
Chad A. Mirkin, Northwestern University
For the invention and implementation of nanoparticle mega-libraries for materials discovery
Exploring the “Matterverse” with Nanomaterial Megalibraries
Nanotechnology has emerged as an interdisciplinary, transformative field that has hastened the pace of discovery by driving technological breakthroughs with profound impact on society. We have gained access to materials with size, shape, and composition-dependent chemical and physical properties that are permitting us to revolutionize aspects of energy and the environment, advanced manufacturing, and many other areas. For example, when one considers all possible combinations of the stable isotopes of the metals in the periodic table, an infinite number of possible materials exist. Such materials design becomes even more daunting at the nanoscale where small changes in size or shape, at a fixed chemical composition, can dramatically change the material’s properties. Therefore, the ability to rapidly synthesize and screen massive amounts of materials with desired properties is needed. My group has developed a nanoscale scanning probe lithography approach that, through the deposition of polymeric nanoreactors and thermal annealing, enables the preparation of “megalibraries” containing millions to billions of positionally encoded nanomaterials with distinct sizes and chemistries. Importantly, a single megalibrary contains new and well-defined inorganic materials than chemists cumulatively have produced and characterized to date. These megalibraries not only constitute a more rapid way to interrogate the materials genome, but also are exceptionally large sources of high-quality first-party data, a component historically missing from materials informatics efforts aimed at discovery. Accordingly, we have created an expansive and information-rich materials structure/function data factory that can train AI models to accurately predict new nanomaterial structure and function. Excitingly, the combination of megalibraries and AI will enable a transition from automated to fully autonomous workflows, essentially digitizing a component of the workforce. In so doing, this will change the way we design and conduct experiments, creating an inflection point in the pace at which we discover the capabilities of the matterverse.
MRS acknowledges the generosity of Dr. Gwo-Ching Wang and Dr. Toh-Ming Lu
in endowing the MRS Medal.