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1
On Refining BERT Contextualized Embeddings using Semantic Lexicons
In: Machine Learning with Symbolic Methods and Knowledge Graphs co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2021) ; https://hal.archives-ouvertes.fr/hal-03318571 ; Machine Learning with Symbolic Methods and Knowledge Graphs co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2021), Sep 2021, Online, Spain (2021)
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2
Development of a Decisional Procedure Based on Fuzzy Logic for the Energy Retrofitting of Buildings
In: Sustainability ; Volume 13 ; Issue 16 (2021)
Abstract: This paper concerns the development of an automatic tool, based on Fuzzy Logic, which is able to identify the proper solutions for the energy retrofitting of existing buildings. Regarding winter heating, opaque and glazing surfaces are considered in order to reduce building heat dispersions. Starting from energy diagnosis, it is possible to formulate retrofitting proposals and to evaluate the effectiveness of the intervention considering several aspects (energy savings, costs, intervention typology). The innovation of this work is represented by the application of a fuzzy logic expert system to obtain an indication about the proper interventions for building energy retrofitting, providing as inputs only few parameters, with a strong reduction in time and effort with respect to the software tools and methodologies currently applied by experts. The novelty of the paper is the easy handling properties of the developed tool, which requires only a few data about the buildings: not many such methods were developed in the last years. The energy requirements for winter heating before and after particular interventions were evaluated for a consistent set of buildings in order to produce the required knowledge base for the tool’s development. The identified appropriate inputs and outputs, their domains of discretization, the membership functions associated to each fuzzy set, and the linguistic rules were deduced on the basis of the knowledge determined in this was. Therefore, the system was successfully validated with reference to further buildings characterized by different design and architecture features, showing a good agreement with the intervention opportunities evaluated.
Keyword: building design and architecture; energy diagnosis; energy efficiency in buildings; energy retrofitting; fuzzy logic
URL: https://doi.org/10.3390/su13169318
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3
Enriching Word Embeddings with Food Knowledge for Ingredient Retrieval ...
Samagaio, Álvaro Mendes; Lopes Cardoso, Henrique; Ribeiro, David. - : Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2021
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4
Case study on structural health assessment for existing reinforced concrete building
In: Structural Mechanics of Engineering Constructions and Buildings, Vol 17, Iss 5, Pp 466-478 (2021) (2021)
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5
Seismic retrofitting of buildings using Building Information Modeling
In: Structural Mechanics of Engineering Constructions and Buildings, Vol 17, Iss 2, Pp 188-198 (2021) (2021)
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6
On the evaluation of retrofitting for supervised short-text classification
In: Proceedings of the Joint Ontology Workshops, CEUR-WS Vol 2708 : http://ceur-ws.org/Vol-2708/donlp2.pdf ; 1st International Workshop DeepOntoNLP: Deep Learning meets Ontologies and Natural Language Processing ; https://hal.mines-ales.fr/hal-02986853 ; 1st International Workshop DeepOntoNLP: Deep Learning meets Ontologies and Natural Language Processing, Sep 2020, Virtual & Bozen-Bolzano, Italy ; https://www.dl-onto-nlp-fois2020.ml/ (2020)
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7
Size Matters: The Impact of Training Size in Taxonomically-Enriched Word Embeddings
In: Articles (2019)
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