Publications


Methods and Applications of Autonomous ExperimentationM Noack, D Ushizima

CRC Press


2023

A substitutional quantum defect in WS2 discovered by high-throughput computational screening and fabricated by site-selective STM manipulationJ Thomas, W Chen, Y Xiong, B Barker, J Zhou, W Chen, A Rossi, N Kelly, ...


2023

A Unifying Perspective on Non-Stationary Kernels for Deeper Gaussian ProcessesMM Noack, H Luo, MD Risser

arXiv preprint arXiv:2309.10068


2023

Improve neutron measurement performance with AI and machine learningP Mutti, M Boehm, Y Le Goc, T Weber, M Noack, J Sethian

Acta Crystallographica Section A: Foundations of Crystallography 78, a222-a222


2023

Automating STEM Aberration Correction via Bayesian OptimizationAJ Pattison, M Noack, P Ercius

Microscopy and Microanalysis 29 (Supplement_1), 1881-1882


2023

Advanced Gaussian Processes for Function Approximation, Uncertainty Quantification, and Autonomous ExperimentationM Noack

Microscopy and Microanalysis 29 (Supplement_1), 1917-1917


2023

Autonomous x-ray scatteringKG Yager, PW Majewski, MM Noack, M Fukuto

Nanotechnology 34 (32), 322001

4

2023

Statistical and machine learning-based durability-testing strategies for energy storageSJ Harris, MM Noack

Joule 7 (5), 920-934

3

2023

Advancing the capabilities of polymer blend directed self-assemblyGS Doerk, A Stein, S Bae, M Noack, M Fukuto, AA Kulkarni, K Toth, ...

Novel Patterning Technologies 2023, PC124970I


2023

Exact Gaussian processes for massive datasets via non-stationary sparsity-discovering kernelsMM Noack, H Krishnan, MD Risser, KG Reyes

Scientific reports 13 (1), 3155

6

2023

Mathematical nuances of Gaussian process-driven autonomous experimentationMM Noack, KG Reyes

MRS Bulletin 48 (2), 153-163

5

2023

Autonomous discovery of emergent morphologies in directed self-assembly of block copolymer blendsGS Doerk, A Stein, S Bae, MM Noack, M Fukuto, KG Yager

Science advances 9 (2), eadd3687

11

2023

Artificial Intelligence (AI) and Machine Learning (ML) at Experimental FacilitiesJA Sethian, JJ Donatelli, A Hexemer, MM Noack, DM Pelt, DM Ushizima, ...

Artificial Intelligence for Science: A Deep Learning Revolution, 117-143


2023

Surface enrichment dictates block copolymer orientationS Bae, MM Noack, KG Yager

Nanoscale 15 (15), 6901-6912

1

2023

Machine-learning for designing nanoarchitectured materials by dealloyingC Zhao, CC Chung, S Jiang, MM Noack, JH Chen, K Manandhar, J Lynch, ...

Communications Materials 3 (1), 86

2

2022

Advanced stationary and nonstationary kernel designs for domain-aware gaussian processesMM Noack, JA Sethian

Communications in Applied Mathematics and Computational Science 17 (1), 131-156

12

2022

Exact Gaussian processes for massive datasets via non-stationary sparsity-discovering kernelsMM Noack, H Krishnan, MD Risser, KG Reyes

arXiv preprint arXiv:2205.09070

1

2022

Autonomous scanning probe microscopy investigations over WS2 and Au{111}JC Thomas, A Rossi, D Smalley, L Francaviglia, Z Yu, T Zhang, S Kumari, ...

npj Computational Materials 8 (1), 99

10

2022

Benchmarking autonomous scattering experiments illustrated on TASM Teixeira Parente, A Schneidewind, G Brandl, C Franz, M Noack, ...

Frontiers in Materials 8, 772014

4

2022