Roman Svoboda

Roman Svoboda

orcid

Research Focus & Metrics

Academic Career Length

15Years (2012-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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26 April 2012 in Journal of Thermal Analysis and Calorimetry
Verified
Journal Article
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RSRoman Svoboda
Roman Svoboda
JMJiri Málek
Jiri Málek

18 June 2021 in Molecules
Verified
Journal Article
Open access
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Nikita V MuravyevNikita V Muravyev
Nikita V Muravyev
Giorgio LucianoGiorgio Luciano
Giorgio Luciano
Heitor Luiz Ornaghi JúniorHeitor Luiz Ornaghi Júnior
Heitor Luiz Ornaghi Júnior
RSRoman Svoboda
Roman Svoboda
Sergey VyazovkinSergey Vyazovkin
Sergey Vyazovkin
Artificial neural networks (ANNs) are a method of machine learning (ML) that is now widely used in physics, chemistry, and material science. ANN can learn from data to identify nonlinear trends and give accurate predictions. ML methods, and ANNs in particular, have already demonstrated their worth in solving various chemical engineering problems, but applications in pyrolysis, thermal analysis, and, especially, thermokinetic studies are still in an initiatory stage. The present article gives a critical overview and summary of the available literature on applying ANNs in the field of pyrolysis, thermal analysis, and thermokinetic studies. More than 100 papers from these research areas are surveyed. Some approaches from the broad field of chemical engineering are discussed as the venues for possible transfer to the field of pyrolysis and thermal analysis studies in general. It is stressed that the current thermokinetic applications of ANNs are yet to evolve significantly to reach the capabilities of the existing isoconversional and model-fitting methods.

30 October 2013 in Journal of Thermal Analysis and Calorimetry
Verified
Journal Article
Closed access
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RSRoman Svoboda
Roman Svoboda
JMJiri Málek
Jiri Málek

18 March 2012 in Journal of Thermal Analysis and Calorimetry
Verified
Journal Article
Closed access
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RSRoman Svoboda
Roman Svoboda
JMJiří Málek
Jiří Málek

16 May 2013 in Journal of Thermal Analysis and Calorimetry
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Journal Article
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RSRoman Svoboda
Roman Svoboda
JMJiří Málek
Jiří Málek

29 August 2014 in Journal of Thermal Analysis and Calorimetry
Verified
Journal Article
Closed access
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RSRoman Svoboda
Roman Svoboda