Research output per year
Research output per year
Personal profile
Austrian Fields of Study 2012 (6-stellig)
- 205019 Material sciences
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Dive into the research topics where Alexandra Serebrennikova is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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Physics informed neural networks reveal valid models for reactive diffusion of volatiles through paper
Serebrennikova, A., Teubler, R., Hoffellner, L., Leitner, E., Hirn, U. & Zojer, K., 5 Mar 2024, In: Chemical Engineering Science. 285, 285, p. 1-12 12 p., 119636.Research output: Contribution to journal › Article › peer-review
Open Access -
SIMPLE ANALYTICAL METHODS AS BASIS FOR PHYSICS INFORMED NEURAL NETWORKS REVEALING VALID MODELS FOR REACTIVE DIFFUSION OF VOLATILES THROUGH PAPER
Teubler, R., Serebrennikova, A., Hoffellner, L., Leitner, E., Hirn, U. & Zojer, K., 19 Sept 2023.Research output: Contribution to conference › Poster
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Transport of organic volatiles through paper: physics-informed neural networks for solving inverse and forward problems
Serebrennikova, A., Teubler, R., Hoffellner, L., Leitner, E., Hirn, U. & Zojer, K., 22 Apr 2022.Research output: Contribution to conference › Poster
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Transport of Organic Volatiles through Paper: Physics-Informed Neural Networks for Solving Inverse and Forward Problems
Serebrennikova, A., Teubler, R., Hoffellner, L., Leitner, E., Hirn, U. & Zojer, K., Dec 2022, In: Transport in Porous Media. 145, 3, p. 589–612 24 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Transport of Organic Volatiles through Paper: Physics-Informed Neural Networks for Solving Inverse and Forward Problems
Serebrennikova, A., Teubler, R., Hoffellner, L., Leitner, E., Hirn, U. & Zojer, K., 2022, In: Transport in Porous Media. 145, p. 589-612Research output: Contribution to journal › Article › peer-review
Open Access
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Physics-Informed Deep Learning for Reactive Transport of Volatiles in Cellulose-based Porous Media
Alexandra Serebrennikova (Speaker), Raimund Teubler (Contributor), Ekaterina Baikova (Contributor), Eduardo Machado Charry (Contributor) & Karin Zojer (Contributor)
May 2023Activity: Talk or presentation › Talk at conference or symposium › Science to science
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Solving inverse transport problems across irregular interfaces of sorptive porous media via physics-informed neural networks
Alexandra Serebrennikova (Speaker) & Karin Zojer (Speaker)
30 Mar 2023Activity: Talk or presentation › Talk at conference or symposium › Science to science
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Temporarily and spatially resolved transport behavior of volatiles through paper
Raimund Teubler (Speaker), Lisa Hoffellner (Contributor), Erich Leitner (Contributor), Alexandra Serebrennikova (Contributor) & Karin Zojer (Contributor)
2 Feb 2023Activity: Talk or presentation › Talk at conference or symposium › Science to science
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Transport of organic volatiles through paper: physics-informed neural networks for solving inverse and forward problems
Alexandra Serebrennikova (Speaker), Raimund Teubler (Contributor), Lisa Hoffellner (Contributor), Erich Leitner (Contributor), Ulrich Hirn (Contributor) & Karin Zojer (Contributor)
9 Apr 2022Activity: Talk or presentation › Talk at conference or symposium › Science to science
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Transport of organic volatiles through paper: physics-informed neural networks for solving inverse and forward problems
Alexandra Serebrennikova (Speaker), Raimund Teubler (Speaker), Lisa Hoffellner (Speaker), Erich Leitner (Speaker), Ulrich Hirn (Speaker) & Karin Zojer (Speaker)
7 Sept 2022Activity: Talk or presentation › Talk at conference or symposium › Science to science