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Browsing by Author "Jensen, Zach"

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Browsing by Author "Jensen, Zach"

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    A Machine Learning Approach to Zeolite Synthesis Enabled by Automatic Literature Data Extraction 
    Jensen, Zach; Kim, Edward; Kwon, Soonhyoung; Gani, Terry Z.H.; Román-Leshkov, Yuriy; Moliner Marin, Manuel; Corma Canós, Avelino; Olivetti, Elsa (American Chemical Society, 2019-05-22)
    [EN] Zeolites are porous, aluminosilicate materials with many industrial and "green" applications. Despite their industrial relevance, many aspects of zeolite synthesis remain poorly understood requiring costly trial and ...
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    A priori control of zeolite phase competition and intergrowth with high-throughput simulations 
    Schwalbe-Koda, Daniel; Kwon, Soonhyoung; Paris, Cecilia; Bello-Jurado, Estefanía; Jensen, Zach; Olivetti, Elsa; Willhammar, Tom; Corma Canós, Avelino; Román-Leshkov, Yuriy; Moliner Marin, Manuel; Gomez-Bombarelli, Rafael (American Association for the Advancement of Science (AAAS), 2021-10-15)
    [EN] Zeolites are versatile catalysts and molecular sieves with large topological diversity, but managing phase competition in zeolite synthesis is an empirical, labor-intensive task. In this work, we controlled phase ...
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    Discovering Relationships between OSDAs and Zeolites through Data Mining and Generative Neural Networks 
    Jensen, Zach; Kwon, Soonhyoung; Schwalbe-Koda, Daniel; Paris, Cecilia; Gómez-Bombarelli, Rafael; Román-Leshkov, Yuriy; Corma Canós, Avelino; Moliner Marin, Manuel; Olivetti, Elsa A. (American Chemical Society, 2021-05-26)
    [EN] Organic structure directing agents (OSDAs) play a crucial role in the synthesis of micro- and mesoporous materials especially in the case of zeolites. Despite the wide use of OSDAs, their interaction with zeolite ...
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    ZeoSyn: A Comprehensive Zeolite Synthesis Dataset Enabling Machine-Learning Rationalization of Hydrothermal Parameters 
    Pan, Elton; Kwon, Soonhyoung; Jensen, Zach; Xie, Mingrou; Gómez-Bombarelli, Rafael; Moliner Marin, Manuel; Román-Leshkov, Yuriy; Olivetti, Elsa (2024-03-06)
    [EN] Zeolites, nanoporous aluminosilicates with well-defined porous structures, are versatile materials with applications in catalysis, gas separation, and ion exchange. Hydrothermal synthesis is widely used for zeolite ...