Retraction

Drought prediction based on SPI and SPEI with varying timescales using LSTM recurrent neural network

Paper Information

Record ID:
63234
Publication Date:
June 06, 2019
Retraction Date:
September 03, 2024 (1.2 year years ago)
Article Type:
Publisher:
Springer - Nature Publishing Group
Open Access:
Yes
PubMed ID:
Not indexed in PubMed
Retraction PubMed ID:
Not indexed in PubMed

Citations (121)

121
Total Citations
20
Post-Retraction
(16.5%)
100
Pre-Retraction
1
Same Day
Post-Retraction Citation Analysis
4 Within 30 days
20 Within 1 year
0 After 2+ years
268 Days since retraction (latest)
Investigating the performance of random oversampling and genetic algorithm integration in meteorological drought forecasting with machine learning
Tahsin Baykal, Özlem Terzi, Gülsün Yıldırım et al. (4 authors)
Deleted Journal Open Access
Published: May 2025
268 days after retraction
A novel machine learning models for meteorological drought forecasting in the semi-arid climate region
Chaitanya Baliram Pande, Dinesh Kumar Vishwakarma, Aman Srivastava et al. (9 authors)
Applied Water Science Open Access
Published: May 2025
244 days after retraction
Enhancing multi-temporal drought forecasting accuracy for Iran: Integrating an innovative hidden pattern identifier, recursive feature elimination, and explainable ensemble learning
Mahnoosh Moghaddasi, Mansour Moradi, Mehdi Mohammadi Ghaleni et al. (4 authors)
Journal of Hydrology Regional Studies
Published: Apr 2025
1 citation
226 days after retraction
Enhancing Drought Forecasting Using GNN-LSTM with Attention Mechanism: A study of Jaisalmer district, Rajasthan
Ritu Khandelwal, Hemlata Goyal, Rajveer Singh Shekhawat
Research Square (Research Square)
Published: Apr 2025
210 days after retraction
Comprehensive GIS-driven evaluation of drought severity and duration: comparative assessment of parametric and non-parametric SPI methodologies
Amirhossein Mirdarsoltany, Alireza B. Dariane, Matineh Imani Borhan
Theoretical and Applied Climatology
Published: Mar 2025
3 citations
209 days after retraction
Enhancement of standardized precipitation evapotranspiration index predictions by machine learning based on regression and soft computing for Iran’s arid and hyper–arid region
Saeid Bour, Zahra Kayhomayoon, Farhad Hassani et al. (6 authors)
PLoS ONE Open Access
Published: Mar 2025
196 days after retraction
Hybrid machine learning for drought prediction at multiple time scales: a case study of Ağrı station, Türkiye
Hatice Çıtakoğlu, Gaye Aktürk, Vahdettin Demir
Acta Geophysica
Published: Mar 2025
2 citations
183 days after retraction
Paper citing Drought prediction based on SPI and SPEI with vary...
Unknown Authors
Unknown Journal
Published: Feb 2025
151 days after retraction
Interpretable Transformer Model for National Scale Drought Forecasting: Attention-Driven Insights Across India
Ashish Pathania, Vivek Gupta
Environmental Modelling & Software
Published: Feb 2025
151 days after retraction
Enhancing Drought Forecast Accuracy Through Informer Model Optimization
Jieru Wei, Wenwu Tang, Pakorn Ditthakit et al. (8 authors)
Land Open Access
Published: Jan 2025
3 citations
128 days after retraction
Deep Learning‐Based Hydrological Drought Prediction in the Wardha River Basin, India
M. R. Janardhana, Ayilobeni Kikon
CLEAN - Soil Air Water
Published: Jan 2025
120 days after retraction
Advance drought prediction through rainfall forecasting with hybrid deep learning model
Brij B. Gupta, Akshat Gaurav, Razaz Waheeb Attar et al. (7 authors)
Scientific Reports Open Access
Published: Dec 2024
2 citations
101 days after retraction
Evaluating Performances of LSTM, SVM, GPR, and RF for Drought Prediction in Norway: A Wavelet Decomposition Approach on Regional Forecasting
Sertaç Oruç, Mehmet Ali Hınıs, Türker Tuğrul
Water Open Access
Published: Dec 2024
4 citations
90 days after retraction
The characteristics and changes of the natural social binary water cycle in the Upper Yellow River Basin under the influence of climate change and human activities: A review
Yuanwei Man, Meixue Yang, Xiaohua Gou et al. (6 authors)
Journal of Hydrology Regional Studies Open Access
Published: Nov 2024
1 citation
78 days after retraction
Machine learning for improved drought forecasting in Chhattisgarh India: a statistical evaluation
Yashvita Tamrakar, Iswar Chandra Das, Swati Sharma
Discover Geoscience Open Access
Published: Nov 2024
1 citation
70 days after retraction
Optimizing Precipitation Forecasting and Agricultural Water Resource Allocation Using the Gaussian-Stacked-LSTM Model
Maofa Wang, Biyu Yan, Yibo Zhang et al. (10 authors)
Atmosphere Open Access
Published: Oct 2024
57 days after retraction
LSTM Model Integrated Remote Sensing Data for Drought Prediction: A Study on Climate Change Impacts on Water Availability in the Arid Region
Haitham Abdulmohsin Afan, Atheer Saleem Almawla, Basheer Al-Hadeethi et al. (8 authors)
Water Open Access
Published: Oct 2024
3 citations
28 days after retraction
Computational decision intelligence approaches for drought prediction: A review
Morteza Pakdaman, Mansoureh Kouhi
Elsevier eBooks
Published: Oct 2024
28 days after retraction
Deep hybridnet for drought prediction based on large-scale climate indices and local meteorological conditions
Wuyi Wan, Yu Zhou
Stochastic Environmental Research and Risk Assessment
Published: Sep 2024
1 citation
19 days after retraction
Forecasting of meteorological drought using ensemble and machine learning models
Chaitanya Baliram Pande, Lariyah Mohd Sidek, Abhay M. Varade et al. (7 authors)
Environmental Sciences Europe Open Access
Published: Sep 2024
6 citations
8 days after retraction
Artificial intelligence for climate prediction of extremes: State of the art, challenges, and future perspectives
Stefano Materia, Lluís Palma García, Chiem van Straaten et al. (10 authors)
Wiley Interdisciplinary Reviews Climate Change Open Access
Published: Sep 2024
28 citations
Same day as retraction
Forecasting of Standardized Precipitation Index Using Hybrid Models: A Case Study of Cape Town, South Africa
Siphamandla Sibiya, Nkanyiso Mbatha, Shaun Ramroop et al. (5 authors)
Water Open Access
Published: Aug 2024
4 days before retraction
Artificial Neural Networks for Drought Forecasting in the Central Region of the State of Zacatecas, Mexico
Pedro Jose Esquivel-Saenz, Ruperto Ortíz-Gómez, Manuel Zavala et al. (4 authors)
Climate Open Access
Published: Aug 2024
1 citation
7 days before retraction
Impact of unprecedented drought in intensive subsistence agriculture and food security: issues, policy practice gap and the way forward
Indrajit Chowdhuri, Subodh Chandra Pal
Theoretical and Applied Climatology
Published: Aug 2024
2 citations
20 days before retraction
An Approach for Future Droughts in Northwest Türkiye: SPI and LSTM Methods
Dilek Taylan
Sustainability Open Access
Published: Aug 2024
5 citations
22 days before retraction
Application of Artificial Intelligence to Forecast Drought Index for the Mekong Delta
Duong Hai Ha, Phong Nguyen Duc, Thuan Ha Luong et al. (7 authors)
Applied Sciences Open Access
Published: Aug 2024
3 citations
32 days before retraction
Wavelet-Based precipitation preprocessing for improved drought Forecasting: A Machine learning approach using tunable Q-factor wavelet transform and maximum overlap discrete wavelet transform
Shabbir Ahmed Osmani, Changhyun Jun, Jongjin Baik et al. (5 authors)
Expert Systems with Applications
Published: Aug 2024
4 citations
33 days before retraction
Neural Hierarchical Interpolation for Standardized Precipitation Index Forecasting
Rafael Magallanes‐Quintanar, Carlos E. Galván-Tejada, Jorge Isaac Galván-Tejada et al. (6 authors)
Atmosphere Open Access
Published: Jul 2024
4 citations
35 days before retraction
Auto-Machine-Learning Models for Standardized Precipitation Index Prediction in North–Central Mexico
Rafael Magallanes‐Quintanar, Carlos E. Galván-Tejada, Jorge Isaac Galván-Tejada et al. (6 authors)
Climate Open Access
Published: Jul 2024
2 citations
53 days before retraction
Long-term drought prediction using deep neural networks based on geospatial weather data
Alexander Marusov, Vsevolod Grabar, Yury Maximov et al. (6 authors)
Environmental Modelling & Software Open Access
Published: Jun 2024
10 citations
67 days before retraction
Investigation of New Integrated Drought Monitoring Model Taking into Account the Effects of Climate Anomalies
Lei Zhou, Wenliang Wang, Congcong He et al. (7 authors)
Journal of the Indian Society of Remote Sensing
Published: Jun 2024
84 days before retraction
Development of machine learning models for estimation of daily evaporation and mean temperature: a case study in New Delhi, India
Jitendra Rajput, Nand Lal Kushwaha, Aman Srivastava et al. (10 authors)
Water Practice & Technology Open Access
Published: Jun 2024
6 citations
91 days before retraction
Accurate Satellite Operation Predictions Using Attention-BiLSTM Model with Telemetry Correlation
Yi Peng, Shuze Jia, Lizi Xie et al. (4 authors)
Aerospace Open Access
Published: May 2024
111 days before retraction
Machine learning algorithms for the prediction of drought conditions in the Wami River sub-catchment, Tanzania
Christossy Lalika, Aziz Ul Haq Mujahid, Mturi James et al. (4 authors)
Journal of Hydrology Regional Studies Open Access
Published: Apr 2024
9 citations
127 days before retraction
Deep learning-driven regional drought assessment: an optimized perspective
Chandrakant M. Kadam, Udhav V. Bhosle, Raghunath S. Holambe
Earth Science Informatics
Published: Feb 2024
5 citations
203 days before retraction
Modeling future (2021–2050) meteorological drought characteristics using CMIP6 climate scenarios in the Western Cape Province, South Africa
Mthulisi Ngwenya, Mulala Danny Simatele
Modeling Earth Systems and Environment Open Access
Published: Feb 2024
3 citations
214 days before retraction
Drought Forecasting of Seyhan and Ceyhan Basins Using Machine Learning Methods
Ali Alkan, Mustafa Tombul
Water Resources
Published: Feb 2024
5 citations
215 days before retraction
Harnessing Deep Learning for Meteorological Drought Forecasts in the Northern Cape, South Africa
Seipati Nyamane, Mohamed A. M. Abd Elbasit, Ibidun Christiana Obagbuwa
International Journal of Intelligent Systems Open Access
Published: Jan 2024
2 citations
246 days before retraction
A Machine Learning-Based Approach to Assess and Predict Drought Events: A Case of Rajasthan, India
Tuba Firdaus, Satheesh Abimannan, Shobhit Mishra et al. (4 authors)
Lecture notes in networks and systems
Published: Jan 2024
246 days before retraction
Prediction and assessment of meteorological drought in southwest China using long short-term memory model
Xiehui Li, Hejia Jia, Lei Wang et al. (4 authors)
Open Geosciences Open Access
Published: Jan 2024
246 days before retraction
Assessment and prediction of meteorological drought using machine learning algorithms and climate data
Khalid En-Nagre, Mourad Aqnouy, Ayoub Ouarka et al. (10 authors)
Climate Risk Management Open Access
Published: Jan 2024
26 citations
246 days before retraction
Unravelling the Drought Variance Using Machine Learning Methods in Six Capital Cities of Australia
Wenjing Yang, Shahab Doulabian, Amirhossein Shadmehri Toosi et al. (4 authors)
Atmosphere Open Access
Published: Dec 2023
3 citations
249 days before retraction
Performance fuzzy analytical hierarchy process to identify drought areas for disaster mitigation
Mala Rosa Aprillya, Heri Ardyansyah
International Journal of Advances in Applied Sciences Open Access
Published: Dec 2023
1 citation
277 days before retraction
Deep learning versus hybrid regularized extreme learning machine for multi-month drought forecasting: A comparative study and trend analysis in tropical region
Mohammed Majeed Hameed, Siti Fatin Mohd Razali, Wan Hanna Melini Wan Mohtar et al. (5 authors)
Heliyon Open Access
Published: Nov 2023
11 citations
280 days before retraction
Multivariate spatio-temporal modeling of drought prediction using graph neural network
Jiaxin Yu, Tinghuai Ma, Li Jia et al. (6 authors)
Journal of Hydroinformatics Open Access
Published: Nov 2023
5 citations
296 days before retraction
Droughts Level Prediction Based on Standardized Precipitation Evapotranspiration Index Using Long Short-Term Memory Based on Time-Series Split
Ulul Azmiati Auliyah, Anggit Rianansyah, Melinne Maldini Rosadi et al. (5 authors)
2022 5th International Conference on Information and Communications Technology (ICOIACT)
Published: Nov 2023
298 days before retraction
Optimizing Precipitation Forecasting and Agricultural Water Resource Allocation Using the Gaussian-Stacked- LSTM Model
Yibo Zhang, Chengcheng Wang, Pengcheng Wang et al. (7 authors)
Research Square (Research Square) Open Access
Published: Nov 2023
298 days before retraction
Shallot Price Forecasting Models: Comparison among Various Techniques
Chompoonoot Kasemset, Kanokrot Phuruan, Takron Opassuwan
Production Engineering Archives Open Access
Published: Oct 2023
3 citations
311 days before retraction
Spatio-temporal modeling of climate change impacts on drought forecast using Generative Adversarial Network: A case study in Africa
Ahlem Ferchichi, Mejda Chihaoui, Aya Ferchichi
Expert Systems with Applications
Published: Oct 2023
14 citations
321 days before retraction
Remote Sensing Monitoring of Drought in Southwest China Using Random Forest and eXtreme Gradient Boosting Methods
Xiehui Li, Hejia Jia, Lei Wang
Remote Sensing Open Access
Published: Oct 2023
18 citations
333 days before retraction
Quick Stats
Total Citations: 121
Years Since Retraction: 1.2 year
Open Access: Yes
Last Checked: Jul 24, 2025