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Explainability and human intervention in autonomous scanning probe microscopy.
Patterns (N Y). 2023 Oct 9;4(11):100858. doi: 10.1016/j.patter.2023.100858. eCollection 2023 Nov 10.
Patterns (N Y). 2023.
PMID: 38035198
Free PMC article.
Roadmap on Deep Learning for Microscopy.
Volpe G, Wählby C, Tian L, Hecht M, Yakimovich A, Monakhova K, Waller L, Sbalzarini IF, Metzler CA, Xie M, Zhang K, Lenton ICD, Rubinsztein-Dunlop H, Brunner D, Bai B, Ozcan A, Midtvedt D, Wang H, Sladoje N, Lindblad J, Smith JT, Ochoa M, Barroso M, Intes X, Qiu T, Yu LY, You S, Liu Y, Ziatdinov MA, Kalinin SV, Sheridan A, Manor U, Nehme E, Goldenberg O, Shechtman Y, Moberg HK, Langhammer C, Špačková B, Helgadottir S, Midtvedt B, Argun A, Thalheim T, Cichos F, Bo S, Hubatsch L, Pineda J, Manzo C, Bachimanchi H, Selander E, Homs-Corbera A, Fränzl M, de Haan K, Rivenson Y, Korczak Z, Adiels CB, Mijalkov M, Veréb D, Chang YW, Pereira JB, Matuszewski D, Kylberg G, Sintorn IM, Caicedo JC, Cimini BA, Bell MAL, Saraiva BM, Jacquemet G, Henriques R, Ouyang W, Le T, Gómez-de-Mariscal E, Sage D, Muñoz-Barrutia A, Lindqvist EJ, Bergman J.
Volpe G, et al. Among authors: ziatdinov ma.
ArXiv [Preprint]. 2023 Mar 7:arXiv:2303.03793v1.
ArXiv. 2023.
PMID: 36945686
Free PMC article.
Preprint.
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Automated Experiments of Local Non-Linear Behavior in Ferroelectric Materials.
Liu Y, Kelley KP, Vasudevan RK, Zhu W, Hayden J, Maria JP, Funakubo H, Ziatdinov MA, Trolier-McKinstry S, Kalinin SV.
Liu Y, et al. Among authors: ziatdinov ma.
Small. 2022 Dec;18(48):e2204130. doi: 10.1002/smll.202204130. Epub 2022 Oct 17.
Small. 2022.
PMID: 36253123
Item in Clipboard
Hypothesis Learning in Automated Experiment: Application to Combinatorial Materials Libraries.
Ziatdinov MA, Liu Y, Morozovska AN, Eliseev EA, Zhang X, Takeuchi I, Kalinin SV.
Ziatdinov MA, et al.
Adv Mater. 2022 May;34(20):e2201345. doi: 10.1002/adma.202201345. Epub 2022 Apr 12.
Adv Mater. 2022.
PMID: 35279893
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Deep data analysis via physically constrained linear unmixing: universal framework, domain examples, and a community-wide platform.
Kannan R, Ievlev AV, Laanait N, Ziatdinov MA, Vasudevan RK, Jesse S, Kalinin SV.
Kannan R, et al. Among authors: ziatdinov ma.
Adv Struct Chem Imaging. 2018;4(1):6. doi: 10.1186/s40679-018-0055-8. Epub 2018 Apr 30.
Adv Struct Chem Imaging. 2018.
PMID: 29755927
Free PMC article.
Review.
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