PV Power Forecasting with Holt-Winters Method

被引:10
|
作者
Kanchana, Wutthipum [1 ]
Sirisukprasert, Siriroj [1 ]
机构
[1] Kasetsart Univ, Dept Elect Engn, Fac Engn, Bangkok, Thailand
关键词
PV Power Forecasting; Holt-Winters Method Forecasting; Renewable Energy; Photovoltaic Power System;
D O I
10.1109/iEECON48109.2020.229517
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Due to global warming issue and growing of energy demand, photovoltaic (PV) power plant is a desirable alternative to electrical power generations. An accurate PV power forecasting is essential to alleviate its negative impacts and to improve its performance. This paper proposed a short-term PV power forecasting technique based on Holt-Winters method. Its property and principle are presented. There are two main parameters, i.e. the number of days (N) and the weight index (alpha). The values of these two parameters affect the forecasting accuracy, and a set of optimal values for both parameters used for all season is proposed. A real PV generated power profile is collected from the eastern part of Thailand and used in this study. The performance of the proposed forecasting technique is carried out by MATLAB program. The simulation results indicate that the proposed method provides acceptable short-term forecasting results. The proposed technique can be applied in energy management and electrical power smoothing applications.
引用
收藏
页数:4
相关论文
共 50 条
  • [41] ANALYSIS OF THE RELATIONSHIP BETWEEN PRODUCTION AND WATER CONSUMPTION IN GREAT GOIANIA USING THE STATISTICAL METHOD OF FORECASTING HOLT-WINTERS
    de Azeredo Barros, Victor Freitas
    de Menezes, Jose Elmo
    [J]. REVISTA ELETRONICA EM GESTAO EDUCACAO E TECNOLOGIA AMBIENTAL, 2012, 7 (07): : 1272 - 1282
  • [42] Sales Forecasting Using Holt-Winters in Enterprise Resource Planning At Sales and Distribution Module
    Sugiarto, Vicky Chrystian
    Sarno, Riyanarto
    Sunaryono, Dwi
    [J]. PROCEEDINGS OF 2016 INTERNATIONAL CONFERENCE ON INFORMATION & COMMUNICATION TECHNOLOGY AND SYSTEMS (ICTS), 2016, : 8 - 13
  • [43] PREDICTION INTERVALS FOR THE HOLT-WINTERS FORECASTING PROCEDURE (VOL 6, PG 127, 1990)
    YAR, M
    CHATFIELD, C
    [J]. INTERNATIONAL JOURNAL OF FORECASTING, 1994, 10 (01) : 173 - 173
  • [44] The Accuracy Rate of Holt-Winters Model with Particle Swarm Optimization in Forecasting Exchange Rates
    Ortiz, Riz Rupert L.
    [J]. JOURNAL OF COMPUTERS, 2016, 11 (03) : 216 - 224
  • [45] Holt-Winters method for run-off triangles in claims reserving
    Cipra, Tomas
    Hendrych, Radek
    [J]. EUROPEAN ACTUARIAL JOURNAL, 2023, 13 (02) : 815 - 836
  • [46] Use of Holt-Winters Method in the Analysis of Network Traffic: Case Study
    Szmit, Maciej
    Szmit, Anna
    [J]. COMPUTER NETWORKS, 2011, 160 : 224 - 231
  • [47] The Short-term Passenger Flow Forecasting of Urban Rail Transit Based on Holt-Winters' Seasonal Method
    Wang, Xiao
    [J]. 2019 4TH INTERNATIONAL CONFERENCE ON ELECTROMECHANICAL CONTROL TECHNOLOGY AND TRANSPORTATION (ICECTT 2019), 2019, : 265 - 268
  • [48] Long-term sales forecasting using Holt-Winters and neural network methods
    Kotsialos, A
    Papageorgiou, M
    Poulimenos, A
    [J]. JOURNAL OF FORECASTING, 2005, 24 (05) : 353 - 368
  • [49] Power Data Anomaly Detection Based on Holt-winters Model and DBSCAN Clustering
    Xiao Y.
    Zheng K.
    Yu Z.
    Zhou M.
    Li S.
    Ma Q.
    [J]. Dianwang Jishu/Power System Technology, 2020, 44 (03): : 1099 - 1104
  • [50] Forecasting Infant Mortality Rate for China: A Comparison Between α-Sutte Indicator, ARIMA, and Holt-Winters
    Kurniasih, Nuning
    Ahmar, Ansari Saleh
    Hidayat, Dadang Rahmat
    Agustin, Herlina
    Rizal, Edwin
    [J]. 2ND INTERNATIONAL CONFERENCE ON STATISTICS, MATHEMATICS, TEACHING, AND RESEARCH 2017, 2018, 1028