Results 121 to 130 of about 23,189,989 (210)

AVERAGE MONTHLY TEMPERATURE FORECAST IN ROMANIA BY USING SINGULAR SPECTRUM ANALYSIS [PDF]

Analele Universităţii Constantin Brâncuşi din Târgu Jiu : Seria Economie, 2018
Singular spectrum analysis (SSA) is one of the relatively recent time series analysis method which does not require a-priori assumption of a particular model.
MARINOIU CRISTIAN
doaj  

Aplikasi Metode Singular Spectrum Analysis (SSA) dalam Peramalan Produksi Padi di Provinsi Sulawesi Tenggara

JPNM Jurnal Pustaka Nusantara Multidisiplin
Penelitian ini bertujuan untuk meramalkan produksi padi di Provinsi Sulawesi Tenggara menggunakan metode Singular Spectrum Analysis (SSA) dan membandingkannya dengan metode Autoregressive Integrated Moving Average (ARIMA). Data produksi padi di Provinsi Sulawesi Tenggara dari tahun 2018 hingga 2021 dijadikan dasar untuk peramalan tahun 2022. Metode SSA
null Ega Sarmita, null Gusti Ngurah Adhi Wibawa, null Bahridin Abapihi, null Ruslan, null Lilis Laome, null Agusrawati   +5 more
openaire   +1 more source

Multifrequency singular spectrum analysis

, 2009
Summary Singular spectrum analysis (SSA) is a method utilized for the analysis of time series arising from dynamical systems. The method is used to capture oscillations from a given time series via the analysis of the eigenspectra of the so-called ...
Mauricio D Sacchi
core  

Efficient solar power generation forecasting for greenhouses: A hybrid deep learning approach

Alexandria Engineering Journal
In this research paper, we propose a novel hybrid deep learning approach, SSA-CNN-LSTM, for forecasting solar power generation. The approach combines Singular Spectrum Analysis (SSA), Convolutional Neural Networks (CNNs), and Long Short-Term Memory (LSTM)
Divyadharshini Venkateswaran, Yongyun Cho   +1 more
doaj   +1 more source

Singular spectrum analysis: methodology and application to economics data

, 2009
This paper describes the methodology of singular spectrum analysis (SSA) and demonstrate that it is a powerful method of time series analysis and forecasting, particulary for economic time series.
Hassani, Hossein, Zhigljavsky, Anatoly Alexandrovich   +1 more
core   +1 more source

HYBRID MODEL OF SINGULAR SPECTRUM ANALYSIS WITH AUTOREGRESSIVE INTEGRATED MOVING AVERAGE AND FUZZY TIME SERIES FOR INDONESIAN CRUDE PRICE FORECASTING

Barekeng
This study discusses a hybrid model of Singular Spectrum Analysis (SSA) with Autoregressive Integrated Moving Average (ARIMA) and Fuzzy Time Series (FTS) for forecasting the Indonesian Crude Price (ICP).
Etik Zukhronah, Winita Sulandari, Esa Permata Sari Putri Ilahi   +2 more
doaj   +1 more source

Singular Spectrum Analysis of Sleep EEG in Insomnia

, 2011
https://pubmed.ncbi.nlm.nih.gov/20703545/https://link.springer.com/article/10.1007%2Fs10916-009-9381-7 ABSTRACTIn the present study,the Singular Spectrum Analysis (SSA) is applied to sleep EEG segments collectedfrom healthy volunteers and patients ...
Kara, Sadik, Saraoglu, Hamdi Melih, Aydin, Serap   +2 more
core   +1 more source

Polynomial-exponential 2D data models, Hankel-block-Hankel matrices and zero-dimensional ideals

, 2011
Subspace-based methods are popular for analysis of two-dimensional data that can be modeled by sums of polynomially modulated exponential (or “polynomial-exponential”) functions.
Usevich, Konstantin
core   +1 more source

Battery Health Prediction with Singular Spectrum Analysis and Grey Wolf Optimized Long Short-Term Memory Networks

Energies
To tackle the intricate challenges of nonlinearity and non-stationarity in lead-acid battery degradation data, this paper introduces the SG-LSTM model, an innovative approach to battery health prediction.
Chengti Huang, Na Li, Jianqing Zhu, Shengming Shi   +3 more
doaj   +1 more source

Electricity consumption forecasting using singular spectrum analysis

, 2015
Singular Spectrum Analysis (SSA) is a non-parametric technique that allows the decomposition of a time series into signal and noise. Thus, it is a useful technique to trend extraction, smooth and filter a time series.
Moreira Pessanha, José Francisco, Menezes, Moises Lima de, Castro Souza, Reinaldo   +2 more
core   +1 more source