Daily rainfall forecasting using an ensemble technique based on singular spectrum analysis

被引：0
|
作者：
Masulli, F [1 ]
Baratta, D [1 ]
Cicioni, G [1 ]
Studer, L [1 ]
机构：
[1] Univ Genoa, Ist Nazl Fis Mat, DISI, I-16146 Genoa, Italy
来源：
IJCNN'01: INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS | 2001年
关键词：
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In previous work, we have proposed a constructive methodology for temporal data learning supported by results and prescriptions related to the Takens-Mane theorem and using the Singular Spectrum Analysis in order to reduce the effects of the possible discontinuity of the signal. In this paper we present some new results concerning the application of this approach to the forecasting of the individual rainfall intensities series collected by 135 stations distributed in the Tiber basin.
引用
收藏
页码：263 / 268
页数：6
相关论文
共 50 条
  • [1] Application of an ensemble technique based on singular spectrum analysis to daily rainfall forecasting
    Baratta, D
    Cicioni, G
    Masulli, F
    Studer, L
    NEURAL NETWORKS, 2003, 16 (3-4) : 375 - 387
  • [2] Daily rainfall forecasting for one year in a single run using Singular Spectrum Analysis
    Unnikrishnan, Poornima
    Jothiprakash, V
    JOURNAL OF HYDROLOGY, 2018, 561 : 609 - 621
  • [3] DEVELOPMENT OF RAINFALL FORECASTING MODEL USING MACHINE LEARNING WITH SINGULAR SPECTRUM ANALYSIS
    Reddy, Pundru Chandra Shaker
    Sucharitha, Yadala
    Narayana, Goddumarri Surya
    IIUM ENGINEERING JOURNAL, 2022, 23 (01): : 172 - 186
  • [4] Linking Singular Spectrum Analysis and Machine Learning for Monthly Rainfall Forecasting
    Bojang, Pa Ousman
    Yang, Tao-Chang
    Quoc Bao Pham
    Yu, Pao-Shan
    APPLIED SCIENCES-BASEL, 2020, 10 (09):
  • [5] A hybrid model coupled with singular spectrum analysis for daily rainfall prediction
    Chau, K. W.
    Wu, C. L.
    JOURNAL OF HYDROINFORMATICS, 2010, 12 (04) : 458 - 473
  • [6] Research on Daily Exchange Rate Forecasting with Multivariate Singular Spectrum Analysis
    Zhang Yi
    Hui Xiao-feng
    2012 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE & ENGINEERING, 2012, : 1365 - 1370
  • [7] Data-driven multi-time-step ahead daily rainfall forecasting using singular spectrum analysis-based data pre-processing
    Unnikrishnan, Poornima
    Jothiprakash, V.
    JOURNAL OF HYDROINFORMATICS, 2018, 20 (03) : 645 - 667
  • [8] Accurate discharge and water level forecasting using ensemble learning with genetic algorithm and singular spectrum analysis-based denoising
    Anh Duy Nguyen
    Phi Le Nguyen
    Viet Hung Vu
    Quoc Viet Pham
    Viet Huy Nguyen
    Minh Hieu Nguyen
    Thanh Hung Nguyen
    Kien Nguyen
    Scientific Reports, 12
  • [9] Accurate discharge and water level forecasting using ensemble learning with genetic algorithm and singular spectrum analysis-based denoising
    Anh Duy Nguyen
    Phi Le Nguyen
    Viet Hung Vu
    Quoc Viet Pham
    Viet Huy Nguyen
    Minh Hieu Nguyen
    Thanh Hung Nguyen
    Nguyen, Kien
    SCIENTIFIC REPORTS, 2022, 12 (01)
  • [10] RAINFALL FORECAST BY IDENTIFICATION OF CHARACTERISTIC COMPONENTS OF RAINFALL USING SINGULAR SPECTRUM ANALYSIS
    Shejule, Priya
    Pekkat, Sreeja
    19TH ANNUAL MEETING OF THE ASIA OCEANIA GEOSCIENCES SOCIETY, AOGS 2022, 2023, : 74 - 76
12345