New energy uncertain set modeling method based on spatial-temporal correlation

A technology of spatiotemporal correlation and modeling method, applied in data processing applications, forecasting, instruments, etc., can solve the problems of conservative scheduling strategy, declining economy, and ignoring the spatial correlation and temporal correlation of new energy stations. Guaranteed solution speed effect

Active Publication Date: 2018-04-20
HUAZHONG UNIV OF SCI & TECH
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Problems solved by technology

However, in the existing robust optimization methods, box sets are often used to describe uncertain sets, that is, the spatial correlation between new energy stations and the time correlation of a single station are not considered, which undoubtedly increases the u

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  • New energy uncertain set modeling method based on spatial-temporal correlation
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  • New energy uncertain set modeling method based on spatial-temporal correlation

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[0048] In order to make the objectives, technical solutions and advantages of the present invention clearer, the present invention will be further described in detail below with reference to the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are only used to explain the present invention, but not to limit the present invention. In addition, the technical features involved in the various embodiments of the present invention described below can be combined with each other as long as they do not conflict with each other.

[0049] like figure 1 As shown, the present invention comprises the following steps:

[0050] Step 1: Collect relevant historical data, collect the historical output data of each new energy station and process the output per unit of each station, which is expressed as the following matrix P W form:

[0051]

[0052] In order to consider the temporal and spatial correlation of new energy station...

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Abstract

The invention discloses a new energy uncertain set modeling method based on spatial-temporal correlation, and belongs to the technical field of electrical engineering. The method comprises the following steps of firstly, collecting historical data of all new energy field station output, wherein historical data of each day is a historical scene; then solving a minimum closed-package high-dimensional ellipsoid capable of surrounding all historical scenes; selecting a plurality of vertexes of the ellipsoid as the top points of the uncertain set, namely, obtaining the expression of the generalizedpolyhedron defined by the vertexes to describe the uncertain set, and finally introducing a zooming coefficient modification uncertain set. According to the method, a new uncertain set is formed by convex hulls surrounded by limit scenes of a limited number, and can be easily expanded to the existing two-stage robust optimization method. The number of the limit scenes and the number of the randomvariables are linearly increased, and the solving speed of the robust optimization method is guaranteed. The method has the advantages that the economy of the set can be adjusted by modifying coefficient according to the actual demand.

Description

technical field [0001] The invention belongs to the technical field of electrical engineering, and more particularly relates to a new energy uncertainty set modeling method based on space-time correlation. Background technique [0002] With the continuous aggravation of the energy crisis and environmental pollution, the penetration rate of new energy such as photovoltaic wind power in the power grid continues to increase, while the new energy shows strong randomness, intermittency and volatility, and its prediction accuracy is low. This undoubtedly brings huge challenges to the traditional power grid operation mode. From the perspective of dispatching, the economic dispatching problem and the day-ahead unit combination problem are often described as a deterministic mathematical optimization problem in traditional dispatching. After the introduction of energy, this deterministic problem gradually becomes a stochastic optimization problem. Aiming at this problem, the existing...

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Application Information

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IPC IPC(8): G06Q10/04G06Q50/06
CPCG06Q10/04G06Q50/06
Inventor 文劲宇张艺镨艾小猛姚伟
Owner HUAZHONG UNIV OF SCI & TECH
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