Articles | Volume 22, issue 9
https://doi.org/10.5194/nhess-22-2829-2022
https://doi.org/10.5194/nhess-22-2829-2022
Research article
 | 
31 Aug 2022
Research article |  | 31 Aug 2022

Insights into the vulnerability of vegetation to tephra fallouts from interpretable machine learning and big Earth observation data

Sébastien Biass, Susanna F. Jenkins, William H. Aeberhard, Pierre Delmelle, and Thomas Wilson

Related authors

Volcanic risk ranking and regional mapping of the Central Volcanic Zone of the Andes
María-Paz Reyes-Hardy, Luigia Sara Di Maio, Lucia Dominguez, Corine Frischknecht, Sébastien Biass, Leticia Freitas Guimarães, Amiel Nieto-Torres, Manuela Elissondo, Gabriela Pedreros, Rigoberto Aguilar, Álvaro Amigo, Sebastián García, Pablo Forte, and Costanza Bonadonna
Nat. Hazards Earth Syst. Sci., 24, 4267–4291, https://doi.org/10.5194/nhess-24-4267-2024,https://doi.org/10.5194/nhess-24-4267-2024, 2024
Short summary
Grain size modulates volcanic ash retention on crop foliage and potential yield loss
Noa Ligot, Patrick Bogaert, Sébastien Biass, Guillaume Lobet, and Pierre Delmelle
Nat. Hazards Earth Syst. Sci., 23, 1355–1369, https://doi.org/10.5194/nhess-23-1355-2023,https://doi.org/10.5194/nhess-23-1355-2023, 2023
Short summary
Evaluating and ranking Southeast Asia's exposure to explosive volcanic hazards
Susanna F. Jenkins, Sébastien Biass, George T. Williams, Josh L. Hayes, Eleanor Tennant, Qingyuan Yang, Vanesa Burgos, Elinor S. Meredith, Geoffrey A. Lerner, Magfira Syarifuddin, and Andrea Verolino
Nat. Hazards Earth Syst. Sci., 22, 1233–1265, https://doi.org/10.5194/nhess-22-1233-2022,https://doi.org/10.5194/nhess-22-1233-2022, 2022
Short summary
Assessing the effectiveness and the economic impact of evacuation: the case of the island of Vulcano, Italy
Costanza Bonadonna, Ali Asgary, Franco Romerio, Tais Zulemyan, Corine Frischknecht, Chiara Cristiani, Mauro Rosi, Chris E. Gregg, Sebastien Biass, Marco Pistolesi, Scira Menoni, and Antonio Ricciardi
Nat. Hazards Earth Syst. Sci., 22, 1083–1108, https://doi.org/10.5194/nhess-22-1083-2022,https://doi.org/10.5194/nhess-22-1083-2022, 2022
Short summary
Mapping the susceptibility of rain-triggered lahars at Vulcano island (Italy) combining field characterization, geotechnical analysis, and numerical modelling
Valérie Baumann, Costanza Bonadonna, Sabatino Cuomo, Mariagiovanna Moscariello, Sebastien Biass, Marco Pistolesi, and Alessandro Gattuso
Nat. Hazards Earth Syst. Sci., 19, 2421–2449, https://doi.org/10.5194/nhess-19-2421-2019,https://doi.org/10.5194/nhess-19-2421-2019, 2019
Short summary

Related subject area

Volcanic Hazards
Automating tephra fall building damage assessment using deep learning
Eleanor Tennant, Susanna F. Jenkins, Victoria Miller, Richard Robertson, Bihan Wen, Sang-Ho Yun, and Benoit Taisne
Nat. Hazards Earth Syst. Sci., 24, 4585–4608, https://doi.org/10.5194/nhess-24-4585-2024,https://doi.org/10.5194/nhess-24-4585-2024, 2024
Short summary
Where will the next flank eruption at Etna occur? An updated spatial probabilistic assessment
Laura Sandri, Alexander Garcia, Cristina Proietti, Stefano Branca, Gaetana Ganci, and Annalisa Cappello
Nat. Hazards Earth Syst. Sci., 24, 4431–4455, https://doi.org/10.5194/nhess-24-4431-2024,https://doi.org/10.5194/nhess-24-4431-2024, 2024
Short summary
Brief communication: Small-scale geohazards cause significant and highly variable impacts on emotions
Evgenia Ilyinskaya, Vésteinn Snæbjarnarson, Hanne Krage Carlsen, and Björn Oddsson
Nat. Hazards Earth Syst. Sci., 24, 3115–3128, https://doi.org/10.5194/nhess-24-3115-2024,https://doi.org/10.5194/nhess-24-3115-2024, 2024
Short summary
“More poison than words can describe”: what did people die of after the 1783 Laki eruption in Iceland?
Claudia Elisabeth Wieners and Guðmundur Hálfdanarson
Nat. Hazards Earth Syst. Sci., 24, 2971–2994, https://doi.org/10.5194/nhess-24-2971-2024,https://doi.org/10.5194/nhess-24-2971-2024, 2024
Short summary
SEATANI: hazards from seamounts in Southeast Asia, Taiwan, and Andaman and Nicobar Islands (eastern India)
Andrea Verolino, Su Fen Wee, Susanna F. Jenkins, Fidel Costa, and Adam D. Switzer
Nat. Hazards Earth Syst. Sci., 24, 1203–1222, https://doi.org/10.5194/nhess-24-1203-2024,https://doi.org/10.5194/nhess-24-1203-2024, 2024
Short summary

Cited articles

Akiba, T., Sano, S., Yanase, T., Ohta, T., and Koyama, M.: Optuna: A next-generation hyperparameter optimization framework, in: Proceedings of the 25th ACM SIGKDD international conference on knowledge discovery & data mining, New York, NY, USA, 2623–2631, https://doi.org/10.1145/3292500.3330701, 2019. 
Arnalds, O.: The Influence of Volcanic Tephra (Ash) on Ecosystems, in: Advances in Agronomy, vol. 121, edited by: Sparks, D., Elsevier, Amsterdam, 331–380, https://doi.org/10.1016/B978-0-12-407685-3.00006-2, 2013. 
Asoka, A. and Mishra, V.: Prediction of vegetation anomalies to improve food security and water management in India, Geophys. Res. Lett., 42, 5290–5298, https://doi.org/10.1002/2015GL063991, 2015. 
Ayris, P. M. and Delmelle, P.: The immediate environmental effects of tephra emission, Bull. Volcanol., 74, 1905–1936, https://doi.org/10.1007/s00445-012-0654-5, 2012. 
Bagheri, G., Rossi, E., Biass, S., and Bonadonna, C.: Timing and nature of volcanic particle clusters based on field and numerical investigations, J. Volcanol. Geotherm. Res., 327, 520–530, https://doi.org/10.1016/j.jvolgeores.2016.09.009, 2016. 
Download
Short summary
We present a methodology that combines big Earth observation data and interpretable machine learning to revisit the impact of past volcanic eruptions recorded in archives of multispectral satellite imagery. Using Google Earth Engine and dedicated numerical modelling, we revisit and constrain processes controlling vegetation vulnerability to tephra fallout following the 2011 eruption of Cordón Caulle volcano, illustrating how this approach can inform the development of risk-reduction policies.
Altmetrics
Final-revised paper
Preprint