Renewable energy company stock dynamics forecast in the period of sustainable development based on Fractal-FOA-LSTM
نویسندگان
چکیده
In stock trend forecasting system, feature selection and model building are two major factors that affect prediction performance. order to improve the accuracy of stability model, a Fractal-FOA-LSTM is proposed. Firstly, features selected by using FOA (fruit fly algorithm) combined with fractal dimension reduce redundancy features, indexes used as system input. And proposing double input LSTM(long-short term memory) network optimizing its parameters, it can select best parameters for different data automatically. This paper test on 4 sets UCI database Shanghai Composite Index proved method effective, through empirical analysis S&P500, compared results SVM PNN, verified feasibility superiority base fractal-FOA-LSTM.
منابع مشابه
Dynamics of forecasting the development of renewable energy technologies in Ukraine and Chile
The processes of transformation of the energy space, namely the impact of alternative energy resources on it, are characterized by changes in the national economy in general and in the energy market in particular. The results of the analysis confirmed the significant dependence of electricity production indicators on renewable sources and such factors as GDP, CO2 emissions, total electricity pr...
متن کاملThe nexus of renewable energy - sustainable development - environmental quality in Iran: Bayesian VAR approach
The use of renewable energy reduces environmental pollution and leads to achievement of sustainable development. The current study investigates the dynamic interrelationship between sustainable development, renewable and non-renewable energies and environment nexus by applying Bayesian vector autoregression (BVAR) and impulse response functions in Iran with an annual data frequency for the time...
متن کاملRenewable Energy Strategies for Sustainable Development
This paper discusses the perspective of renewable energy (wind, solar, wave and biomass) in the making of strategies for a sustainable development. Such strategies typically involve three major technological changes: energy savings on the demand side, efficiency improvements in the energy production, and replacement of fossil fuels by various sources of renewable energy. Consequently, large-sca...
متن کاملStrategic guidelines on the development of renewable energy sources
The study highlights the importance to develop the national economy through assuring energy security. The study aims to analyze how to develop renewable energy sources, determine the main priorities of Ukraine’s national security policy and discover novel ways of assuring energy security due to developing the industry of renewable energy in the light of environmental safety, energy conservation...
متن کاملthe impact of morphological awareness on the vocabulary development of the iranian efl students
this study investigated the impact of explicit instruction of morphemic analysis and synthesis on the vocabulary development of the students. the participants were 90 junior high school students divided into two experimental groups and one control group. morphological awareness techniques (analysis/synthesis) and conventional techniques were used to teach vocabulary in the experimental groups a...
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: E3S web of conferences
سال: 2021
ISSN: ['2555-0403', '2267-1242']
DOI: https://doi.org/10.1051/e3sconf/202129501065