The research on anomaly detection systems and methods for WPE based on AI has become a hot topic in the field of wind power. This article adopted a CNN-based method to construct a WPE anomaly detection system, and the effectiveness of this method has been verified through experiments.
The wind power equipment anomaly detection system based on artificial intelligence can timely and accurately identify the abnormal situation of WPE, and can provide a new wind power equipment anomaly detection method based on artificial intelligence for the wind power industry.
Therefore, how to timely detect and handle abnormal situations of WPE has become one of the focuses of research in the field of wind power. The traditional anomaly detection methods for WPE mainly rely on manual inspection and diagnosis, which have problems such as high inspection cost, low efficiency, and high misjudgment rate.
The maintenance and operation of wind turbines is costly and uncertain, and decision support systems can assist O&M personnel in identifying, classifying, and predicting failures or damage to wind turbines . In the current technical research on decision support systems, there are several problems.
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The focus of this abnormal wind power detection method is primarily on assessing the reconstruction error, which, in turn, generates an abnormality score for wind power data.
Communications infrastructure equipment employs a variety of power system components. Power factor corrected (PFC) AC/DC power supplies with load sharing and …
In an era of rapid technological advancement and increasing reliance on renewable energy, battery energy storage systems (BESS) are emerging as pivotal players in …
Accurate and credible operation data sets of wind and solar power stations are the basis of many research works. However, such data sets often contain abnormal data due to …
Secondly, a brief analysis of the cost of wind power projects based on equipment failure is presented. Thirdly, the current key …
This paper describes the development status of wind power generation and photovoltaic power generation, sorts out the common failures of the power generation …
For insufficient flexible regulating power supply in the hybrid power generation system (HPGS), the construction of the pumped storage power station for hydro-wind …
A multi-base station cooperative system composed of 5G acer stations was considered as the research object, and the outer goal was to maximize the net profit over the …
These anomalies may be caused by equipment failure, operational errors, or external factors such as natural disasters Calvo …
3. Configuration of Green Base Station Test Equipment The differences in configuration between conventional base stations and green base stations are different …
Wind energy, being a non-controllable energy source, can cause problems with voltage stability and transient stability in the power system. On the other hand, the increasing …
The communication base station supply system solution plan A. System introduction The new energy communication base station supply …
These anomalies may be caused by equipment failure, operational errors, or external factors such as natural disasters Calvo-Bascones et al. (2023). Although anomaly …
However, wind power is characterized by strong randomness and volatility [3], and is susceptible to weather [4]. Global climate change has led to frequent extreme weather, …
Abnormality detection of power generation equipment is of great significance in enhancing equipment reliability. In the era of Industry 4.0, with the rapid development and …
The existing traditional monitoring methods are not ideal for identifying abnormal states in remote real-time monitoring of power system equipment due to adverse weather …
The Wind Integration National Dataset (WIND) Toolkits contain offshore and continental wind data throughout the United States, including …
The communication base station supply system solution plan A. System introduction The new energy communication base station …
Ane Wind Turbine Solar Generator for Mobile Communication Station Power Supply Solution Plan, Find Details and Price about …
The optimization of PV and ESS setup according to local conditions has a direct impact on the economic and ecological benefits of …
Secondly, a brief analysis of the cost of wind power projects based on equipment failure is presented. Thirdly, the current key technologies for intelligent operation and …
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