Atom to Application
My research develops knowledge, tools, and pipelines to link an understanding of how atoms are arranged in solid materials to applications at the human scale. I focus on complex solid-state inorganic materials, where both fundamental chemistry and macroscopic morphology play important roles. The majority of my research is connected to improving our understanding of condensed matter and increasing the application of solid-state Nuclear Magnetic Resonance.
My research broadly seeks to understand how atoms are arranged in solid materials, and then to apply this insight to either improve these materials or our understanding of them. To journey from the Pico meter sizes of atoms to the centimeter or meter sizes of most material applications, I use a variety of spectroscopic and computational techniques. A great challenge of this style of research is connecting the ideal laboratory environment--where we discover most exciting phenomena--with the “messy” environments and cruel practicalities of the real world.Research Tools
- Computational Chemistry
- Solid-state Nuclear Magnetic Resonance
- Machine Learning and Component Analysis
- Scalable Fabrication of Nanomaterials
My work in computational chemistry primarily studies diamagnetic and paramagnetic non-periodicity in otherwise periodic systems. Computational approaches enable both a prediction and possible interpretation of experimental results, in many cases enabling and extending conclusions drawn initially from expensive or difficult to obtain experimental NMR spectra. In most of my simulations, a single atomic species with unpaired electron spins is contained within a large diamagnetic oxide crystal, from which the Fermi-contact interactions and localized effects on the magnetic field can be estimated. Often, large probabilistic calculations paired with additional simulations are necessary to bridge the insight of the highly homogeneous computational simulations with the complex atomic distribution found in synthesized materials.Pretty pictures of elipses with gradients Most of computational chemistry is formulas and scripts, but if it were to look like circles, it would probably look like this.
Solid-state Nuclear Magnetic Resonance
Within Solid State NMR, most of my focus is in improving our ability to study multicomponent systems, especially thoes with trace elements. This entails developing both analysis software and more sensitive hardware. In regards to NMR hardware, my research includes “tiny lines”, small diameter transmission line probes, with a specific interest in low gamma nuclides.Tuning and match capacitors Variable vaccum capacitors like these allow very sensitive tuning far removed from the NMR probehead.
Machine Learning and Component Analysis
Modern spectroscopic data relevant to today’s most pressing problems are often highly complex, confusing, and typically difficult to interpret. Component analysis techniques attempt to extract the most meaningful aspects of the data and re-present them to the human in meaningful ways. My work in this domain merges spectroscopy with computer science and mathematical statistics to create more accurate algorithms for understanding chemical data. An intriguing puzzle of this research is implementing these sophisticated approaches for widespread impact, essentially making the fundamentals within a “black box” technique both transparent and easy to use.Activation and dense layers Dense layers trained with enough data begin to mimic the intuition of a highly trained spectroscopist using chemometric techniques.
Scalable Fabrication of Nanomaterials
Nanomaterials have demonstrated some fantastic properties, and many forward-looking technologies, like fuel cells, hinge on these materials. However, tiny things are often difficult to make in anything other than tiny amounts, a common problem in scaling up many of these promising technologies.
My research efforts in nanomaterials focus on high volume production (for a research setting), with a particular interest in enabling academic researches to experiment and test on systems which can be easily translated to industrial settings. Currently, work is focused on producing inexpensive and adaptable devices for electrospinning an expansive range of materials, solving nanoscale synthesis limitations with novel hardware.A "high" volume 93 kV electrospinner designed and constructed for an ARPA-E Caltech-Industry collaboration Electrostatic effects cause material to be pulled from the liquid surface into micron sized threads, which are then whipped (and stretched) into nanometer sized fibers.
Intermediate Fuel Cells and Solid Acid Fuel Cells
The current pursuit to curb CO2 emissions is dominated by replacing traditional energy technologies with highly efficient devices. Within the “fuel to power” domain, which is likely to dominate remote power generation and long-haul transportation, fuel cells have emerged as a possible replacement for combustion engines. Intermediate fuel cells, such as Solid Acid Fuel Cell (SAFCs), are a subset of fuel cell technologies, and are defined by their membranes which operate at elevated temperatures (200 to 400 C) materials. Although intermediate temperature fuel cells offer several advantages, significant research is likely needed to optimize atomic scale protonic transport for high performance in macroscale devices. CsH2PO4 nanofiber mat for interconnected fuel cell anodes These mats are produced using scalable synthesis techniques and electrospinning devices my research has developed.
In contrast to the high purity of an engineering environment, the Earth presents a messy and dynamic workspace for studying matter. With the eyes of an experimentalist, I see the Earth as a large chemistry project that has been running for 4.6 B years. In addition to the sheer variability and variety of natural materials present at the surface, Earth also provides materials from conditions that are unreasonable to replicate in a typical laboratory setting. Given the complexity of geologically-relevant questions, it is a perfect test ground to develop spectroscopic and analysis approaches. My work in geologic mineralogy has used NMR to identify possible mechanisms for incorporating trace elements into mantle minerals including forsterite, clinoenstatite, and periclase.Optical microscopy on crushed synthetic forsterite grains.
The exchange between engineering-focused sciences (materials science, mechanical engineering, ceramics) and the Earth sciences (geology and environmental sciences) happens too seldomly, and some of my current geological research involves developing and testing synthesis methods that I believe will be useful to future experimental petrologists.
Despite cement's widespread use and the enormous greenhouse gas emissions related to its production, the materials and methods used to produce cement have seen relatively minimal improvements over the last 190 years. The insight needed for creating the greener cements of tomorrow may actually come from a deeper understanding of the crystal structures and atomic species found in current and historic cements. My research in this area includes directed studies of key cement minerals, such as B-belite, as well as the application of computer algorithms to increase the capacity of spectroscopic techniques for studying these minerals.Electron microscopy of B-belite grains.The thermodynamics of phase stability can often be influenced by minor changes in composition. In the above image, B-belite grains are stabilized by adding 0.3 wt% Al.
Optical MaterialsStudying optical materials from new perspectives. My research has introduced paramagnetic NMR as powerful method for studying solid-state laser materials.
Optical materials play many key roles in the technological progress of our world, from enabling self-driving cars to detect pedestrians to reflecting the beam of light that enabled the observation of gravity waves. These materials' usefulness often depends on subtle changes to chemical composition and atomic arrangement; tailoring this composition can affect optic qualities. Additionally, many of the qualities that make optical materials great for optics also make them fascinating playgrounds for learning more about the complex nature of chemical bonding and distribution.
The majority of spectroscopic research in this field uses (with little surprise) optical spectroscopy. While it is a powerful and aptly suited technique, it is, like all spectroscopy techniques, only able to observe part of the picture. My research has presented an efficient NMR spectroscopic approach that uses the effects of unpaired electronic spins to observe atomic distribution in optical grade materials such as laser, scintillators, and phosphors. In future work I intend to merge my expertise with low concentration NMR to investigate the formation and minimization of grain boundary defects in optical materials, a current problem limiting the application and effectiveness of multicrystalline solid-state laser materials.