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Combinatorial Research

December 12, 2011

In a previous article (Tea Party Technologists, November 18, 2011), I used my power of the pen (now, more like the keyboard) to rant about the unstructured approaches to experiment that eschew theory and take a shotgun-like approach to innovation. This problem is not new. At the time that Fermi was making a mark on Italian physics, he had the unique problem that many Italian scientists thought that the future lay in unstructured inquiry; that is, try everything and see what works. They reminisced about things like Galvani's accidental discovery of twitching frogs' legs. Fermi and his school believed that experiment should be guided by theory.

Combinatorial chemistry, the idea that you should try many combinations of reactants or process conditions, has been with us since the 1990s. It became popular at the same time that its enabling technologies, computing and robotics, became relatively inexpensive. This approach is popular among pharmaceutical companies, who apparently use it to produce tens of thousands of unique compounds per year.

A recent paper in
Science makes no excuses about this approach, calling it a "Strategy of Accelerated Serendipity."[1] The research team that published this study used automation to evaluate a large number of random reactions for the synthesis of benzylic amines. Their robotic instrument was capable of performing more than a thousand reactions per day. They successfully discovered a unique reaction pathway for this synthesis.[1-2] Perhaps the end does justify the means.

Fortunately, the science involved here wasn't just the ability to recognize the desired end-product.
Princeton University professor, David MacMillan, a co-author of the Science paper, explained that
"...Once we understood how it happened, it set us up to design other completely new reactions based upon our understanding of what happened initially... Now, we're applying similar techniques broadly, finding new reactions continually and determining which ones are important.[2]

A related technique was used by a huge research team to discover a material with giant
magnetostriction. Team members were from the Department of Materials and Science Engineering, University of Maryland (College Park, Maryland), the Material Measurement Laboratory, National Institute of Standards and Technology (Gaithersburg, Maryland), the Institute of Metal Physics, Urals Branch of the Academy of Sciences (Ekaterinburg, Russia), the School of Mechanical, Industrial, and Manufacturing Engineering, Oregon State University (Corvallis, Oregon), the Stanford Synchrotron Radiation Lightsource, SLAC National Accelerator Laboratory (Menlo Park, California), and the Department of Physics and Astronomy, Rowan University (Glassboro, New Jersey).[3-4]

Magnetostriction is a useful material property that allows
mechanical actuation in response to a magnetic field. Unlike piezoelectric actuation, which requires a voltage connection to the actuator, magnetostrictive actuators can be operated without a physical connection. Many magnetostrictive alloys are made from rare earth elements, so less expensive alloy compositions are always welcome. For this reason, the research team tried to optimize magnetostriction in iron-cobalt alloys.

The research team used a unique combinatorial screening technique. They fabricated a large array of
centimeter length cantilevers on a silicon wafer and coated these with a varied ratio of cobalt and iron. The cantilevers allowed a simple means of measuring the magnetostriction by their degree of bending in response to a magnetic field. They subjected these alloy-coated cantilevers to two different heat treatments, including one that involved a rapid quench in water.[4] That the test wafers survived such treatment is a testament to the strength of single-crystal materials.

Transmission electron micrograph of a cobalt-iron magnetostrictive alloy.Transmission electron micrograph of an annealed cobalt-iron alloy. The material has a high magnetostriction because of its two-phase structure (iron-rich, blue, and cobalt-rich, red) and the nanoscale segregation.

(Photograph by Bendersky/NIST).

The quenching locked-in a particular
heterogeneous, nanoscale structure in which cobalt-rich FCC crystals were embedded in an iron-rich BCC matrix.[3] The best composition demonstrated considerable magnetostriction in magnetic fields as low as about 100 gauss.[4] For reference, the Earth's magnetic field is somewhat less than a gauss.

Ichiro Takeuchi, team leader and professor of Materials Science and Engineering at the University of Maryland, says that the magnetostriction of this alloy is less than, but comparable to, the value for Terfenol-D, a terbium-dysprosium-iron alloy with composition TbxDy1-xFe2, that's the best magnetostrictive material.[4]

Analysis of the microstructure of the Co1−xFex films indicates that the greatest magnetostriction occurs at compositions near the (fcc+bcc) -> bcc
phase boundary. The desirable properties arise from precipitation of a cobalt-rich fcc phase in an iron-rich bcc matrix.[3]

References:

  1. Andrew McNally, Christopher K. Prier and David W. C. MacMillan, "Discovery of an α-Amino C–H Arylation Reaction Using the Strategy of Accelerated Serendipity," Science, vol. 334 no. 6059 (November 25, 2011), pp. 1114-1117.
  2. Morgan Kelly, "Princeton technique puts chemistry breakthroughs on the fast track," Princeton University Press Release, November 28, 2011.
  3. Dwight Hunter, Will Osborn, Ke Wang, Nataliya Kazantseva, Jason Hattrick-Simpers, Richard Suchoski, Ryota Takahashi, Marcus L. Young, Apurva Mehta, Leonid A. Bendersky, Sam E. Lofland, Manfred Wuttig and Ichiro Takeuchi, "Giant magnetostriction in annealed Co1−xFex thin-films," Nature Communications, vol. 2, article no. 518, November 1, 2011,
  4. Michael Baum, "New Magnetic-Field-Sensitive Alloy Could Find Use in Novel Micromechanical Devices," NIST Tech Beat, November 22, 2011.