Towards automated information retrieval of process data and knowledge from academic databases
| dc.contributor.author | Lechtenberg, Fabian |
| dc.contributor.author | Farreres de la Morena, Xavier |
| dc.contributor.author | Somoza Tornos, Ana |
| dc.contributor.author | Pacheco López, Adrián |
| dc.contributor.author | Espuña Camarasa, Antonio |
| dc.contributor.author | Graells Sobré, Moisès |
| dc.contributor.group | Universitat Politècnica de Catalunya. GPLN - Grup de Processament del Llenguatge Natural |
| dc.contributor.group | Universitat Politècnica de Catalunya. CEPIMA - Center for Process and Environment Engineering |
| dc.contributor.other | Universitat Politècnica de Catalunya. Departament d'Enginyeria Química |
| dc.contributor.other | Universitat Politècnica de Catalunya. Departament de Ciències de la Computació |
| dc.contributor.other | Universitat Politècnica de Catalunya. Doctorat en Enginyeria de Processos Químics |
| dc.date.accessioned | 2022-05-05T11:11:36Z |
| dc.date.available | 2022-05-05T11:11:36Z |
| dc.date.issued | 2021 |
| dc.description.abstract | Process modeling requires both data (chemical reaction yields, kinetic constants, cost estimates, environmental indicators, etc.) and knowledge (operation models and formulations, alternative processes and technologies, etc.). Searching in databases and published research may provide such information, but there is a lack of systematic methods and tools guiding this procedure. The present work describes and assesses an information retrieval methodology that is part of a proposed retrieval and extraction cycle addressing this problem. Two query construction methods for sampling academic databases are proposed, assessed and compared. Departing from a seed corpus of a limited number of papers, Scopus® is used as an academic database to retrieve literature containing information associated with pyrolysis processes of waste plastic. It is found that, with minimal human intervention, the methodology is able to return a ranked list of candidate documents that have a considerable (linguistic) relevance. |
| dc.description.version | Postprint (published version) |
| dc.format.extent | 7 p. |
| dc.identifier.citation | Lechtenberg, F. [et al.]. Towards automated information retrieval of process data and knowledge from academic databases. A: European Symposium on Computer Aided Process Engineering. "31st European Symposium on Computer Aided Process Engineering, Volume 50 1st Edition". 2021, p. 983-989. ISBN 9780323885065. DOI 10.1016/B978-0-323-88506-5.50152-2. |
| dc.identifier.doi | 10.1016/B978-0-323-88506-5.50152-2 |
| dc.identifier.isbn | 9780323885065 |
| dc.identifier.uri | https://hdl.handle.net/2117/366864 |
| dc.language.iso | eng |
| dc.rights.access | Restricted access - publisher's policy |
| dc.rights.licensename | Attribution-NonCommercial-NoDerivs 3.0 Spain |
| dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/3.0/es/ |
| dc.subject | Àrees temàtiques de la UPC::Enginyeria química |
| dc.subject.lcsh | Data mining |
| dc.subject.lemac | Mineria de dades |
| dc.subject.other | Information retrieval |
| dc.subject.other | Big data |
| dc.subject.other | Text mining |
| dc.subject.other | Academic databases |
| dc.subject.other | Waste-to-resource |
| dc.title | Towards automated information retrieval of process data and knowledge from academic databases |
| dc.type | Conference lecture |
| dspace.entity.type | Publication |
| local.citation.author | Lechtenberg, F.; Farreres, J.; Somoza, A.; Pacheco, A.; Espuña, A.; Graells, M. |
| local.citation.contributor | European Symposium on Computer Aided Process Engineering |
| local.citation.endingPage | 989 |
| local.citation.publicationName | 31st European Symposium on Computer Aided Process Engineering, Volume 50 1st Edition |
| local.citation.startingPage | 983 |
| local.identifier.drac | 31867577 |
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