Chapter Citizen science and machine learning forecasting Ostreopsis cf ovata blooms
The toxic benthic dinoflagellate Ostreopsis cf. ovata causes harmful algal blooms in Apulia region of Southern Italy. In this study the volunteers of a citizens’ observatory engaged with public research centres to apply a machine learning approach and develop a predictive modelling tool able to fore...
সংরক্ষণ করুন:
| প্রধান লেখক: | , , , , , , , , |
|---|---|
| বিন্যাস: | Online |
| ভাষা: | ইংরেজি |
| প্রকাশিত: |
Firenze University Press
2025
|
| বিষয়গুলি: | |
| অনলাইন ব্যবহার করুন: | ONIX_20250801T173835_9791221505566_238 |
| ট্যাগগুলো: |
কোনো ট্যাগ নেই, প্রথমজন হিসাবে ট্যাগ করুন!
|
| _version_ | 1869529757195960320 |
|---|---|
| author | Cataldo, Pasquale Cifarelli, Salvatore Garofoli, Giuseppe Lamberti, Grazia Degryse, Bernard DE VIRGILIO, MADDALENA Borrello, Patrizia Spada, Emanuela Ottaviani, Ennio |
| author_browse | Borrello, Patrizia Cataldo, Pasquale Cifarelli, Salvatore DE VIRGILIO, MADDALENA Degryse, Bernard Garofoli, Giuseppe Lamberti, Grazia Ottaviani, Ennio Spada, Emanuela |
| author_facet | Cataldo, Pasquale Cifarelli, Salvatore Garofoli, Giuseppe Lamberti, Grazia Degryse, Bernard DE VIRGILIO, MADDALENA Borrello, Patrizia Spada, Emanuela Ottaviani, Ennio |
| author_sort | Cataldo, Pasquale |
| collection | Directory of Open Access Books |
| description | The toxic benthic dinoflagellate Ostreopsis cf. ovata causes harmful algal blooms in Apulia region of Southern Italy. In this study the volunteers of a citizens’ observatory engaged with public research centres to apply a machine learning approach and develop a predictive modelling tool able to forecast O. ovata blooms. We applied the Quantile Regression Forest to draw up two models named Model4Cities and Citizens’Model. Model4Cities was trained with data of cell abundance detected by the Regional Agency of Environmental Protection of Apulia from 2010 to 2022 in the cities of Bisceglie, Molfetta, Giovinazzo and Bari where the microalgae proliferate at high rates. Citizen’sModel was trained with data of cell abundance detected by citizens in two sites within the coastline of Molfetta from 2016 to 2022. Both models show a good capacity to forecast O. ovata concentrations as function of meteorological open data with 81% and 89% of prediction accuracy. |
| format | Online |
| id | doab-20.500.12854ir-163393 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2025 |
| publishDateRange | 2025 |
| publishDateSort | 2025 |
| publisher | Firenze University Press |
| publisherStr | Firenze University Press |
| record_format | ojs |
| spelling | doab-20.500.12854ir-1633932025-08-02T05:06:02Z Chapter Citizen science and machine learning forecasting Ostreopsis cf ovata blooms Cataldo, Pasquale Cifarelli, Salvatore Garofoli, Giuseppe Lamberti, Grazia Degryse, Bernard DE VIRGILIO, MADDALENA Borrello, Patrizia Spada, Emanuela Ottaviani, Ennio Ostreopsis ovata Forecast Citizen science Machine learning Apulia Region The toxic benthic dinoflagellate Ostreopsis cf. ovata causes harmful algal blooms in Apulia region of Southern Italy. In this study the volunteers of a citizens’ observatory engaged with public research centres to apply a machine learning approach and develop a predictive modelling tool able to forecast O. ovata blooms. We applied the Quantile Regression Forest to draw up two models named Model4Cities and Citizens’Model. Model4Cities was trained with data of cell abundance detected by the Regional Agency of Environmental Protection of Apulia from 2010 to 2022 in the cities of Bisceglie, Molfetta, Giovinazzo and Bari where the microalgae proliferate at high rates. Citizen’sModel was trained with data of cell abundance detected by citizens in two sites within the coastline of Molfetta from 2016 to 2022. Both models show a good capacity to forecast O. ovata concentrations as function of meteorological open data with 81% and 89% of prediction accuracy. 2025-08-02T05:06:01Z 2025-08-02T05:06:01Z 2025-08-01T15:55:05Z 2024 chapter ONIX_20250801T173835_9791221505566_238 2975-0288 https://library.oapen.org/handle/20.500.12657/104788 9791221505566 https://directory.doabooks.org/handle/20.500.12854/163393 eng Monitoring of Mediterranean Coastal Areas: Problems and Measurement Techniques open access image/jpeg Attribution-NonCommercial-ShareAlike 4.0 International https://library.oapen.org/bitstream/20.500.12657/104788/1/43721.pdf Firenze University Press 10.36253/979-12-215-0556-6.76 10.36253/979-12-215-0556-6.76 2ec4474d-93b1-4cfa-b313-9c6019b51b1a 9791221505566 11 Florence open access |
| spellingShingle | Ostreopsis ovata Forecast Citizen science Machine learning Apulia Region Cataldo, Pasquale Cifarelli, Salvatore Garofoli, Giuseppe Lamberti, Grazia Degryse, Bernard DE VIRGILIO, MADDALENA Borrello, Patrizia Spada, Emanuela Ottaviani, Ennio Chapter Citizen science and machine learning forecasting Ostreopsis cf ovata blooms |
| title | Chapter Citizen science and machine learning forecasting Ostreopsis cf ovata blooms |
| title_full | Chapter Citizen science and machine learning forecasting Ostreopsis cf ovata blooms |
| title_fullStr | Chapter Citizen science and machine learning forecasting Ostreopsis cf ovata blooms |
| title_full_unstemmed | Chapter Citizen science and machine learning forecasting Ostreopsis cf ovata blooms |
| title_short | Chapter Citizen science and machine learning forecasting Ostreopsis cf ovata blooms |
| title_sort | chapter citizen science and machine learning forecasting ostreopsis cf ovata blooms |
| topic | Ostreopsis ovata Forecast Citizen science Machine learning Apulia Region |
| topic_facet | Ostreopsis ovata Forecast Citizen science Machine learning Apulia Region |
| url | ONIX_20250801T173835_9791221505566_238 |
| work_keys_str_mv | AT cataldopasquale chaptercitizenscienceandmachinelearningforecastingostreopsiscfovatablooms AT cifarellisalvatore chaptercitizenscienceandmachinelearningforecastingostreopsiscfovatablooms AT garofoligiuseppe chaptercitizenscienceandmachinelearningforecastingostreopsiscfovatablooms AT lambertigrazia chaptercitizenscienceandmachinelearningforecastingostreopsiscfovatablooms AT degrysebernard chaptercitizenscienceandmachinelearningforecastingostreopsiscfovatablooms AT devirgiliomaddalena chaptercitizenscienceandmachinelearningforecastingostreopsiscfovatablooms AT borrellopatrizia chaptercitizenscienceandmachinelearningforecastingostreopsiscfovatablooms AT spadaemanuela chaptercitizenscienceandmachinelearningforecastingostreopsiscfovatablooms AT ottavianiennio chaptercitizenscienceandmachinelearningforecastingostreopsiscfovatablooms |