Research on Improvement Calculation Method of Grid Power Losses Based on New Energy Access Model

Authors

  • Jun Zhang Metrology Center of Guangdong Power Grid Corporation, Guangdong Power Grid New Energy Application Research and Development Technology Park, No. 9 Meilinhu Road, Shijiao Town, Qingcheng District, Qingyuan City, Guangdong Province, 511545, China
  • Huakun QUE Metrology Center of Guangdong Power Grid Corporation, Guangdong Power Grid New Energy Application Research and Development Technology Park, No. 9 Meilinhu Road, Shijiao Town, Qingcheng District, Qingyuan City, Guangdong Province, 511545, China
  • Xiashan Feng Zhanjiang Power Supply Bureau of Guangdong Power Grid Co., Ltd, Power Supply Service Center, No. 37 South Haibin Avenue, Xiashan District, Zhanjiang City, Guangdong Province, 524100; China
  • Xiaofeng Feng Metrology Center of Guangdong Power Grid Corporation, Guangdong Power Grid New Energy Application Research and Development Technology Park, No. 9 Meilinhu Road, Shijiao Town, Qingcheng District, Qingyuan City, Guangdong Province, 511545, China
  • Xiling Tang Metrology Center of Guangdong Power Grid Corporation, Guangdong Power Grid New Energy Application Research and Development Technology Park, No. 9 Meilinhu Road, Shijiao Town, Qingcheng District, Qingyuan City, Guangdong Province, 511545, China

DOI:

https://doi.org/10.4108/ew.5487

Keywords:

distribution grid, random forest, AMDs, optimizaion model, power flow

Abstract

This research presents an improved calculation method for grid power losses, particularly focusing on the challenges posed by new energy access models. With the integration of electric vehicles and the rise of data centers, the demand for electrical energy has surged, leading to increased strain on grid stations and subsequent power losses. The proposed model aimed at reducing these power losses, while also examining existing systems to mitigate and analyze such issues. A significant contribution of this work is the application of the Random Forest machine learning algorithm, which enables efficient and accurate power flow calculations essential for optimizing grid performance. The proposed method is expected to enhance the grid’s ability to handle future energy demands and contribute to the sustainable development of electrical energy systems.

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References

Stevanovic, Dejan & Petkovic, Predrag. (2013). The Losses at Power Grid Caused by Small Nonlinear Loads. SERBIAN JOURNAL OF ELECTRICAL ENGINEERING. 10. 209-2017. 10.2298/SJEE1301209S. DOI: https://doi.org/10.2298/SJEE1301209S

**Z. Wei**: Compact Fluorescent Lamps Phase Dependency Modelling and Harmonic Assessment of Their Widespread Use in Distribution Systems, Master Theses, University of Canterbury, Christchurch, New Zealand, Sept. 2009.

Gerald T. Heydt Department of Electrical Engineering, Arizona State University, Tempe, Arizona, USA

Li, Yuying & Ma, Xiping & Liang, Chen & Li, Yaxin & Cai, Zhou & Jiang, Tong. (2022). Continuous Line Loss Calculation Method for Distribution Network Considering Collected Data of Different Densities. Energies. 15. 5171. 10.3390/en15145171. DOI: https://doi.org/10.3390/en15145171

Yang, L.X.; Liu, H.; Zhang, H.Y.; Lou, B. Improved shape coefficient method for low voltage grid line loss calculation. Power Demand Side Manag. 2009, 11, 29–32.

Zhang, K.K.; Yang, X.Y.; Bu, C.R.; Ru, W.; Liu, C.J.; Yang, Y.; Chen, Y. Theoretical line loss analysis and loss reduction measures of distribution network based on load measurement. Chin. J. Electr. Eng. 2013, 33, 92–97.

Zhuoqiong, L.; Junchao, Z. Analysis of the factors influencing the loss of medium voltage lines in distribution networks based on mutual information and countermeasure theory. Smart Power 2017, 45, 75–79.

Wang, E.; Cao, M.; Zhang, R.X.; Yang, L.C.; Tang, B.; Lian, X.; Li, B. Research on optimal line loss apportionment method based on spectral mass center migration. Smart Power 2019, 47, 114–120.

Jun, S. A Power Power Flow Calculation for Theoretical Line Loss Calculation. Master’s Thesis, Dalian University of Technology, Dalian, China, 2004.

Zhu, Z.Z.; Ye, F.J. An improved algorithm for theoretical line loss calculation of low-voltage distribution networks. Electr. Meas Instrum. 2012, 49, 6–10.

Shu, Q.Q.; Xiao, J.H.; Ren, W.M.; Yang, L.; Chen, L.K. Research on distribution network line loss analysis methods in power systems. Autom. Instrum. 2018, 3, 28–31.

Zhang, Q.X.; Chang, G. Analysis of distribution network line loss calculation methods and their applicability. China Rural. Water Conserv. Hydropower 2015, 5, 180–184.

Jihua Xie, Chang Chen, Huan Long, "A Loss Reduction Optimization Method for Distribution Network Based on Combined Power Loss Reduction Strategy", Complexity, vol. 2021, Article ID 9475754, 13 pages, 2021. https://doi.org/10.1155/2021/9475754 DOI: https://doi.org/10.1155/2021/9475754

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Published

20-03-2024

How to Cite

1.
Zhang J, QUE H, Feng X, Feng X, Tang X. Research on Improvement Calculation Method of Grid Power Losses Based on New Energy Access Model. EAI Endorsed Trans Energy Web [Internet]. 2024 Mar. 20 [cited 2024 Apr. 28];11. Available from: https://publications.eai.eu/index.php/ew/article/view/5487