple lead wires is enough to hold them in place during high pressure operation.
In opération, the pyrophyllite tetrahedron centers on the anvil faces, which are painted with rouge to increase friction and prevent extrusion of pyrophyllite. Since the triangular faces of the pyrophyllite tetrahedron are larger than the triangular anvil faces, some pyrophyllite is forced between the sides sloping from the anvil face, automatically forming a gasket. Continued motion of the anvils compresses· this gasket first, then the tetrahedron, and finally the sample.
The apparatus is calibrated by observing abrupt changes in electrical resistance of materials such as bismuth as pressure increases. Since the volume of the pyrophyllite tetrahedron is about 16 times as large as the sample container, differences in compressibility of various liquid and solid samples do not appreciably affect the pressure calibration.
• Other W a y s Possible. Hall also points out some other possible ways to obtain very high pressures. One is based on the idea of "pressure generation from within," A simple piston and cylinder arrangement could be clamped shut with no portion of the piston protruding from the cylinder—eliminating the piston breaking problem—and could withstand 500,000 atmospheres, if the pressure could be somehow generated from within, says Hall.
Materials that expand upon freezing would work. One end of a sample might be frozen to provide expansion with its own thermal insulation permitting heating of the other end under pressure conditions. Bismuth gives a maximum theoretical pressure near 18,000 atmospheres and actually has been used in some places. But germanium offers the best prospects for obtaining very high pressures this way. By freezing germanium, theoretical pressures could go as h igh as 180,000 atmospheres, predicts Hal l .
Chemical reactions, phase changes, and expansion due to heating also offer possibilities for obtaining high pressure within a confined volume. •
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