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A Chatbot Solution for Self-Reading Energy Consumption via Chatting Applications

To mitigate financial loss and follow the recommended sanitary measures due to the COVID-19 pandemic, self-reading, a method in which a consumer reads and reports his own energy consumption, has been presented as an efficient alternative for power companies. In such context, this work presents a sol...

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Autores principales: Rocha, Carlos Vinicios Martins, Lima, Arthur Azevedo, Vieira, Pedro Henrique Carvalho, Cipriano, Carolina Lima Saraiva, Paiva, Anderson Matheus Passos, da Silva, Italo Francyles Santos, da Rocha, Simara Vieira, Silva, Aristófanes Corrêa, Nogueira, Hugo Daniel Castro Silva, Monteiro, Eliana Márcia Garros, Fernandes, Eduardo Camacho
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8475340/
http://dx.doi.org/10.1007/s40313-021-00818-6
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author Rocha, Carlos Vinicios Martins
Lima, Arthur Azevedo
Vieira, Pedro Henrique Carvalho
Cipriano, Carolina Lima Saraiva
Paiva, Anderson Matheus Passos
da Silva, Italo Francyles Santos
da Rocha, Simara Vieira
Silva, Aristófanes Corrêa
Nogueira, Hugo Daniel Castro Silva
Monteiro, Eliana Márcia Garros
Fernandes, Eduardo Camacho
author_facet Rocha, Carlos Vinicios Martins
Lima, Arthur Azevedo
Vieira, Pedro Henrique Carvalho
Cipriano, Carolina Lima Saraiva
Paiva, Anderson Matheus Passos
da Silva, Italo Francyles Santos
da Rocha, Simara Vieira
Silva, Aristófanes Corrêa
Nogueira, Hugo Daniel Castro Silva
Monteiro, Eliana Márcia Garros
Fernandes, Eduardo Camacho
author_sort Rocha, Carlos Vinicios Martins
collection PubMed
description To mitigate financial loss and follow the recommended sanitary measures due to the COVID-19 pandemic, self-reading, a method in which a consumer reads and reports his own energy consumption, has been presented as an efficient alternative for power companies. In such context, this work presents a solution for self-reading via chatbot in chatting applications. This solution is under development as part of a research and development (R&D) project. It is integrated with a method based on image processing that automatically reads the energy consumption and recognizes the identification code of a meter for validation purposes. Furthermore, all processes utilize cognitive services from the IBM Watson platform to recognize intentions in the dialog with the consumers. The dataset used to validate the proposed method for self-reading contains examples of analogical and digital meters used by Equatorial Energy group. Preliminary results presented accuracies of 77.20% and 84.30%, respectively, for the recognition of complete reading sequences and identification codes in digital meters and accuracies of 89% and 95.20% in the context of analogical meters. Considering both meter types, the method obtains an accuracy per digit of 97%. The proposed method was also evaluated with UFPR-AMR public dataset and achieves a result comparable to the state of the art.
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spelling pubmed-84753402021-09-28 A Chatbot Solution for Self-Reading Energy Consumption via Chatting Applications Rocha, Carlos Vinicios Martins Lima, Arthur Azevedo Vieira, Pedro Henrique Carvalho Cipriano, Carolina Lima Saraiva Paiva, Anderson Matheus Passos da Silva, Italo Francyles Santos da Rocha, Simara Vieira Silva, Aristófanes Corrêa Nogueira, Hugo Daniel Castro Silva Monteiro, Eliana Márcia Garros Fernandes, Eduardo Camacho J Control Autom Electr Syst Article To mitigate financial loss and follow the recommended sanitary measures due to the COVID-19 pandemic, self-reading, a method in which a consumer reads and reports his own energy consumption, has been presented as an efficient alternative for power companies. In such context, this work presents a solution for self-reading via chatbot in chatting applications. This solution is under development as part of a research and development (R&D) project. It is integrated with a method based on image processing that automatically reads the energy consumption and recognizes the identification code of a meter for validation purposes. Furthermore, all processes utilize cognitive services from the IBM Watson platform to recognize intentions in the dialog with the consumers. The dataset used to validate the proposed method for self-reading contains examples of analogical and digital meters used by Equatorial Energy group. Preliminary results presented accuracies of 77.20% and 84.30%, respectively, for the recognition of complete reading sequences and identification codes in digital meters and accuracies of 89% and 95.20% in the context of analogical meters. Considering both meter types, the method obtains an accuracy per digit of 97%. The proposed method was also evaluated with UFPR-AMR public dataset and achieves a result comparable to the state of the art. Springer US 2021-09-26 2022 /pmc/articles/PMC8475340/ http://dx.doi.org/10.1007/s40313-021-00818-6 Text en © Brazilian Society for Automatics--SBA 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Rocha, Carlos Vinicios Martins
Lima, Arthur Azevedo
Vieira, Pedro Henrique Carvalho
Cipriano, Carolina Lima Saraiva
Paiva, Anderson Matheus Passos
da Silva, Italo Francyles Santos
da Rocha, Simara Vieira
Silva, Aristófanes Corrêa
Nogueira, Hugo Daniel Castro Silva
Monteiro, Eliana Márcia Garros
Fernandes, Eduardo Camacho
A Chatbot Solution for Self-Reading Energy Consumption via Chatting Applications
title A Chatbot Solution for Self-Reading Energy Consumption via Chatting Applications
title_full A Chatbot Solution for Self-Reading Energy Consumption via Chatting Applications
title_fullStr A Chatbot Solution for Self-Reading Energy Consumption via Chatting Applications
title_full_unstemmed A Chatbot Solution for Self-Reading Energy Consumption via Chatting Applications
title_short A Chatbot Solution for Self-Reading Energy Consumption via Chatting Applications
title_sort chatbot solution for self-reading energy consumption via chatting applications
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8475340/
http://dx.doi.org/10.1007/s40313-021-00818-6
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