Electricity selling package recommendation method and device and storage medium

A recommendation method and package technology, applied in the field of power system, can solve the problem that electricity sales packages cannot be intelligently recommended, and save time and energy.

Pending Publication Date: 2020-05-19
GUODIAN NANJING AUTOMATION
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  • Abstract
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Problems solved by technology

[0006] In order to solve the deficiencies in the prior art, the present invention provides a method, device and storage medium for recommending elect

Method used

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  • Electricity selling package recommendation method and device and storage medium
  • Electricity selling package recommendation method and device and storage medium
  • Electricity selling package recommendation method and device and storage medium

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Embodiment Construction

[0035] The present invention will be further described below in conjunction with the accompanying drawings. The following examples are only used to illustrate the technical solution of the present invention more clearly, but not to limit the protection scope of the present invention.

[0036] Such as figure 1 As shown, a method for recommending electricity sales packages based on the improved XGBoost algorithm includes the following steps:

[0037] Step 1, obtaining original user data from the power system database, and performing data preprocessing on the obtained original user data;

[0038] Extract the detailed data of all power customers with transaction records within a set period (such as the previous year, the first half year) from the power system database, including basic user information, electricity consumption information, transaction information and user portrait information.

[0039] Basic information: including user name or number, contact information;

[0040]...

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Abstract

The invention discloses an electricity selling package recommendation method and device and a storage medium, and the method comprises the steps: classifying a user into a corresponding cluster according to the annual declaration quantity characteristics of the user, inputting the related characteristics of the user into a pre-established electricity selling package recommendation model corresponding to the cluster to obtain a package suitable for the user; wherein the electricity selling package recommendation model is pre-established through an improved XGBoost algorithm and a screened inputfeature set, according to the improved XGBoost algorithm, the optimal parameter combination of the XGBoost algorithm is obtained through a genetic algorithm, and then the improved XGBoost algorithm is obtained. According to the invention, the electricity selling package can be intelligently recommended.

Description

technical field [0001] The present invention relates to the technical field of electric power systems, and in particular to a method, equipment and storage medium for recommending electricity sales packages. Background technique [0002] In order to gain an advantage in the competition in the electricity spot market, electricity sales companies provide users with electricity sales business and value-added services in the form of packages. However, with the increase of contracted users, the accumulation of contract information, and the differentiation of user needs, there will be more and more types of packages. Faced with a wide variety of packages, how to intelligently match the most suitable package among the existing packages and recommend it to customers is very important. Aiming at the problem of personalized matching of electricity sales packages, pushing reasonable packages to power users through data mining technology is an effective way to increase the stickiness o...

Claims

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Application Information

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IPC IPC(8): G06Q30/06G06F16/9535G06K9/62G06N3/12
CPCG06Q30/0631G06F16/9535G06N3/126G06F18/2148G06F18/23213
Inventor 张庭玉储方诚朱海东郝浩李鹏刘子良
Owner GUODIAN NANJING AUTOMATION
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