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.
Unlike conventional ground-based wind turbines, which are often limited by variable wind conditions and geographic constraints, high-altitude wind energy systems have the potential to capture energy more efficiently and consistently.
By integrating renewable sources such as solar and wind energy with Low-carbon upgrading to China''s communications base stations Sep 1,  &#; As China rapidly expands its digital
At present, wind and solar hybrid power supply systems require higher requirements for base station power. To implement new energy development, our team will continue to conduct
Hybrid energy solutions enable telecom base stations to run primarily on renewable energy sources, like solar and wind, with the diesel generator as a last resort. This reduces emissions, aligns with
Given the premise that a communication tower is a vital infrastructure that may collapse when encountering a wind disaster, this paper focused on investigating the collapse mechanism and
To address these challenges, the integration of advanced control strategies is necessary. In this context, Model Predictive Control (MPC) combined with Long Short-Term Memory (LSTM)
A wind-solar hybrid and power station technology, applied in the field of communication, can solve problems such as the difficulty of power supply for communication base stations, and achieve
We investigate the use of wind turbine-mounted base stations (WTBSs) as a cost-effective solution for regions with high wind energy potential, since it could replace or even outperform
In general, in the case of sudden large-scale natural disasters and public emergencies, a single communication network technology cannot guarantee communication needs, so the emergency
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