Solar Irradiance Estimation Using Kalman Filter

被引:3
|
作者
Madureira, Vinicius Souza [1 ,2 ]
das Chagas, Thiago Pereira [1 ,2 ]
de Jesus, Gildson Queiroz [1 ,2 ]
机构
[1] State Univ Santa Cruz UESC, Dept Exact Sci & Technol DCET, Postgrad Program Sci & Technol Computat Modeling, Ilheus, BA, Brazil
[2] State Univ Santa Cruz UESC, Dept Exact Sci & Technol DCET, Mechatron Lab, Ilheus, BA, Brazil
关键词
Photovoltaic systems; Irradiance estimation; Kalman filter; dc-dc converter; State space; GLOBAL HORIZONTAL IRRADIANCE; SYSTEMS; MODEL;
D O I
10.1007/s40313-020-00649-x
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This work presents a methodology to estimate solar irradiance using Kalman filter for systems with unknown inputs, an approach more adequate to system characteristics than the standard formulation of this tool. A system with photovoltaic panel, dc-dc converter and load was modeled and simulated in order to analyze the proposed methodology in situations of clear, almost clear and cloudy sky days. The proposed estimator and an analytical method are compared with respect to the ability to compute the irradiance and tested against uncertainties in modeling parameters and noise in the voltage and current measurements of the system. The results show that, through a single sensor, the developed methodology allows to estimate and filter not only solar irradiance, but also output current of photovoltaic system and output voltage of converter. This brings benefits in reducing costs with sensors, allows real-time measurements and avoids propagating noisy measures in the management of a solar system.
引用
收藏
页码:1447 / 1457
页数:11
相关论文
共 50 条
  • [1] Solar Irradiance Estimation Using Kalman Filter
    Vinícius Souza Madureira
    Thiago Pereira das Chagas
    Gildson Queiroz de Jesus
    [J]. Journal of Control, Automation and Electrical Systems, 2020, 31 : 1447 - 1457
  • [2] Hybrid solar irradiance now-casting by fusing Kalman filter and regressor
    Cheng, Hsu-Yung
    [J]. RENEWABLE ENERGY, 2016, 91 : 434 - 441
  • [3] STREAM TEMPERATURE ESTIMATION USING KALMAN FILTER
    CHIU, CL
    ISU, EO
    [J]. JOURNAL OF THE HYDRAULICS DIVISION-ASCE, 1978, 104 (09): : 1257 - 1268
  • [4] POSITION ESTIMATION USING UNSCENTED KALMAN FILTER
    Konatowski, Stanislaw
    [J]. INTERNATIONAL JOURNAL OF ELECTRONICS AND TELECOMMUNICATIONS, 2006, 52 (02) : 229 - 243
  • [5] Estimation of wave propagation using a Kalman filter
    Takagi, T
    Inamoto, K
    Kawahara, M
    [J]. INTERNATIONAL JOURNAL OF COMPUTATIONAL FLUID DYNAMICS, 1997, 9 (01) : 77 - 84
  • [6] Enhanced Motion Estimation using Kalman Filter
    Bajaj, Manish
    Lall, Brejesh
    [J]. IETE JOURNAL OF RESEARCH, 2012, 58 (02) : 171 - 175
  • [7] STREAM TEMPERATURE ESTIMATION USING KALMAN FILTER
    CHANDER, S
    KUMAR, A
    GOYAL, SK
    [J]. JOURNAL OF THE HYDRAULICS DIVISION-ASCE, 1979, 105 (10): : 1321 - 1321
  • [8] Sea State Estimation using Kalman Filter
    Fangbemi, Kossivi
    Boje, Edward
    Verrinder, Robyn A.
    [J]. 2019 IEEE AFRICON, 2019,
  • [9] Estimation of effective solar irradiation using an unscented Kalman filter in a parabolic-trough field
    Gallego, A. J.
    Camacho, E. F.
    [J]. SOLAR ENERGY, 2012, 86 (12) : 3512 - 3518
  • [10] A Novel 24 Kalman Filter Bank Estimator For Solar Irradiance Prediction For PV Power Generation
    Lynch, Conor
    O'Mahony, Michael J.
    Guinee, Richard A.
    [J]. 2015 IEEE 42ND PHOTOVOLTAIC SPECIALIST CONFERENCE (PVSC), 2015,