The successful implementation of the MPC-LSTM-KAN framework underscores its potential for improving energy management in high-altitude wind energy systems. The ability to predict future power outputs with high accuracy and incorporate these predictions into the MPC optimization process is crucial for maintaining system stability and efficiency.
The proposed method is applied to a high-altitude wind energy work umbrella control system, where it aims to enhance the stability and efficiency of energy utilization. The work umbrella system integrates wind and solar energy sources, with energy stored in a battery and used to control the umbrella's operations.
Such an approach not only stabilizes the SOC but also enhances the overall efficiency and reliability of the high-altitude wind energy system. The Kolmogorov–Arnold Network (KAN) provides a powerful mathematical tool for approximating multidimensional continuous functions.
The integration of these two methods creates a robust approach to handling the variability and uncertainty inherent in renewable energy sources, thereby facilitating more efficient energy management. Table 1. Partial environmental data.
Simulation results validated using real-world data from the southwest region of China. Future research will focus on stochastic modeling and incorporating energy storage systems. This paper proposes
The results indicate that in the integrated hydro-wind-solar power generation system, hydroelectric power reduces its output when wind and solar power generation is high, thereby
We evaluate the suitability of solar-wind deployment focusing on three aspects: solar/wind exploitability, accessibility, and interconnectability, as elaborated in Supplementary Table S3. ''Exploitability''
The solution adopts new energy (wind and diesel energy storage) technology to provide a reliable guarantee for the stable operation of communication base stations.
The spread use of both solar and wind energy could engender a complementarity behaviorreducing their inherent and variable characteristics what would improve predictability and operability of the
Are multi-energy complementary systems effective in ensuring power supply to the grid? This validates the effectivenessof multi-energy complementary systems in ensuring power supply to
The wind-solar hybrid power system is a high performance-to-price ratio power supply system by using wind and solar energy complementarity.The environment resources of
Here, we outline an optimized, phased pathway for integrating solar and wind energy into a globally interconnected and fully coordinated This work proposes a stochastic simulation model of
The proposed method is applied to a high-altitude wind energy work umbrella control system, where it aims to enhance the stability and efficiency of energy utilization. The work umbrella
Are wind and solar energy resources complementary in China? The results reveal that wind energy and solar energy resources in China undergo large interannual fluctuations and show significant spatial
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