Beyond the Backbone: A Quantitative Review of Deep-Learning Architectures for Tropical Cyclone Track Forecasting
Accurate forecasting of tropical cyclone (TC) tracks is critical for disaster preparedness and risk mitigation. While traditional numerical weather prediction (NWP) systems have long served as the backbone of operational forecasting, they face limitations in computational cost and sensitivity to ini...
| Published in: | Remote Sensing |
|---|---|
| Main Authors: | He Huang, Difei Deng, Liang Hu, Yawen Chen, Nan Sun |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2025-08-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/2072-4292/17/15/2675 |
Similar Items
Advanced Global Model Ensemble Forecasts of Tropical Cyclone Formation, and Intensity Predictions along Medium-Range Tracks
by: Russell L. Elsberry, et al.
Published: (2020-09-01)
by: Russell L. Elsberry, et al.
Published: (2020-09-01)
A Physical-Based Semi-Automatic Algorithm for Post-Tropical Cyclone Identification and Tracking in Australia
by: Difei Deng
Published: (2025-02-01)
by: Difei Deng
Published: (2025-02-01)
Forecasting tropical cyclone wind hazards and impacts: Summary from the Tenth International Workshop on Tropical Cyclones (IWTC-10)
by: Craig Earl-Spurr, et al.
Published: (2023-06-01)
by: Craig Earl-Spurr, et al.
Published: (2023-06-01)
Track forecast: Operational capability and new techniques - Summary from the Tenth International Workshop on Tropical Cyclones (IWTC-10)
by: Adam Conroy, et al.
Published: (2023-03-01)
by: Adam Conroy, et al.
Published: (2023-03-01)
Forecasting tropical cyclone tornadoes and impacts: Report from IWTC-X
by: Dereka Carroll-Smith, et al.
Published: (2023-06-01)
by: Dereka Carroll-Smith, et al.
Published: (2023-06-01)
A Potential Vorticity Diagnosis of Tropical Cyclone Track Forecast Errors
by: Tyler W. Barbero, et al.
Published: (2024-03-01)
by: Tyler W. Barbero, et al.
Published: (2024-03-01)
Spatio-Temporal Alignment and Track-To-Velocity Module for Tropical Cyclone Forecast
by: Xiaoyi Geng, et al.
Published: (2023-10-01)
by: Xiaoyi Geng, et al.
Published: (2023-10-01)
Machine Learning in Tropical Cyclone Forecast Modeling: A Review
by: Rui Chen, et al.
Published: (2020-06-01)
by: Rui Chen, et al.
Published: (2020-06-01)
Critical Pre-Formation Decision Flowchart to Apply Tropical Cyclone Lifecycle Predictions in Eastern North Pacific
by: Russell L. Elsberry, et al.
Published: (2023-03-01)
by: Russell L. Elsberry, et al.
Published: (2023-03-01)
Recent advances in seasonal and multi-annual tropical cyclone forecasting
by: Yuhei Takaya, et al.
Published: (2023-09-01)
by: Yuhei Takaya, et al.
Published: (2023-09-01)
Opportunity for Tropical Cyclone Lifecycle Predictions from Pre-Formation to Ending Stage: Eastern North Pacific 2021 Season
by: Russell L. Elsberry, et al.
Published: (2022-06-01)
by: Russell L. Elsberry, et al.
Published: (2022-06-01)
Developing Experimental Probabilistic Intensity Forecast Products for Landfalling Tropical Cyclones
by: Robert Eicher, et al.
Published: (2025-07-01)
by: Robert Eicher, et al.
Published: (2025-07-01)
Investigating the Changes in the Nature of Tropical Cyclones Due to Climate Change
by: Mehriar Ali Mohammadi, et al.
Published: (2022-03-01)
by: Mehriar Ali Mohammadi, et al.
Published: (2022-03-01)
Rainfall Differences and Possible Causes of Similar-Track Tropical Cyclones Affected and Unaffected by Binary Tropical Cyclones (BTCs) in China
by: Mingyang Wang, et al.
Published: (2024-05-01)
by: Mingyang Wang, et al.
Published: (2024-05-01)
Editorial: Landfalling tropical cyclones: Physical processes, forecasting, and impacts
by: Yihong Duan, et al.
Published: (2022-11-01)
by: Yihong Duan, et al.
Published: (2022-11-01)
Assessment of Tropical Cyclone Rainfall from GSMaP and GPM Products and Their Application to Analog Forecasting in the Philippines
by: Gerry Bagtasa
Published: (2022-08-01)
by: Gerry Bagtasa
Published: (2022-08-01)
A review of recent advances (2018–2021) on tropical cyclone intensity change from operational perspectives, part 2: Forecasts by operational centers
by: Weiguo Wang, et al.
Published: (2023-03-01)
by: Weiguo Wang, et al.
Published: (2023-03-01)
A deep learning ensemble approach for predicting tropical cyclone rapid intensification
by: Buo‐Fu Chen, et al.
Published: (2023-05-01)
by: Buo‐Fu Chen, et al.
Published: (2023-05-01)
Dataset of outer tropical cyclone size from a radial wind profile
by: Albenis Pérez-Alarcón, et al.
Published: (2022-02-01)
by: Albenis Pérez-Alarcón, et al.
Published: (2022-02-01)
Predictability of the Most Long‐Lived Tropical Cyclone Freddy (2023) During Its Westward Journey Through the Southern Tropical Indian Ocean
by: Hao‐Yan Liu, et al.
Published: (2023-10-01)
by: Hao‐Yan Liu, et al.
Published: (2023-10-01)
Dual-Branched Spatio-Temporal Fusion Network for Multihorizon Tropical Cyclone Track Forecast
by: Zili Liu, et al.
Published: (2022-01-01)
by: Zili Liu, et al.
Published: (2022-01-01)
An Alternative Multi-Model Ensemble Forecast for Tropical Cyclone Tracks in the Western North Pacific
by: Sanghee Jun, et al.
Published: (2017-09-01)
by: Sanghee Jun, et al.
Published: (2017-09-01)
Applications of GNSS-RO to Numerical Weather Prediction and Tropical Cyclone Forecast
by: Weihua Bai, et al.
Published: (2020-11-01)
by: Weihua Bai, et al.
Published: (2020-11-01)
Does Increasing Model Resolution Improve the Real-Time Forecasts of Western North Pacific Tropical Cyclones?
by: Jihong Moon, et al.
Published: (2021-06-01)
by: Jihong Moon, et al.
Published: (2021-06-01)
Anomaly-Aware Tropical Cyclone Track Prediction Using Multi-Scale Generative Adversarial Networks
by: He Huang, et al.
Published: (2025-02-01)
by: He Huang, et al.
Published: (2025-02-01)
Tropical Cyclone Track Forecasting Using Fused Deep Learning From Aligned Reanalysis Data
by: Sophie Giffard-Roisin, et al.
Published: (2020-01-01)
by: Sophie Giffard-Roisin, et al.
Published: (2020-01-01)
Validation of Ensemble-Based Probabilistic Tropical Cyclone Intensity Change
by: Ryan D. Torn, et al.
Published: (2021-03-01)
by: Ryan D. Torn, et al.
Published: (2021-03-01)
Recent advances in operational tropical cyclone genesis forecast
by: K.K. Hon, et al.
Published: (2023-12-01)
by: K.K. Hon, et al.
Published: (2023-12-01)
Recent advances in landfalling tropical cyclone asymmetric rainfall mechanism and forecast verification over China
by: Zifeng Yu, et al.
Published: (2024-03-01)
by: Zifeng Yu, et al.
Published: (2024-03-01)
Benchmark rainfall verification of landfall tropical cyclone forecasts by operational ACCESS‐TC over China
by: Zifeng Yu, et al.
Published: (2020-01-01)
by: Zifeng Yu, et al.
Published: (2020-01-01)
Advances in tropical cyclone prediction on subseasonal time scales during 2019–2022
by: Carl J. Schreck, III, et al.
Published: (2023-06-01)
by: Carl J. Schreck, III, et al.
Published: (2023-06-01)
Review of Assimilating Spaceborne Global Navigation Satellite System Remote Sensing Data for Tropical Cyclone Forecasting
by: Weihua Bai, et al.
Published: (2025-01-01)
by: Weihua Bai, et al.
Published: (2025-01-01)
Evaluating Satellite Sounders for Monitoring the Tropical Cyclone Environment in Operational Forecasting
by: Rebekah Esmaili, et al.
Published: (2022-07-01)
by: Rebekah Esmaili, et al.
Published: (2022-07-01)
Statistical seasonal forecasting of tropical cyclones over the western North Pacific
by: Kelvin T F Chan, et al.
Published: (2021-01-01)
by: Kelvin T F Chan, et al.
Published: (2021-01-01)
Large tropical cyclone track forecast errors of global numerical weather prediction models in western North Pacific basin
by: Chi Kit Tang, et al.
Published: (2021-09-01)
by: Chi Kit Tang, et al.
Published: (2021-09-01)
Forecasting of tropical cyclones ASANI (2022) and MOCHA (2023) over the Bay of Bengal - real time challenges to forecasters
by: S.D. Kotal, et al.
Published: (2024-06-01)
by: S.D. Kotal, et al.
Published: (2024-06-01)
Tropical cyclone intensity forecasting using model knowledge guided deep learning model
by: Chong Wang, et al.
Published: (2024-01-01)
by: Chong Wang, et al.
Published: (2024-01-01)
Editorial: Tropical cyclone intensity and structure changes: theories, observations, numerical modeling and forecasting
by: Eric A. Hendricks, et al.
Published: (2023-08-01)
by: Eric A. Hendricks, et al.
Published: (2023-08-01)
Using the Debiased Brier Skill Score to Evaluate S2S Tropical Cyclone Forecasting
by: Yuanben Li, et al.
Published: (2025-05-01)
by: Yuanben Li, et al.
Published: (2025-05-01)
A Numerical Study of the Global Formation of Tropical Cyclones
by: The‐Anh Vu, et al.
Published: (2021-01-01)
by: The‐Anh Vu, et al.
Published: (2021-01-01)
Similar Items
-
Advanced Global Model Ensemble Forecasts of Tropical Cyclone Formation, and Intensity Predictions along Medium-Range Tracks
by: Russell L. Elsberry, et al.
Published: (2020-09-01) -
A Physical-Based Semi-Automatic Algorithm for Post-Tropical Cyclone Identification and Tracking in Australia
by: Difei Deng
Published: (2025-02-01) -
Forecasting tropical cyclone wind hazards and impacts: Summary from the Tenth International Workshop on Tropical Cyclones (IWTC-10)
by: Craig Earl-Spurr, et al.
Published: (2023-06-01) -
Track forecast: Operational capability and new techniques - Summary from the Tenth International Workshop on Tropical Cyclones (IWTC-10)
by: Adam Conroy, et al.
Published: (2023-03-01) -
Forecasting tropical cyclone tornadoes and impacts: Report from IWTC-X
by: Dereka Carroll-Smith, et al.
Published: (2023-06-01)
