IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v20y2023i4p3683-d1073465.html
   My bibliography  Save this article

Analysis and Acoustic Event Classification of Environmental Data Collected in a Citizen Science Project

Author

Listed:
  • Daniel Bonet-Solà

    (Human Environment Research (HER), La Salle—Universitat Ramon Llull, Sant Joan de La Salle, 42, 08022 Barcelona, Spain)

  • Ester Vidaña-Vila

    (Human Environment Research (HER), La Salle—Universitat Ramon Llull, Sant Joan de La Salle, 42, 08022 Barcelona, Spain)

  • Rosa Ma Alsina-Pagès

    (Human Environment Research (HER), La Salle—Universitat Ramon Llull, Sant Joan de La Salle, 42, 08022 Barcelona, Spain)

Abstract

Citizen science can serve as a tool to obtain information about changes in the soundscape. One of the challenges of citizen science projects is the processing of data gathered by the citizens, to obtain conclusions. As part of the project Sons al Balcó , authors aim to study the soundscape in Catalonia during the lockdown due to the COVID-19 pandemic and afterwards and design a tool to automatically detect sound events as a first step to assess the quality of the soundscape. This paper details and compares the acoustic samples of the two collecting campaigns of the Sons al Balcó project. While the 2020 campaign obtained 365 videos, the 2021 campaign obtained 237. Later, a convolutional neural network is trained to automatically detect and classify acoustic events even if they occur simultaneously. Event based macro F1-score tops 50% for both campaigns for the most prevalent noise sources. However, results suggest that not all the categories are equally detected: the percentage of prevalence of an event in the dataset and its foregound-to-background ratio play a decisive role.

Suggested Citation

  • Daniel Bonet-Solà & Ester Vidaña-Vila & Rosa Ma Alsina-Pagès, 2023. "Analysis and Acoustic Event Classification of Environmental Data Collected in a Citizen Science Project," IJERPH, MDPI, vol. 20(4), pages 1-23, February.
    • Handle: RePEc:gam:jijerp:v:20:y:2023:i:4:p:3683-:d:1073465
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/20/4/3683/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/1660-4601/20/4/3683/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Fabrizio Minichilli & Francesca Gorini & Elena Ascari & Fabrizio Bianchi & Alessio Coi & Luca Fredianelli & Gaetano Licitra & Federica Manzoli & Lorena Mezzasalma & Liliana Cori, 2018. "Annoyance Judgment and Measurements of Environmental Noise: A Focus on Italian Secondary Schools," IJERPH, MDPI, vol. 15(2), pages 1-17, January.
    2. César Asensio & Pierre Aumond & Arnaud Can & Luis Gascó & Peter Lercher & Jean-Marc Wunderli & Catherine Lavandier & Guillermo de Arcas & Carlos Ribeiro & Patricio Muñoz & Gaetano Licitra, 2020. "A Taxonomy Proposal for the Assessment of the Changes in Soundscape Resulting from the COVID-19 Lockdown," IJERPH, MDPI, vol. 17(12), pages 1-9, June.
    3. Luka Vukić & Vice Mihanović & Luca Fredianelli & Veljko Plazibat, 2021. "Seafarers’ Perception and Attitudes towards Noise Emission on Board Ships," IJERPH, MDPI, vol. 18(12), pages 1-14, June.
    4. Davide Petri & Gaetano Licitra & Maria Angela Vigotti & Luca Fredianelli, 2021. "Effects of Exposure to Road, Railway, Airport and Recreational Noise on Blood Pressure and Hypertension," IJERPH, MDPI, vol. 18(17), pages 1-15, August.
    5. Daniel Bonet-Solà & Carme Martínez-Suquía & Rosa Ma Alsina-Pagès & Pau Bergadà, 2021. "The Soundscape of the COVID-19 Lockdown: Barcelona Noise Monitoring Network Case Study," IJERPH, MDPI, vol. 18(11), pages 1-30, May.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Meng Ma & Wenqian Ran & Jinping Wu & Minghang Li & Xiangyu Qu, 2022. "Evaluating the Impact of Metro Interior Noise on Passenger Annoyance: An Experimental Study," IJERPH, MDPI, vol. 19(9), pages 1-19, April.
    2. Ravinder Thaper & Richard Sesek & Richard Garnett & Yadrianna Acosta-Sojo & Gregory T. Purdy, 2023. "The Combined Impact of Hand-Arm Vibration and Noise Exposure on Hearing Sensitivity of Agricultural/Forestry Workers—A Systematic Literature Review," IJERPH, MDPI, vol. 20(5), pages 1-20, February.
    3. Peng Wang & Chaoqun Zhang & Hesheng Xie & Wenjuan Yang & Youjun He, 2022. "Perception of National Park Soundscape and Its Effects on Visual Aesthetics," IJERPH, MDPI, vol. 19(9), pages 1-18, May.
    4. Luca Fredianelli & Peter Lercher & Gaetano Licitra, 2022. "New Indicators for the Assessment and Prevention of Noise Nuisance," IJERPH, MDPI, vol. 19(19), pages 1-5, October.
    5. Haibo Wang & Zhaolang Wu & Jincai Chen, 2024. "A Prediction Method for City Traffic Noise Based on Traffic Simulation under a Mixed Distribution Probability," Sustainability, MDPI, vol. 16(16), pages 1-16, August.
    6. Yifei Niu & Xi Wang & Ciyun Lin, 2022. "A Study on the Impact of Organizing Environmental Awareness and Education on the Performance of Environmental Governance in China," IJERPH, MDPI, vol. 19(19), pages 1-14, October.
    7. Chao Pan & Yunfa Wu & Sarula Chen & Yang Yang, 2023. "Indoor Environmental Comfort Assessment of Traditional Folk Houses: A Case Study in Southern Anhui, China," IJERPH, MDPI, vol. 20(4), pages 1-23, February.
    8. Yanlong Guo & Ke Wang & Han Zhang & Zuoqing Jiang, 2022. "Soundscape Perception Preference in an Urban Forest Park: Evidence from Moon Island Forest Park in Lu’an City," Sustainability, MDPI, vol. 14(23), pages 1-15, December.
    9. Ricardo Moreno & Francesco Bianco & Stefano Carpita & Alessandro Monticelli & Luca Fredianelli & Gaetano Licitra, 2023. "Adjusted Controlled Pass-By (CPB) Method for Urban Road Traffic Noise Assessment," Sustainability, MDPI, vol. 15(6), pages 1-17, March.
    10. Michail Evangelos Terzakis & Maud Dohmen & Irene van Kamp & Maarten Hornikx, 2022. "Noise Indicators Relating to Non-Auditory Health Effects in Children—A Systematic Literature Review," IJERPH, MDPI, vol. 19(23), pages 1-20, November.
    11. Leon Müller & Jens Forssén & Wolfgang Kropp, 2023. "Traffic Noise at Moderate Levels Affects Cognitive Performance: Do Distance-Induced Temporal Changes Matter?," IJERPH, MDPI, vol. 20(5), pages 1-15, February.
    12. Uros Pantelic & Petar Lilic & Aleksandar Cvjetic & Nikola Lilic, 2023. "Environmental Noise Impact Assessment for Large-Scale Surface Mining Operations in Serbia," Sustainability, MDPI, vol. 15(3), pages 1-20, January.
    13. Davide Petri & Gaetano Licitra & Maria Angela Vigotti & Luca Fredianelli, 2021. "Effects of Exposure to Road, Railway, Airport and Recreational Noise on Blood Pressure and Hypertension," IJERPH, MDPI, vol. 18(17), pages 1-15, August.
    14. Angel M. Dzhambov & Peter Lercher & Drozdstoy Stoyanov & Nadezhda Petrova & Stoyan Novakov & Donka D. Dimitrova, 2021. "University Students’ Self-Rated Health in Relation to Perceived Acoustic Environment during the COVID-19 Home Quarantine," IJERPH, MDPI, vol. 18(5), pages 1-21, March.
    15. Beat Schäffer & Reto Pieren & Sabine J. Schlittmeier & Mark Brink, 2018. "Effects of Different Spectral Shapes and Amplitude Modulation of Broadband Noise on Annoyance Reactions in a Controlled Listening Experiment," IJERPH, MDPI, vol. 15(5), pages 1-17, May.
    16. Elisa Bustaffa & Olivia Curzio & Gabriele Donzelli & Francesca Gorini & Nunzia Linzalone & Marco Redini & Fabrizio Bianchi & Fabrizio Minichilli, 2022. "Risk Associations between Vehicular Traffic Noise Exposure and Cardiovascular Diseases: A Residential Retrospective Cohort Study," IJERPH, MDPI, vol. 19(16), pages 1-19, August.
    17. David Lucas & Thierry Sauvage & Anne Sophie Forestier & Richard Pougnet & Greta Gourier & Brice Loddé & Dominique Jégaden, 2022. "Hearing Impairment in French Merchant Seafarers: Retrospective Study on Data from 8308 Audiometric Tests," IJERPH, MDPI, vol. 19(14), pages 1-10, July.
    18. Christoph Lechner & David Schnaiter & Stephan Bose-O’Reilly, 2019. "Combined Effects of Aircraft, Rail, and Road Traffic Noise on Total Noise Annoyance—A Cross-Sectional Study in Innsbruck," IJERPH, MDPI, vol. 16(18), pages 1-26, September.
    19. Eva Hernandez-Garcia & Evangelia Chrysikou & Anastasia Z. Kalea, 2021. "The Interplay between Housing Environmental Attributes and Design Exposures and Psychoneuroimmunology Profile—An Exploratory Review and Analysis Paper in the Cancer Survivors’ Mental Health Morbidity ," IJERPH, MDPI, vol. 18(20), pages 1-32, October.
    20. Beat Schäffer & Armin Taghipour & Jean Marc Wunderli & Mark Brink & Lél Bartha & Sabine J. Schlittmeier, 2022. "Does the Macro-Temporal Pattern of Road Traffic Noise Affect Noise Annoyance and Cognitive Performance?," IJERPH, MDPI, vol. 19(7), pages 1-24, April.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jijerp:v:20:y:2023:i:4:p:3683-:d:1073465. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.