A method for optimizing the consistency index of spent power batteries based on clustering and information entropy

A power battery and information entropy technology, which is applied in the fields of instruments, character and pattern recognition, data processing applications, etc., can solve the problems such as the inability of the battery unit to play a further role, the great influence of the comprehensive performance of the battery pack, and the deterioration of the use performance. Achieve the effect of improving battery utilization and recycling rate, reducing complexity and blindness, and avoiding information overlap and collinearity

A power battery and information entropy technology, which is applied in the fields of instruments, character and pattern recognition, data processing applications, etc., can solve the problems such as the inability of the battery unit to play a further role, the great influence of the comprehensive performance of the battery pack, and the deterioration of the use performance. Achieve the effect of improving battery utilization and recycling rate, reducing complexity and blindness, and avoiding information overlap and collinearity

CN109299752AInactive Publication Date: 2019-02-01济宁市创启信息科技有限公司

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  • A method for optimizing the consistency index of spent power batteries based on clustering and information entropy
  • A method for optimizing the consistency index of spent power batteries based on clustering and information entropy
  • A method for optimizing the consistency index of spent power batteries based on clustering and information entropy

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Embodiment Construction

[0030] The technical solutions in the embodiments of the present invention are clearly and completely described. Obviously, the described embodiments are only some of the embodiments of the present invention, not all of them. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0031] 24 samples were selected, and a total of 10 potential indicators were collected.

[0032] Audition module: collect 10 indicators and get a 10x24 order matrix;

[0033] Preliminary selection module: Considering the availability and continuity of information collection, as well as the objectivity of indicators, after eliminating invalid indicators such as data unavailability, 7 indicators were retained, including state of charge SOC, power state SOP, health State SOH, terminal voltage U, voltage u0, internal resistance R and temperature T, ...

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Abstract

The invention relates to a preferred method for consistency index of waste power battery based on clustering and information entropy, which relates to the field of index evaluation of waste power battery, comprising the following steps: index selection; any index related to battery attribute can be brought into an optional index database; Primary selection, excluding invalid indicators such as unavailable data; Screening, through correlation analysis and clustering analysis to remove redundant information more than the threshold of the index; Preferably, the entropy of information is calculated, and the index with the highest significance is retained by the combination of clustering analysis. The open selection index of the invention is reasonable in design, and more scientific and effective battery consistency evaluation index is obtained through a series of quantitative analysis.

Description

technical field [0001] The invention belongs to the field of index evaluation of waste power batteries, in particular to a method for optimizing consistency indexes of waste power batteries based on clustering and information entropy. Background technique [0002] In recent years, in order to achieve energy saving, emission reduction and urban pollution reduction, the Chinese government has increased its support for the development of electric vehicles. The power battery is the core component of electric vehicles. With the development of time, it will face a huge problem of power battery decommissioning. [0003] Due to the complex factors of the production process and the complex factors of the use environment in the battery pack, the performance of the same battery unit will deteriorate after use, and the degree is different; even the battery that has just left the factory will have certain performance. During long-term use, the degree of deterioration will continue to in...

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Application Information

Patent Timeline
01 Feb 2019
Publication
CN109299752A
IPC
G06K9/62; G06Q50/06
CPC
G06Q50/06; G06F18/23
Inventors
娄立云; 谢翔