DDPG-based optimization method with distributed energy participating in distribution network voltage regulation

A distributed energy and optimization method technology, applied in the field of DDPG-based distributed energy participating in distribution network voltage regulation optimization, can solve problems such as strong model dependence

Active Publication Date: 2019-10-22
ELECTRIC POWER RESEARCH INSTITUTE, CHINA SOUTHERN POWER GRID CO LTD +1
View PDF4 Cites 16 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0008] Existing research on grid-connected distributed power generation is mainly aimed at scenarios where power loads and distributed power generation are both static, or in the optimization of distributed power generation planning methods. Most of these studies are aimed at reducing network losses and reducing investment in distributed power generation. Or the operating cost

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • DDPG-based optimization method with distributed energy participating in distribution network voltage regulation
  • DDPG-based optimization method with distributed energy participating in distribution network voltage regulation
  • DDPG-based optimization method with distributed energy participating in distribution network voltage regulation

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0087] See attached figure 1 , Is a schematic flow diagram of a method for DDPG-based distributed energy participation in voltage regulation optimization of a distribution network provided by Embodiment 1 of the present invention. The method specifically includes the following steps:

[0088] S1. Construct a model of optimization strategy for distributed energy participation in the distribution network voltage regulation, determine the system objective function, related constraints and algorithm parameters, and form the original optimization problem;

[0089] Among them, the objective function of distributed energy participation in the distribution network voltage regulation optimization strategy model is:

[0090] The objective function for distributed energy to participate in the voltage regulation of the distribution network is:

[0091] F(x)=min(C+V)……………………(1);

[0092]

[0093]

[0094] In the formula, F(x) is the objective function, C is the operating cost of distributed energy...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to view more

PUM

No PUM Login to view more

Abstract

The invention discloses a DDPG-based optimization method with distributed energy participating in distribution network voltage regulation. A deterministic depth deterministic strategy gradient algorithm is applied to distributed energy participating in distribution network voltage regulation. As the adopted DDPG algorithm is a model-friendly algorithm, the original distributed energy participatingin distribution network voltage regulation optimization strategy applies a Markov decision process method to be converted to a strategic decision problem, and the versatility of the algorithm is improved. The sample training stability is improved through applying a target network, easier convergence is achieved, and the method has the advantages of higher feasibility and lower operating cost.

Description

Technical field [0001] The embodiment of the present invention relates to the technical field of power systems, and in particular to a method for DDPG-based distributed energy participation in voltage regulation optimization of a distribution network. Background technique [0002] With the rapid development of China's economy, the power consumption of power users has increased, and the requirements for voltage quality have become higher and higher. On the one hand, during the peak period of user power consumption, higher demand active power flows through the line, which causes large line losses, serious voltage drops, and low voltage problems; on the other hand, because the level of my country’s power distribution system construction is compared with that of power generation , The power transmission system is backward, causing the voltage quality problem of the distribution network to be more prominent. At present, the most common voltage quality problems are low voltage, voltage...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to view more

Application Information

Patent Timeline
no application Login to view more
IPC IPC(8): H02J3/38
CPCH02J3/381H02J2203/20
Inventor 马溪原雷金勇胡洋周长城田兵袁智勇罗俊平丁士黄安迪练依情郭祚刚谈赢杰
Owner ELECTRIC POWER RESEARCH INSTITUTE, CHINA SOUTHERN POWER GRID CO LTD
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Try Eureka
PatSnap group products

Browse by: Latest US Patents, China's latest patents, Technical Efficacy Thesaurus, Application Domain, Technology Topic.

© 2024 PatSnap. All rights reserved.Legal|Privacy policy|Modern Slavery Act Transparency Statement|Sitemap