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M

Marcus M. Noack

Lawrence Berkeley National Laboratory

14H-index
89Paper Count
605Citation Count
Published Papers 21
Publication Date
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Absorption dissymmetry factor enhancement: A data-driven approach to unravel the synthesis knobs of chiral 2D perovskites
errMatter
IF17.5
err2026-03-19
err0
PREAI
errRaphael F. Moral; Maher B. Alghalayini; Raushan N. Nurdillayeva; Do-Kyoung Lee; Tim Kodalle; Paulo E. Marchezi; David P. Fenning; Marcus M. Noack; Craig P. Schwartz; Carolin M. Sutter-Fella
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errSave
EcoBOT: an AI/ML enabled automated phenotyping capability for model plants
errFrontiers in Plant Science
IF4.8
err2025-12-02
err0
errOAAI
errPeter F. Andeer; Petrus H. Zwart; Daniela Ushizima; Marcus M. Noack; Lloyd T. Cornmesser; Thomas M. Vess†; Zineb Sordo; Stephen Tan; Joseph Zorzi; Chelsea Hernandez; Vlastimil Novak; Yezhang Ding; John P. Vogel; Benjamin P. Bowen; James A. Sethian; Trent R. Northen
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errSave
Effect of likelihood misspecification in Gaussian process-driven autonomous experimentation
errAPL Machine Learning
IF0
err2025-12-01
err0
PREAI
errPerryman, David Elliott; Lepetit, Marie-Bernadette; Lauchli, Andreas M.; Mazzone, Daniel G.; Noack, Marcus M.; Boehm, Martin
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errSave
Compactly-Supported Nonstationary Kernels for Computing Exact Gaussian Processes on Big Data
errENVIRONMETRICS
IF1.7
err2025-12-01
err0
errOAAI
errRisser, Mark D.; Noack, Marcus M.; Luo, Hengrui; Pandolfi, Ronald J.
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errSave
BEACON—automated aberration correction for scanning transmission electron microscopy using Bayesian optimization
errnpj Computational Materials
IF11.9
err2025-08-24
err0
errOAAI
errAlexander J. Pattison; Stephanie M. Ribet; Marcus M. Noack; Georgios Varnavides; Kunwoo Park; Earl J. Kirkland; Jungwon Park; Colin Ophus; Peter Ercius
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errSave
AI-Driven Robot Enables Synthesis-Property Relation Prediction for Metal Halide Perovskites in Humid Atmosphere
errAdvanced Energy Materials
IF26
err2025-07-06
err0
PREAI
errAnsuman Halder; Maher B. Alghalayini; Shuan Cheng; Nikil Thalanki; Thong M. Nguyen; Abigail R. Hering; Do-Kyoung Lee; Simon Arnold; Marina S. Leite; Edward Barnard; Aleksandr Razumtcev; Morgan Wall; Arian Gashi; Yi-Ru Liu; Marcus M. Noack; Shijing Sun; Carolin M. Sutter-Fella
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errSave
Early prediction of the failure probability distribution for energy-storage driven by domain-knowledge-informed machine learning
errCell Reports Physical Science
IF7.3
err2025-06-05
err0
errOAAI
errMaher B. Alghalayini; Stephen J. Harris; Marcus M. Noack
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errSave
Machine-learning-based efficient parameter space exploration for energy storage systems
errCELL REPORTS PHYSICAL SCIENCE
IF7.3
err2025-04-01
err0
errOAAI
errAlghalayini, Maher B.; Collins-Wildman, Daniel; Higa, Kenneth; Guevara, Armina; Battaglia, Vincent; Noack, Marcus M.; Harris, Stephen J.
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errSave
A substitutional quantum defect in WS2 discovered by high-throughput computational screening and fabricated by site-selective STM manipulation
errNATURE COMMUNICATIONS
IF15.7
err2024-04-26
err0
errOAAI
errThomas, John C.; Chen, Wei; Xiong, Yihuang; Barker, Bradford A.; Zhou, Junze; Chen, Weiru; Rossi, Antonio; Kelly, Nolan; Yu, Zhuohang; Zhou, Da; Kumari, Shalini; Barnard, Edward S.; Robinson, Joshua A.; Terrones, Mauricio; Schwartzberg, Adam; Ogletree, D. Frank; Rotenberg, Eli; Noack, Marcus M.; Griffin, Sinead; Raja, Archana; Strubbe, David A.; Rignanese, Gian-Marco; Weber-Bargioni, Alexander; Hautier, Geoffroy
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errSave
Statistical and machine learning-based durability-testing strategies for energy storage
errJOULE
IF35.4
err2023-05-01
err10
errOAAI
errHarris, Stephen J.; Noack, Marcus M.
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errSave
Exact Gaussian processes for massive datasets via non-stationary sparsity-discovering kernels
errSCIENTIFIC REPORTS
IF3.9
err2023-03-13
err7
errOAAI
errNoack, Marcus M.; Krishnan, Harinarayan; Risser, Mark D.; Reyes, Kristofer G.
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errSave
Mathematical nuances of Gaussian process-driven autonomous experimentation
errMRS BULLETIN
IF4.9
err2023-03-01
err7
errOAAI
errNoack, Marcus M.; Reyes, Kristofer G.
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errSave
Autonomous discovery of emergent morphologies in directed self-assembly of block copolymer blends
errSCIENCE ADVANCES
IF12.5
err2023-01-13
err19
errOAAI
errDoerk, Gregory S.; Stein, Aaron; Bae, Suwon; Noack, Marcus M.; Fukuto, Masafumi; Yager, Kevin G.
errShare
errSave
Surface enrichment dictates block copolymer orientation
errNANOSCALE
IF5.1
err2023-01-01
err3
errOAAI
errBae, Suwon; Noack, Marcus M.; Yager, Kevin G.
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errSave
Machine-learning for designing nanoarchitectured materials by dealloying
errCOMMUNICATIONS MATERIALS
IF9.6
err2022-11-09
err6
errOAAI
errZhao, Chonghang; Chung, Cheng-Chu; Jiang, Siying; Noack, Marcus M.; Chen, Jiun-Han; Manandhar, Kedar; Lynch, Joshua; Zhong, Hui; Zhu, Wei; Maffettone, Phillip; Olds, Daniel; Fukuto, Masafumi; Takeuchi, Ichiro; Ghose, Sanjit; Caswell, Thomas; Yager, Kevin G.; Chen-Wiegart, Yu-chen Karen
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errSave
Autonomous scanning probe microscopy investigations over WS2 and Au{111}
errNPJ COMPUTATIONAL MATERIALS
IF11.9
err2022-05-02
err19
errOAAI
errThomas, John C.; Rossi, Antonio; Smalley, Darian; Francaviglia, Luca; Yu, Zhuohang; Zhang, Tianyi; Kumari, Shalini; Robinson, Joshua A.; Terrones, Mauricio; Ishigami, Masahiro; Rotenberg, Eli; Barnard, Edward S.; Raja, Archana; Wong, Ed; Ogletree, D. Frank; Noack, Marcus M.; Weber-Bargioni, Alexander
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errSave
Autonomous materials discovery driven by Gaussian process regression with inhomogeneous measurement noise and anisotropic kernels
errSCIENTIFIC REPORTS
IF3.9
err2020-10-19
err64
errOAAI
errNoack, Marcus M.; Doerk, Gregory S.; Li, Ruipeng; Streit, Jason K.; Vaia, Richard A.; Yager, Kevin G.; Fukuto, Masafumi
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errSave
K-means-driven Gaussian Process data collection for angle-resolved photoemission spectroscopy
errMACHINE LEARNING-SCIENCE AND TECHNOLOGY
IF4.6
err2020-10-15
err12
errOAAI
errMelton, Charles N.; Noack, Marcus M.; Ohta, Taisuke; Beechem, Thomas E.; Robinson, Jeremy; Zhang, Xiaotian; Bostwick, Aaron; Jozwiak, Chris; Koch, Roland J.; Zwart, Petrus H.; Hexemer, Alexander; Rotenberg, Eli
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errSave
Advances in Kriging-Based Autonomous X-Ray Scattering Experiments
errSCIENTIFIC REPORTS
IF3.9
err2020-01-28
err38
errOAAI
errNoack, Marcus M.; Doerk, Gregory S.; Li, Ruipeng; Fukuto, Masafumi; Yager, Kevin G.
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errSave
A Kriging-Based Approach to Autonomous Experimentation with Applications to X-Ray Scattering
errSCIENTIFIC REPORTS
IF3.9
err2019-08-14
err89
errOAAI
errNoack, Marcus M.; Yager, Kevin G.; Fukuto, Masafumi; Doerk, Gregory S.; Li, Ruipeng; Sethian, James A.
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errSave

Research Directions

No research directions
Co-authors
Cooperation Journals
M
Mauricio Terrones
H-index: 131 · Papers: 1.0K
R
Richard A. Vaia
H-index: 85 · Papers: 576
E
Eli Rotenberg
H-index: 79 · Papers: 660
S
Stephen J. Harris
H-index: 77 · Papers: 413
D
D. Frank Ogletree
H-index: 70 · Papers: 275
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