Topological data analysis: Concepts, computation, and applications in chemical engineering
A primary hypothesis that drives scientific and engineering studies is that data has structure. The dominant paradigms for describing such structure are statistics (e.g., moments, correlation functions) and signal processing (e.g., convolutional neural nets, Fourier series). Topological Data Analysi...
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| Vydané v: | Computers & chemical engineering Ročník 146; s. 107202 |
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| Jazyk: | English |
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Elsevier Ltd
01.03.2021
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| ISSN: | 0098-1354, 1873-4375 |
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| Abstract | A primary hypothesis that drives scientific and engineering studies is that data has structure. The dominant paradigms for describing such structure are statistics (e.g., moments, correlation functions) and signal processing (e.g., convolutional neural nets, Fourier series). Topological Data Analysis (TDA) is a field of mathematics that analyzes data from a fundamentally different perspective. TDA represents datasets as geometric objects and provides dimensionality reduction techniques that project such objects onto low-dimensional descriptors. The key properties of these descriptors (also known as topological features) are that they provide multiscale information and that they are stable under perturbations (e.g., noise, translation, and rotation). In this work, we review the key mathematical concepts and methods of TDA and present different applications in chemical engineering. |
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| AbstractList | A primary hypothesis that drives scientific and engineering studies is that data has structure. The dominant paradigms for describing such structure are statistics (e.g., moments, correlation functions) and signal processing (e.g., convolutional neural nets, Fourier series). Topological Data Analysis (TDA) is a field of mathematics that analyzes data from a fundamentally different perspective. TDA represents datasets as geometric objects and provides dimensionality reduction techniques that project such objects onto low-dimensional descriptors. The key properties of these descriptors (also known as topological features) are that they provide multiscale information and that they are stable under perturbations (e.g., noise, translation, and rotation). In this work, we review the key mathematical concepts and methods of TDA and present different applications in chemical engineering. |
| ArticleNumber | 107202 |
| Author | Smith, Alexander D. Zavala, Victor M. Dłotko, Paweł |
| Author_xml | – sequence: 1 givenname: Alexander D. orcidid: 0000-0002-1625-1299 surname: Smith fullname: Smith, Alexander D. organization: Department of Chemical and Biological Engineering University of Wisconsin-Madison, 1415 Engineering Dr, Madison, WI 53706, USA – sequence: 2 givenname: Paweł surname: Dłotko fullname: Dłotko, Paweł organization: Diouscuri Center for Topological Data Analysis Institute of Mathematics, Polish Academy of Sciences, Śniadeckich 8, Warsaw 00-656, Poland – sequence: 3 givenname: Victor M. surname: Zavala fullname: Zavala, Victor M. email: victor.zavala@wisc.edu organization: Department of Chemical and Biological Engineering University of Wisconsin-Madison, 1415 Engineering Dr, Madison, WI 53706, USA |
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