Ensemble stationary-based support vector regression for drought prediction under changing climate
出版年份 2021 全文链接
标题
Ensemble stationary-based support vector regression for drought prediction under changing climate
作者
关键词
Drought prediction, Support vector regression, Nonstationary time series, Climate change, Change point detection, Tuning hyperparameters
出版物
JOURNAL OF HYDROLOGY
Volume 603, Issue -, Pages 127059
出版商
Elsevier BV
发表日期
2021-10-19
DOI
10.1016/j.jhydrol.2021.127059
参考文献
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注意：仅列出部分参考文献，下载原文获取全部文献信息。- Challenges in modeling and predicting floods and droughts: A review
- (2021) Manuela I. Brunner et al. Wiley Interdisciplinary Reviews-Water
- Time-varying network-based approach for capturing hydrological extremes under climate change with application on drought
- (2021) Riya Dutta et al. JOURNAL OF HYDROLOGY
- Evaluation of hot temperature extremes and heat waves in the Mississippi River Basin
- (2020) Ameneh Tavakol et al. ATMOSPHERIC RESEARCH
- Investigating the impacts of climate change and human activities on hydrological drought using non-stationary approaches
- (2020) Muhammad Jehanzaib et al. JOURNAL OF HYDROLOGY
- Hydroclimatic aggregate drought index (HADI): a new approach for identification and categorization of drought in cold climate regions
- (2020) Mohammad Hadi Bazrkar et al. STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT
- Change points in annual peak streamflows: Method comparisons and historical change points in the United States
- (2019) Karen R. Ryberg et al. JOURNAL OF HYDROLOGY
- Selective review of offline change point detection methods
- (2019) Charles Truong et al. SIGNAL PROCESSING
- An ensemble-ANFIS based uncertainty assessment model for forecasting multi-scalar standardized precipitation index
- (2018) Mumtaz Ali et al. ATMOSPHERIC RESEARCH
- Seasonal Drought Prediction: Advances, Challenges, and Future Prospects
- (2018) Zengchao Hao et al. REVIEWS OF GEOPHYSICS
- Standardized Soil Moisture Index for Drought Monitoring Based on Soil Moisture Active Passive Observations and 36 Years of North American Land Data Assimilation System Data: A Case Study in the Southeast United States
- (2018) Yaping Xu et al. Remote Sensing
- Mountain snowpack response to different levels of warming
- (2018) Laurie S. Huning et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Drought prediction using a wavelet based approach to model the temporal consequences of different types of droughts
- (2016) Rajib Maity et al. JOURNAL OF HYDROLOGY
- Forecasting effective drought index using a wavelet extreme learning machine (W-ELM) model
- (2016) Ravinesh C. Deo et al. STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT
- A generalized framework for deriving nonparametric standardized drought indicators
- (2015) Alireza Farahmand et al. ADVANCES IN WATER RESOURCES
- Linkages between hydrological drought, climate indices and human activities: a case study in the Columbia River basin
- (2015) Shengzhi Huang et al. INTERNATIONAL JOURNAL OF CLIMATOLOGY
- Prospects for Advancing Drought Understanding, Monitoring, and Prediction
- (2015) Eric F. Wood et al. JOURNAL OF HYDROMETEOROLOGY
- Substantial increase in concurrent droughts and heatwaves in the United States
- (2015) Omid Mazdiyasni et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Nonstationary regression with support vector machines
- (2014) Guillermo L. Grinblat et al. NEURAL COMPUTING & APPLICATIONS
- A drought index accounting for snow
- (2014) Maria Staudinger et al. WATER RESOURCES RESEARCH
- Causes and Predictability of the 2012 Great Plains Drought
- (2013) M. Hoerling et al. BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY
- Ensemble prediction of regional droughts using climate inputs and the SVM-copula approach
- (2013) Poulomi Ganguli et al. HYDROLOGICAL PROCESSES
- Long-term SPI drought forecasting in the Awash River Basin in Ethiopia using wavelet neural network and wavelet support vector regression models
- (2013) A. Belayneh et al. JOURNAL OF HYDROLOGY
- Optimal Detection of Changepoints With a Linear Computational Cost
- (2012) R. Killick et al. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION
- Continental-scale water and energy flux analysis and validation for the North American Land Data Assimilation System project phase 2 (NLDAS-2): 1. Intercomparison and application of model products
- (2011) Youlong Xia et al. JOURNAL OF GEOPHYSICAL RESEARCH
- A wavelet-support vector machine conjunction model for monthly streamflow forecasting
- (2011) Ozgur Kisi et al. JOURNAL OF HYDROLOGY
- Estimating Palmer Drought Severity Index using a wavelet fuzzy logic model based on meteorological variables
- (2010) Mehmet Ozger et al. INTERNATIONAL JOURNAL OF CLIMATOLOGY
- Changepoint detection in SPI transition probabilities
- (2010) Jonathan Duggins et al. JOURNAL OF HYDROLOGY
- Primal twin support vector regression and its sparse approximation
- (2010) Xinjun Peng NEUROCOMPUTING
- A Multiscalar Drought Index Sensitive to Global Warming: The Standardized Precipitation Evapotranspiration Index
- (2009) Sergio M. Vicente-Serrano et al. JOURNAL OF CLIMATE
- Use of a standardized runoff index for characterizing hydrologic drought
- (2008) Shraddhanand Shukla et al. GEOPHYSICAL RESEARCH LETTERS
- Development of a short-term river flood forecasting method for snowmelt driven floods based on wavelet and cross-wavelet analysis
- (2008) Jan F. Adamowski JOURNAL OF HYDROLOGY
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