首页|期刊导航|Tropical Cyclone Research and Review|Forecasting the frequency and magnitude of hurricanes in the Yucatan Peninsula,Mexico,in the period from 2025 to 2034 using convolutional neural networks(CNNs),Long Short-Term Memory networks(LSTMs)and statistical models

Forecasting the frequency and magnitude of hurricanes in the Yucatan Peninsula,Mexico,in the period from 2025 to 2034 using convolutional neural networks(CNNs),Long Short-Term Memory networks(LSTMs)and statistical models

Hermes De Gracia Jorge Celeron Consuelo Diaz Aristeo Hernandez Victoria Serrano

Tropical Cyclone Research and Review2025，Vol.14Issue(3)：P.237-248,12.

Tropical Cyclone Research and Review2025，Vol.14Issue(3)：P.237-248,12.DOI:10.1016/j.tcrr.2025.07.006

Forecasting the frequency and magnitude of hurricanes in the Yucatan Peninsula,Mexico,in the period from 2025 to 2034 using convolutional neural networks(CNNs),Long Short-Term Memory networks(LSTMs)and statistical models

Hermes De Gracia ¹Jorge Celeron ²Consuelo Diaz ²Aristeo Hernandez ³Victoria Serrano⁴

作者信息

1. Ministerio de Ambiente de Panama,Seccion de Seguridad Hidrica,Sede Regional de Chiriqui,Chiriqui,Panama Universidad Metropolitana de Ciencia y Tecnologia(UMECIT),Ciudad de Panama,Panama Centro Internacional para el Desarrollo Sostenible(CIDES),Ciudad del Saber,Panama
2. Ducks Unlimited de Mexico(DUMAC),Celestin,Yucatan,Mexico
3. Comision Nacional de Areas Naturales Protegidas(CONANP),Reserva de la Biosfera Caribe Mexicano,Ouintana Roo,Mexico
4. Universidad Tecnologica de Panama,Centro Regional de Chiriqui,David 040601,Chiriqui,Panama
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摘要

关键词

Hurricane prediction/Hydroclimatology/Yucatan peninsula/Neural networks climate change/Statistical models/Climate risk management

分类

天文与地球科学

引用本文复制引用

Hermes De Gracia,Jorge Celeron,Consuelo Diaz,Aristeo Hernandez,Victoria Serrano..Forecasting the frequency and magnitude of hurricanes in the Yucatan Peninsula,Mexico,in the period from 2025 to 2034 using convolutional neural networks(CNNs),Long Short-Term Memory networks(LSTMs)and statistical models[J].Tropical Cyclone Research and Review,2025,14(3):P.237-248,12.

Tropical Cyclone Research and Review

ISSN：2225-6032

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