TY - RPRT TI - Comparing Machine Learning and Physics-Based Nanoparticle Geometry Determinations Using Far-Field Spectral Properties AU - Sun, Mengqi [University of Washington, Seattle, WA (United States)] (ORCID:0000000235004189) AU - Huang, Zixu [University of Washington, Seattle, WA (United States)] (ORCID:0009000464322612) AU - Yaman, Muammer Y. [University of Washington, Seattle, WA (United States)] AU - Ziatdinov, Maxim [Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)] AU - Kalinin, Sergei V. [University of Tennessee, Knoxville, TN (United States); Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)] (ORCID:0000000153546152) AU - Ginger, David S. [University of Washington, Seattle, WA (United States); Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)] (ORCID:0000000297595447) PY - 2025 DO - 10.1021/acs.jpcc.5c07879 UR - https://www.osti.gov/biblio/3014584 ID - 3014584 ER -