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A new formula for predicting solar cycles based on the current theoretical understanding of the solar cycle from flux transport dynamo is presented. Two important processes---fluctuations in the Babcock-Leighton mechanism and variations in…

太阳与恒星天体物理 · 物理学 2019-08-07 Gopal Hazra , Arnab Rai Choudhuri

The integration of renewable resources has increased in power generation as a means to reduce the fossil fuel usage and mitigate its adverse effects on the environment. However, renewables like solar energy are stochastic in nature due to…

Prediction of solar activity cycles is challenging because physical processes inside the Sun involve a broad range of multiscale dynamics that no model can reproduce and because the available observations are highly limited and cover mostly…

太阳与恒星天体物理 · 物理学 2020-09-30 Irina N. Kitiashvili

The Solar Cycle is reviewed. The 11-year cycle of solar activity is characterized by the rise and fall in the numbers and surface area of sunspots. A number of other solar activity indicators also vary in association with the sunspots…

太阳与恒星天体物理 · 物理学 2015-10-01 David H. Hathaway

Solar flare forecasting research using machine learning (ML) has focused on high resolution magnetogram data from the SDO/HMI era covering Solar Cycle 24 and the start of Solar Cycle 25, with some efforts looking back to SOHO/MDI for data…

太阳与恒星天体物理 · 物理学 2023-08-30 Kiera van der Sande , Andrés Muñoz-Jaramillo , Subhamoy Chatterjee

Various methods (or recipes) have been proposed to predict future solar activity levels - with mixed success. Among these, some precursor methods based upon quantities determined around or a few years before solar minimum have provided…

天体物理学 · 物理学 2009-06-25 Manfred Schuessler

The recent paucity of sunspots and the delay in the expected start of Solar Cycle 24 have drawn attention to the challenges involved in predicting solar activity. Traditional models of the solar cycle usually require information about the…

太阳与恒星天体物理 · 物理学 2013-12-05 Mercedes T. Richards , Michael L. Rogers , Donald St. P. Richards

Ways to give medium- and short-term predictions of solar flares are proposed according to the statistical analysis of events during solar cycle 23. On one hand, the time distribution of both C and M class flares shows two main periods of…

天体物理学 · 物理学 2008-11-17 Z. Q. Qu

Building a reliable forecast of solar activity is a long-standing problem that requires to accurately describe past and current global dynamics. However, synoptic observations of magnetic fields and subsurface flows became available…

太阳与恒星天体物理 · 物理学 2021-07-14 Irina N. Kitiashvili

The solar radio flux at F10.7 cm and F30 cm is required by most models characterizing the state of the Earth's upper atmosphere, such as the thermosphere and ionosphere to specify satellite orbits, re-entry services, collision avoidance…

太阳与恒星天体物理 · 物理学 2021-05-05 Elena Petrova , Tatiana Podladchikova , Astrid M. Veronig , Stijn Lemmens , Benjamin Bastida Virgili , Tim Flohrer

A simple and efficient Bayesian machine learning (BML) training and forecasting algorithm, which exploits only a 20-year short observational time series and an approximate prior model, is developed to predict the Ni\~no 3 sea surface…

大气与海洋物理 · 物理学 2021-10-04 Nan Chen , Faheem Gilani , John Harlim

As the use of solar power increases, having accurate and timely forecasts will be essential for smooth grid operators. There are many proposed methods for forecasting solar irradiance / solar power production. However, many of these methods…

机器学习 · 计算机科学 2023-07-11 Timothy Cargan , Dario Landa-Silva , Isaac Triguero

Coronal Mass Ejections (CMEs) are the major drivers of Space Weather (SWx), so predicting their arrival at Earth is a major aspect of SWx forecasting. Despite increasingly complex models proposed over the past decades, the mean absolute…

空间物理 · 物理学 2025-08-18 Syed Raza , Talwinder Singh , Nikolai Pogorelov

A new prediction technique based on logarithmic values is proposed to predict the maximum amplitude (Rm) of a solar cycle from the preceding minimum aa geomagnetic index (aamin). The correlation between lnRm and lnaamin (r = 0.92) is…

太阳与恒星天体物理 · 物理学 2011-10-28 Z. L. Du

Here we study the prediction of even and odd numbered sunspot cycles separately, thereby taking into account the Hale cyclicity of solar magnetism. We first show that the temporal evolution and shape of all sunspot cycles are extremely well…

太阳与恒星天体物理 · 物理学 2023-09-11 Timo Asikainen , Jani Mantere

We propose a forecasting approach for solar flares based on data from Solar Cycle 24, taken by the Helioseismic and Magnetic Imager (HMI) on board the Solar Dynamics Observatory (SDO) mission. In particular, we use the Space-weather HMI…

We create a continuous series of daily and monthly hemispheric sunspot numbers (HSNs) from 1874 to 2020, which will be continuously expanded in the future with the HSNs provided by SILSO. Based on the available daily measurements of…

太阳与恒星天体物理 · 物理学 2023-01-06 Astrid M. Veronig , Shantanu Jain , Tatiana Podladchikova , Werner Poetzi , Frederic Clette

The sunspot number data during the past 400 years indicates that both the profile and the amplitude of the solar cycle have large variations. Some precursors of the solar cycle were identified aiming to predict the solar cycle. The polar…

太阳与恒星天体物理 · 物理学 2015-06-15 Jie Jiang

Although systematic measurements of the solar polar magnetic field exist only from mid 1970s, other proxies can be used to infer the polar field at earlier times. The observational data indicate a strong correlation between the polar field…

天体物理学 · 物理学 2009-11-13 Jie Jiang , Piyali Chatterjee , Arnab Rai Choudhuri

Solar activity forecasting is an important topic for numerous scientific and technological areas, such as space mission operations, electric power transmission lines, power transformation stations and earth geophysical and climatic impact.…

太阳与恒星天体物理 · 物理学 2019-02-15 Stefano Sello