Supercharge Your Innovation With Domain-Expert AI Agents!

Robust optimization operation method, system and device of integrated energy system and storage medium

An integrated energy system, system robust technology, applied in the field of robust optimization operation method, device and storage medium, and system of integrated energy system, can solve the comprehensive shortage of operation scene evaluation, the impact of normal operation of multi-station fusion system, and complex output And other issues

Pending Publication Date: 2021-10-22
STATE GRID BEIJING ELECTRIC POWER +2
View PDF0 Cites 0 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] At present, the prediction of photovoltaic output power requires the support of a large amount of accurate and real-time weather data. The data acquisition and data accuracy requirements are high, the data volume is large, and the output is complicated.
[0006] At present, the relevant research on photovoltaic output prediction is based on the uncertainty model, but it is difficult to obtain accurate prediction results under complex weather conditions such as cloudy and rainy days.
[0007] When the difference between the predicted value of light and the actual value is large, the system will inevitably choose to abandon light, otherwise the normal operation of the multi-station fusion system will be impacted, which will have a great adverse effect on the economy and safety of the overall system operation
In order to ensure the full consumption of distributed photovoltaic power generation, reasonable strategies must be adopted to deal with the uncertainty of photovoltaic power generation output. The current strategy is not comprehensive enough for the evaluation of operating scenarios

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
  • Robust optimization operation method, system and device of integrated energy system and storage medium
  • Robust optimization operation method, system and device of integrated energy system and storage medium
  • Robust optimization operation method, system and device of integrated energy system and storage medium

Examples

Experimental program
Comparison scheme
Effect test

Embodiment approach

[0047] The first aspect of the embodiments of the present invention provides a robust optimization operation method for the integrated energy system, including the following specific steps.

[0048] S1. Evaluate and analyze the impact of photovoltaic prediction errors on the operation safety of the multi-station fusion system; the details are as follows:

[0049] S11. Data preprocessing.

[0050] In order to analyze the specific relationship between solar irradiance and weather conditions, this embodiment uses a clustering algorithm to conduct cluster analysis on the weather types of forecast days year by year, so as to distinguish the variation characteristics of solar irradiance under different weather conditions, and model them separately , to avoid irrelevant factors misleading the prediction model training, leading to the disadvantages of excessively high dimension of the prediction model. Due to the widening gap between the data of the training samples, the samples trai...

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 an integrated energy system robust optimization operation method, system and device and a storage medium, and the method comprises the steps: firstly analyzing the influence of the fluctuation of distributed photovoltaic output power on the safe operation of a multi-station fusion system; secondly, fitting a more accurate probability density function to describe the more accurate probability density function in combination with a prediction error statistical distribution condition of a distributed photovoltaic support vector regression model, generating a photovoltaic random output scene on the basis of the more accurate probability density function, and generating a photovoltaic typical output scene by utilizing a clustering method; and performing a typical scene feasibility test on an original operation plan of the distributed integrated energy system, then establishing a double-layer optimization model to realize a feedback function of an infeasible condition, and designing a robust operation strategy of the distributed integrated energy system according to the feedback function.

Description

technical field [0001] The invention belongs to the technical field of comprehensive energy system optimization, and in particular relates to a robust optimization operation method, system, device and storage medium of a comprehensive energy system. Background technique [0002] The multi-station fusion scenario organically combines substations, energy storage stations, data center stations, charging stations, new energy power stations, comprehensive energy stations, etc. Provide high-quality energy supply. The multi-station fusion system is essentially a comprehensive energy system. After incorporating a large amount of fluctuating renewable energy such as photovoltaic power generation, its active frequency characteristics and reactive voltage characteristics will be greatly affected. Due to the strong dependence of the output power of photovoltaic power generation on weather conditions, the traditional operation mode is difficult to adapt to its frequent random fluctuatio...

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): G06F30/27G06K9/62G06Q10/04G06Q50/06H02J3/00H02J3/06G06F111/08G06F119/06
CPCG06F30/27G06Q10/04G06Q50/06H02J3/004H02J3/06G06F2111/08G06F2119/06H02J2203/10H02J2203/20G06F18/23G06F18/2411Y04S10/50Y02E40/70
Inventor 刘宇程林赵锴施冕雄张维吴天齐张新沈渡郑静媛许鹤麟周杨林万宇翔马晓亮
Owner STATE GRID BEIJING ELECTRIC POWER
Features
  • R&D
  • Intellectual Property
  • Life Sciences
  • Materials
  • Tech Scout
Why Patsnap Eureka
  • Unparalleled Data Quality
  • Higher Quality Content
  • 60% Fewer Hallucinations
Social media
Patsnap Eureka Blog
Learn More