Preprints

X. Li^†, H. Han^†, N. Evangelou^†, N. J. Wichrowski^†, P. Lu, W. Xu, S. Hwang, W. Zhao, C. Song, X. Guo, A. Bhan, I. G. Kevrekidis, M. Tsapatsis, “Crystal Engineering of a Zeolite Using Machine Learning,” 2022. [Under Review]
N. Evangelou^†, N. J. Wichrowski^†, G. A. Kevrekidis, F. Dietrich, M. Kooshbaghi, S. McFann, I. G. Kevrekidis, “On the Parameter Combinations that Matter and on Those That do Not: Data-Driven Studies of Parameter (Non)identifiability,” arxiv:2110.06717, 2022. [To appear in PNAS Nexus]

^† Equal contribution

Publications

D. Pozharskiy, N. J. Wichrowski, A. B. Duncan, G. A. Pavliotis, I. G. Kerekidis, “Manifold Learning for Accelerating Coarse-Grained Optimization,” J. Comput. Dyn., 2020, 7(2), 511-536.
N. J. Wichrowski, A. C. Fisher, N. S. Arden, X. Yang, “An Overview of Drug Substance Manufacturing Processes,” AAPS PharmSciTech, 2020, 21(7), 1-6.
B. Mobley, K. M. Cook, A. K. Safigan, N. Wichrowski, Z. Nega, V. Rodriguez-Santiago, “Ionic Transport Through Metal-Rich Organic Coatings,” Report No. NAWCADPAX/TIM-2016/54, Patuxent River, MD: U.S. Department of the Navy, 2016.

Presentations

N. Evangelou, N. J. Wichrowski, G. Kevrekidis, F. Dietrich, M. Kooshbaghi, S. Y. Shvartsman, I. G. Kevrekidis, “A Data-Driven Approach to Disentangled Parameterization of Relations, with an Appli- cation to Multisite Phosphorylation,” in 2021 AIChE Annual Meeting, 7-19 Nov 2021, Boston, MA.
N. Evangelou, N. Wichrowski, E. Crabtree, F. Dietrich, J. Bello-Rivas, A. Yeh, J. Zhang, M. A. Bevan, I. G. Kevrekidis. “From Brownian Dynamics Simulations and Experimental Observations of Colloidal Suspensions to Data-Driven Observables and Effective SDEs with Manifold Learning,” in 2021 AIChE Annual Meeting, 7-19 Nov 2021, Boston, MA.
D. Sroczynski, E. Koronaki, F. Dietrich, N. Wichrowski, I. G. Kevrekidis, “Learning What to Learn: Some Data-Driven Twists in Linking System Identification, Manifold Learning, and (Possibly) Causality Considerations,” in 2021 AIChE Annual Meeting, 7-19 Nov 2021, Boston, MA.
J. Bello-Rivas, N. J. Wichrowski, Y. M. Psarellis, I. G. Kevrekidis, “Exploring Energy Landscapes using the Directed Graph Laplacian,” in 2019 AIChE Annual Meeting, 10-15 Nov 2019, Orlando, FL.
N. Wichrowski, Y. M. Psarellis, Y. G. Kevrekidis. “Exploring Energy Landscapes using the Directed Graph Laplacian,” in Applied Mathematics: The Next 50 Years, 17-21 Jun 2019, Seattle, WA.
N. Wichrowski, X. Yang, A. Fisher. “An Overview for Drug Substance Manufacturing Processes,” in Food and Drug Administration 2nd Annual Student Intern Science Poster Exhibit, 2 Aug 2017, Silver Spring, MD.
S. Abousaleh, N. Badami, J. Foote, A. Hurwitz, A. Johnson, D. Kessler, J. Lamas, J. Lynch, R. McFaul, T. Ogden, S. Rosofsky, N. Wichrowski, C. Woo. “Dynamic Magnetic Stabilization,” in University of Maryland Undergraduate Research Day, 27 Apr 2016, College Park, MD.
S. Abousaleh, N. Badami, J. Foote, A. Hurwitz, A. Johnson, D. Kessler, J. Lamas, J. Lynch, R. McFaul, T. Ogden, S. Rosofsky, N. Wichrowski, C. Woo. “MagNET: Magnetic Non-mechanical Energy Transfer,” in University of Maryland Gemstone Colloquium, 18-19 Nov 2015, College Park, MD.