Virtual collection for distributed photovoltaic data: Challenges, methodologies, and applications
In recent years, with the rapid development of distributed photovoltaic systems (DPVS), the
shortage of data monitoring devices and the difficulty of comprehensive coverage of …
shortage of data monitoring devices and the difficulty of comprehensive coverage of …
A novel forecasting model for solar power generation by a deep learning framework with data preprocessing and postprocessing
Photovoltaic power has become one of the most popular forms of energy owing to the
growing consideration of environmental factors; however, solar power generation has …
growing consideration of environmental factors; however, solar power generation has …
Short-term solar power forecasting using xgboost with numerical weather prediction
In recent years, solar photovoltaic (PV) generation becomes one of the most relevant
energies. However, the intermittent characteristics of solar generation create significant …
energies. However, the intermittent characteristics of solar generation create significant …
On combined PSO-SVM models in fault prediction of relay protection equipment
H Yuming, L Jiaohong, M Zhenguo, T Bing… - Circuits, Systems, and …, 2023 - Springer
Since there are no monitoring devices in relay protection equipment of substations, it takes
up a lot of manpower and material resources in operation and maintenance (O&M), and the …
up a lot of manpower and material resources in operation and maintenance (O&M), and the …
[HTML][HTML] Status evaluation method for arrays in large-scale photovoltaic power stations based on extreme learning machine and k-means
Large-scale photovoltaic (PV) power generation has developed rapidly, and its installed
capacity has reached 512 GW worldwide by the end of 2019. The status evaluation for …
capacity has reached 512 GW worldwide by the end of 2019. The status evaluation for …
Forecasting model of photovoltaic power based on KPCA-MCS-DCNN
H Gou, Y Ning - Computer Modeling in Engineering & Sciences, 2021 - ingentaconnect.com
Accurate photovoltaic (PV) power prediction can effectively help the power sector to make
rational energy planning and dispatching decisions, promote PV consumption, make full use …
rational energy planning and dispatching decisions, promote PV consumption, make full use …
Fault diagnosis method via one vs rest evidence classifier considering imprecise feature samples
X Xu, H Guo, Z Zhang, P Shi, W Huang, X Li… - Applied Soft …, 2024 - Elsevier
The key task of fault diagnosis is to establish the nonlinear mapping relationship between
fault feature sequences (FFSs) and fault modes (FMs). Therefore, it is usually necessary to …
fault feature sequences (FFSs) and fault modes (FMs). Therefore, it is usually necessary to …
Photovoltaic failure diagnosis using sequential probabilistic neural network model
With increasing the installation of the photovoltaic modules, the different failures on
components of the system are dramatically increased and thus lead to a direct impact on …
components of the system are dramatically increased and thus lead to a direct impact on …
Fault Pre-diagnosis, Type Identification and Degree Diagnosis Method of the Photovoltaic Array Based on the Current-Voltage Conversion
X Chen, M Jiang, K Ding, Z Yang… - … on Power Electronics, 2024 - ieeexplore.ieee.org
The study of fault diagnosis technology is of significant for the operation and maintenance of
photovoltaic (PV) power plants. A pre-diagnosis of PV array faults based on current-voltage …
photovoltaic (PV) power plants. A pre-diagnosis of PV array faults based on current-voltage …
Distributed Photovoltaic Generation Aggregation Approach Considering Distribution Network Topology
Y Tang, S Sun, B Zhao, C Ni, L Che, J Li - Energies, 2024 - mdpi.com
Distributed photovoltaics (DPVs) are widely distributed and the output is random, which
brings challenges to the safe operation of the distribution network, so the construction of …
brings challenges to the safe operation of the distribution network, so the construction of …