scholarly journals Calculation method of line loss rate of photovoltaic station based on PCA-GRNN

2021 ◽  
Vol 1754 (1) ◽  
pp. 012201
Author(s):  
Yuan Li ◽  
Jing Liu ◽  
Huang Tan ◽  
Yajie Li ◽  
Xinping Diao ◽  
...  
Keyword(s):  
Calculation Method ◽  
Loss Rate ◽  
Line Loss

Research on SVM Line Loss Rate Prediction Based on Heuristic Algorithm

2013 ◽  
Vol 291-294 ◽  
pp. 2164-2168 ◽  
Author(s):  
Li Tian ◽  
Qiang Qiang Wang ◽  
An Zhao Cao
Keyword(s):  
Support Vector Machine ◽  
Heuristic Algorithm ◽  
Support Vector Machine Model ◽  
Loss Rate ◽  
Heuristic Algorithms ◽  
Support Vector ◽  
Machine Model ◽  
Rate Prediction ◽  
Line Loss

With the characteristic of line loss volatility, a research of line loss rate prediction was imperatively carried out. Considering the optimization ability of heuristic algorithm and the regression ability of support vector machine, a heuristic algorithm-support vector machine model is constructed. Case study shows that, compared with other heuristic algorithms’, the search efficiency and speed of genetic algorithm are good, and the prediction model is with high accuracy.

A Research on the Impact of Photovoltaic Power Network-Connected on Power Loss of Distribution Network

2013 ◽  
Vol 448-453 ◽  
pp. 2239-2244
Author(s):  
Yi Zhao ◽  
Li Liu ◽  
Wen Yao Sun ◽  
Quan Ping Zou
Keyword(s):  
Power Plant ◽  
Smart Grid ◽  
Power Loss ◽  
Power Plants ◽  
Loss Rate ◽  
Clean Energy ◽  
Power Network ◽  
Photovoltaic Power ◽  
Line Loss ◽  
The Impact

Smart Grid framework to achieve clean energy friendly access, to achieve energy conservation and reduction of environmental pollution, is to build the smart grid hallmark. Photovoltaic power plants grid, although to bring some impact on the grid, but also a certain role in promoting on the line loss rate decreased. This ignores the impact of other factors, only from the perspective satisfy voltage constraints, analyzing PV power plant different grid location and grid capacity for line loss rate.

Research on Electric Power with Development and Application of Line Loss Rate Forecasting Software Based on MLRM-GM

2014 ◽  
Vol 977 ◽  
pp. 182-185 ◽  
Author(s):  
Wei Dong Liu ◽  
Ting Jian Zeng ◽  
Tong Jun ◽  
Lin Lin Shang Guan ◽  
Bing Jie Li
Keyword(s):  
Linear Regression ◽  
Adverse Effects ◽  
Electric Power ◽  
Loss Rate ◽  
Multiple Linear Regression Model ◽  
Rate Data ◽  
Loss Reduction ◽  
Gray Prediction ◽  
Line Loss ◽  
Accuracy Of Prediction

A hybrid model is proposed which is a combination of MLRM (Multiple Linear Regression Model) and GM (Gray Prediction Model). The paper conducts a line loss rate forecast of the grid, and develops a kind of forecasting software for the line loss managers of grid enterprises to realize the analysis and forecast of factors which impact the daily loss line rate. Finally, do simulation examples with line loss rate data of a city using the software. The results demonstrate that the models selected in the software have good feasibility in line loss rate forecasting, and can overcome the adverse effects of factors on the model, improve the accuracy of prediction and provide the basis for the scientific and reasonable loss reduction plan.

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