PapersV1 — SunLab@Cambridge

Papers

Full publication list on Google Scholar

Drawing Hands, 1948, by MC Escher

Autonomy

High-throughput synthesis

Sun, Shijing, et al. "Accelerated development of perovskite-inspired materials via high-throughput synthesis and machine-learning diagnosis." Joule 3.6 (2019): 1437-1451.
Data fusion

Sun, Shijing, et al. "A data fusion approach to optimize compositional stability of halide perovskites." Matter 4.4 (2021): 1305-1322.
Closed-loop research platforms

Montoya, Joseph H., et al. "Toward autonomous materials research: Recent progress and future challenges." Applied Physics Reviews 9.1 (2022).
AI-assisted materials discovery

Montoya, Joseph H., et al. "Computer-assisted discovery and rational synthesis of ternary oxides." ChemrXiv (2023).

Informatics

Accelerated XRD

Oviedo, Felipe, et al. "Fast and interpretable classification of small X-ray diffraction datasets using data augmentation and deep neural networks." npj Computational Materials 5.1 (2019): 60.
Interpretable perovskite capping layer design

Hartono, Noor Titan Putri, et al. "How machine learning can help select capping layers to suppress perovskite degradation." Nature Communications 11.1 (2020): 4172.
Materials representation

Torrisi, Steven B., et al. "Materials cartography: A forward-looking perspective on materials representation and devising better maps." APL Machine Learning 1.2 (2023).
Battery degradation inference

Ansari, Mehrad, et al. "History-Agnostic Battery Degradation Inference." ChemrXiv (2023).

Materials

Energy

Autonomy

Halder, Ansuman, et al.

AI-Driven Robot Enables Synthesis-Property Relation Prediction for Metal Halide Perovskites in Humid Atmosphere

Nandishwara Kshithij Mysore, et al.

Data-driven microstructural optimization of Ag-Bi-I perovskite-inspired materials

Materials

Chong, Kai Xiang, et al.

Controlling metal–organic framework crystallization via computer vision and robotic handling

Stay tuned for more publications from UW

Full publication list on Google Scholar