Susan Sinnott

Affiliate Researcher
Titles and Affiliations
Department Head and Professor, Materials Science and Engineering

Dr. Sinnott’s research program uses computational atomistic methods to design and investigate materials. This area has seen tremendous growth in the last two decades because of a combination of factors, including the increasing availability and low cost of fast computers, the refinement of atomistic methods, the shrinking of device dimensions, and the improved ability of experimentalists to study materials at the nanometer scale. It approaches well-established continuum level modeling (such as finite element analysis) and fluid dynamics at high length scales (100s-1000s nanometers), and overlaps with traditional physics and chemistry at small length scales (1-10 nanometers). The specific materials examined in my group include polymers, ceramics, metals, and electronic materials.

Research in the Sinnott Group is focused on the application of computational methods at the electronic-structure and atomic scales to (1) examine the chemical modification of polymer and composite surfaces; (2) investigate the influence of grain boundaries, point defects, and heterogeneous interfaces on material properties; (3) design materials using a combination of computational methods, experiment, and data informatics within an interdisciplinary research team; and (4) determine the physical, chemical, optical and electrical properties of surfaces, nanostructures, and doped materials.

A major area of emphasis is the development of inventive methods to enable the modeling of new material systems at the atomic level. This includes extending a very popular reactive atomic-scale method to model hydrocarbon and carbon-based systems to include fluorine, oxygen, and sulfur. Reactive methods allow for bond breaking and new bond formation to occur during a simulation and are thus distinguishable from the force fields used in biological studies that are primarily used to optimize molecular geometries. A many-body, reactive method has also been developed to model molybdenum disulfide, a material of interest as a solid-state lubricant and of increasing interest as a graphene-like lamellar material. Current efforts are focused on development and extension of a reactive method that allows for the modeling of heterogeneous systems that include materials with covalent, metallic, and ionic bonding within the same unit cell. This approach, the charge optimized many-body (COMB) potentials for the atomic-scale modeling of materials, has been incorporated into the open-source massively parallel molecular dynamics software developed at Sandia National Laboratory to make them available to the scientific and engineering communities after rigorous testing. 

In the News

Research Keywords

Recent Publications

Multivalency in Zr6Nb2O17

Spurling, R. J., Sivak, J. T., Sinnott, S. B. & Maria, J. P., Jan 15 2026, In: Scripta Materialia. 271, 117014.

Research output: Contribution to journalArticlepeer-review

Chemically-Disordered Transparent Conductive Perovskites With High Crystalline Fidelity

Almishal, S. S. I., Kezer, P., Sivak, J. T., Iwabuchi, Y., Ayyagari, S. V. G., Sarker, S., Furst, M., Bejger, G., Yang, B., Gelin, S., Alem, N., Dabo, I., Rost, C. M., Sinnott, S. B., Crespi, V., Gopalan, V., Engel-Herbert, R., Heron, J. T. & Maria, J. P., 2025, (Accepted/In press) In: Advanced Science.

Research output: Contribution to journalArticlepeer-review

Order evolution from a high-entropy matrix: Understanding and predicting paths to low-temperature equilibrium

Almishal, S. S. I., Miao, L., Tan, Y., Kotsonis, G. N., Sivak, J. T., Alem, N., Chen, L. Q., Crespi, V. H., Dabo, I., Rost, C. M., Sinnott, S. B. & Maria, J. P., Feb 2025, In: Journal of the American Ceramic Society. 108, 2, e20223.

Research output: Contribution to journalArticlepeer-review

Thermodynamics-inspired high-entropy oxide synthesis

Almishal, S. S. I., Furst, M., Tan, Y., Sivak, J. T., Bejger, G., Petruska, J., Ayyagari, S. V. G., Srikanth, D., Alem, N., Rost, C. M., Sinnott, S. B., Chen, L. Q. & Maria, J. P., Dec 2025, In: Nature communications. 16, 1, 8211.

Research output: Contribution to journalArticlepeer-review

Lanthanide L-edge spectroscopy of high-entropy oxides: insights into valence and phase stability

Bejger, G. R., Caucci, M. K., Almishal, S. S. I., Yang, B., Maria, J. P., Sinnott, S. B. & Rost, C. M., Sep 9 2025, In: Journal of Materials Chemistry A. 13, 35, p. 29060-29069 10 p.

Research output: Contribution to journalArticlepeer-review

Performance of exchange-correlation approximations to density functional theory for rare-earth oxides

Caucci, M. K., Sivak, J. T., Almishal, S. S. I., Rost, C. M., Dabo, I., Maria, J. P. & Sinnott, S. B., May 2025, In: Computational Materials Science. 253, 113837.

Research output: Contribution to journalArticlepeer-review

Moving in the right direction: Emerging ideas in fitting accurate potentials

Reinhart, W. F. & Sinnott, S. B., Oct 2025, In: MRS Bulletin. 50, 10, p. 1188-1199 12 p.

Research output: Contribution to journalArticlepeer-review

Discovering High-Entropy Oxides with a Machine-Learning Interatomic Potential

Sivak, J. T., Almishal, S. S. I., Caucci, M. K., Tan, Y., Srikanth, D., Petruska, J., Furst, M., Chen, L. Q., Rost, C. M., Maria, J. P. & Sinnott, S. B., May 30 2025, In: Physical review letters. 134, 21, 216101.

Research output: Contribution to journalArticlepeer-review

Phase-field study of precipitate morphology in epitaxial high-entropy oxide films

Tan, Y., Sivak, J. T., Almishal, S. S. I., Maria, J. P., Sinnott, S. B., Ji, Y. & Chen, L. Q., Mar 1 2025, In: Acta Materialia. 286, 120721.

Research output: Contribution to journalArticlepeer-review

Flux Synthesis of A-site Disordered Perovskite La0.5M0.5TiO3 (M═Li, Na, K) Nanorods Tailored for Solid Composite Electrolytes

Wang, T., Ock, J., Chen, X. C., Wang, F., Li, M., Chambers, M. S., Veith, G. M., Shepard, L. B., Sinnott, S. B., Borisevich, A., Chi, M., Bhattacharya, A., Clément, R. J., Sokolov, A. P. & Dai, S., Jan 20 2025, In: Advanced Science. 12, 3, 2408805.

Research output: Contribution to journalArticlepeer-review

Predicted influence of the combination of two different chemical functional groups on the separation of gas mixtures by porous aromatic frameworks

Wang, Y., Han, C. & Sinnott, S. B., Feb 20 2025, In: Computational Materials Science. 250, 113672.

Research output: Contribution to journalArticlepeer-review

Correction to: Effects of Sb and Bi Doping in SnTe Layers Grown by Molecular Beam Epitaxy (ACS Appl. Electron. Mater. (2025) 7:8 (3543−3551) DOI: 10.1021/acsaelm.5c00299)

Zhang, Q., Caucci, M. K., Hilse, M., Diaz Gomez, A., Sinnott, S. & Law, S., Jun 24 2025, In: ACS Applied Electronic Materials. 7, 12, p. 5730 1 p.

Research output: Contribution to journalComment/debatepeer-review

Effects of Sb and Bi Doping in SnTe Layers Grown by Molecular Beam Epitaxy

Zhang, Q., Caucci, M. K., Hilse, M., Diaz Gomez, A., Sinnott, S. & Law, S., Apr 22 2025, In: ACS Applied Electronic Materials. 7, 8, p. 3543-3551 9 p.

Research output: Contribution to journalArticlepeer-review

Untangling individual cation roles in rock salt high-entropy oxides

Almishal, S. S. I., Sivak, J. T., Kotsonis, G. N., Tan, Y., Furst, M., Srikanth, D., Crespi, V. H., Gopalan, V., Heron, J. T., Chen, L. Q., Rost, C. M., Sinnott, S. B. & Maria, J. P., Oct 15 2024, In: Acta Materialia. 279, 120289.

Research output: Contribution to journalArticlepeer-review

Cluster expansion by transfer learning for phase stability predictions

Dana, A., Mu, L., Gelin, S., Sinnott, S. B. & Dabo, I., Jun 2024, In: Computational Materials Science. 242, 113073.

Research output: Contribution to journalArticlepeer-review