A Novel Bimodal Forecasting Model for Solar Cycle 25
نویسندگان
چکیده
Abstract In this paper, a novel bimodal model to predict complete sunspot cycle based on comprehensive precursor information is proposed. We compare the traditional 13 month moving average with Gaussian filter and find that latter has less missing can better describe overall trend of raw data. Unlike previous models usually only use one precursor, here we combine implicit geometric solar (peak skewness start value predicted cycle) method geomagnetic index adopt multivariate linear approach higher goodness fit (>0.85) in fitting. Verifications for cycles 22–24 demonstrate good performance predicting peak occurrence time. It also successfully predicts structure 22 24, showing certain ability whether next unimodal or bimodal. shows 25 single-peak will come 2024 October 145.3.
منابع مشابه
Solar cycle forecasting: A nonlinear dynamics approach
The problem of prediction of a given time series is examined on the basis of recent nonlinear dynamics theories. Particular attention is devoted to forecast the amplitude and phase of one of the most common solar indicator activities, the international monthly smoothed sunspot number. It is well known that the solar cycle is very difficult to predict due to the intrinsic complexity of the relat...
متن کاملSolar Radiation Forecasting Model
The prediction of hourly solar radiation data has important consequences in many solar applications (Markvart, Fragaki & Ross, 2006). Such data can be regarded as a time series and its prediction depends on accurate modeling of the stochastic process. The computation of the conditional expectation, which is in general non-linear, requires the knowledge of the high order distribution of the samp...
متن کاملDeciphering Solar Magnetic Activity: Spotting Solar Cycle 25
We present observational signatures of solar cycle 25 onset. Those signatures are visibly following a migratory path from high to low latitudes. They had starting points that are asymmetrically offset in each hemisphere at times that are 21–22 years after the corresponding, same polarity, activity bands of solar cycle 23 started their migration. Those bands define the so-called “extended solar ...
متن کاملA novel grey–fuzzy–Markov and pattern recognition model for industrial accident forecasting
Industrial forecasting is a top-echelon research domain, which has over the past several years experienced highly provocative research discussions. The scope of this research domain continues to expand due to the continuous knowledge ignition motivated by scholars in the area. So, more intelligent and intellectual contributions on current research issues in the accident domain will potentially ...
متن کاملmortality forecasting based on lee-carter model
over the past decades a number of approaches have been applied for forecasting mortality. in 1992, a new method for long-run forecast of the level and age pattern of mortality was published by lee and carter. this method was welcomed by many authors so it was extended through a wider class of generalized, parametric and nonlinear model. this model represents one of the most influential recent d...
15 صفحه اولذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: The Astrophysical Journal
سال: 2022
ISSN: ['2041-8213', '2041-8205']
DOI: https://doi.org/10.3847/1538-4357/ac3488