Development of a Voice Virtual Assistant for the Geospatial Data Visualization Application on the Web
Voice assistants can elevate interaction in geospatial data web platforms. This research introduces a voice assistant in the BStreams platform and focuses on understanding user commands in the geospatial domain. We developed a specialised geospatial discourse framework through structured prototyping...
Main Authors: | , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2023-10-01
|
Series: | ISPRS International Journal of Geo-Information |
Subjects: | |
Online Access: | https://www.mdpi.com/2220-9964/12/11/441 |
_version_ | 1797459103942967296 |
---|---|
author | Homeyra Mahmoudi Silvana Camboim Maria Antonia Brovelli |
author_facet | Homeyra Mahmoudi Silvana Camboim Maria Antonia Brovelli |
author_sort | Homeyra Mahmoudi |
collection | DOAJ |
description | Voice assistants can elevate interaction in geospatial data web platforms. This research introduces a voice assistant in the BStreams platform and focuses on understanding user commands in the geospatial domain. We developed a specialised geospatial discourse framework through structured prototyping. A survey with 66 participants revealed prevalent English geospatial terminologies. Using ChatGPT, we found the term suggestions aligned with survey results, with a notable correlation (r = 0.81, <i>p</i> < 0.01) between the NPL model’s probability scores and term prevalence in survey data. Our study also incorporated usability tests on the application, which uses tools like Web Speech API, Leaflet, and Mapbox geocoding. Results from these tests reaffirm the potential of voice assistants in enhancing geospatial data visualisation, though challenges persist in areas like language understanding and domain knowledge. The paper advocates for further research to refine the integration of voice technology in this domain. |
first_indexed | 2024-03-09T16:46:39Z |
format | Article |
id | doaj.art-183ebf74afcc4e8f8b86c7cfe3889070 |
institution | Directory Open Access Journal |
issn | 2220-9964 |
language | English |
last_indexed | 2024-03-09T16:46:39Z |
publishDate | 2023-10-01 |
publisher | MDPI AG |
record_format | Article |
series | ISPRS International Journal of Geo-Information |
spelling | doaj.art-183ebf74afcc4e8f8b86c7cfe38890702023-11-24T14:45:28ZengMDPI AGISPRS International Journal of Geo-Information2220-99642023-10-01121144110.3390/ijgi12110441Development of a Voice Virtual Assistant for the Geospatial Data Visualization Application on the WebHomeyra Mahmoudi0Silvana Camboim1Maria Antonia Brovelli2Department of Civil and Environmental Engineering, Leonardo Campus, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133 Milan, ItalyGeodetic Science Graduate Program, Department of Geomatics, Federal University of Parana, Curitiba 81531970, BrazilDepartment of Civil and Environmental Engineering, Leonardo Campus, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133 Milan, ItalyVoice assistants can elevate interaction in geospatial data web platforms. This research introduces a voice assistant in the BStreams platform and focuses on understanding user commands in the geospatial domain. We developed a specialised geospatial discourse framework through structured prototyping. A survey with 66 participants revealed prevalent English geospatial terminologies. Using ChatGPT, we found the term suggestions aligned with survey results, with a notable correlation (r = 0.81, <i>p</i> < 0.01) between the NPL model’s probability scores and term prevalence in survey data. Our study also incorporated usability tests on the application, which uses tools like Web Speech API, Leaflet, and Mapbox geocoding. Results from these tests reaffirm the potential of voice assistants in enhancing geospatial data visualisation, though challenges persist in areas like language understanding and domain knowledge. The paper advocates for further research to refine the integration of voice technology in this domain.https://www.mdpi.com/2220-9964/12/11/441voice user interfacegeographic information systemhuman-computer interactionmultimodal interfacenatural languageweb application |
spellingShingle | Homeyra Mahmoudi Silvana Camboim Maria Antonia Brovelli Development of a Voice Virtual Assistant for the Geospatial Data Visualization Application on the Web ISPRS International Journal of Geo-Information voice user interface geographic information system human-computer interaction multimodal interface natural language web application |
title | Development of a Voice Virtual Assistant for the Geospatial Data Visualization Application on the Web |
title_full | Development of a Voice Virtual Assistant for the Geospatial Data Visualization Application on the Web |
title_fullStr | Development of a Voice Virtual Assistant for the Geospatial Data Visualization Application on the Web |
title_full_unstemmed | Development of a Voice Virtual Assistant for the Geospatial Data Visualization Application on the Web |
title_short | Development of a Voice Virtual Assistant for the Geospatial Data Visualization Application on the Web |
title_sort | development of a voice virtual assistant for the geospatial data visualization application on the web |
topic | voice user interface geographic information system human-computer interaction multimodal interface natural language web application |
url | https://www.mdpi.com/2220-9964/12/11/441 |
work_keys_str_mv | AT homeyramahmoudi developmentofavoicevirtualassistantforthegeospatialdatavisualizationapplicationontheweb AT silvanacamboim developmentofavoicevirtualassistantforthegeospatialdatavisualizationapplicationontheweb AT mariaantoniabrovelli developmentofavoicevirtualassistantforthegeospatialdatavisualizationapplicationontheweb |