CN114966434B - Method for judging cell voltage deviation - Google Patents

Method for judging cell voltage deviation Download PDF

Info

Publication number
CN114966434B
CN114966434B CN202210904950.1A CN202210904950A CN114966434B CN 114966434 B CN114966434 B CN 114966434B CN 202210904950 A CN202210904950 A CN 202210904950A CN 114966434 B CN114966434 B CN 114966434B
Authority
CN
China
Prior art keywords
cell
dev
ith
negative
positive
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
CN202210904950.1A
Other languages
Chinese (zh)
Other versions
CN114966434A (en
Inventor
汪满润
沈永柏
王翰超
王云
姜明军
孙艳
江梓贤
刘欢
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Ligao Shandong New Energy Technology Co ltd
Original Assignee
Ligao Shandong New Energy Technology Co ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Ligao Shandong New Energy Technology Co ltd filed Critical Ligao Shandong New Energy Technology Co ltd
Priority to CN202210904950.1A priority Critical patent/CN114966434B/en
Publication of CN114966434A publication Critical patent/CN114966434A/en
Application granted granted Critical
Publication of CN114966434B publication Critical patent/CN114966434B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/36Arrangements for testing, measuring or monitoring the electrical condition of accumulators or electric batteries, e.g. capacity or state of charge [SoC]
    • G01R31/385Arrangements for measuring battery or accumulator variables
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R19/00Arrangements for measuring currents or voltages or for indicating presence or sign thereof
    • G01R19/003Measuring mean values of current or voltage during a given time interval
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R19/00Arrangements for measuring currents or voltages or for indicating presence or sign thereof
    • G01R19/10Measuring sum, difference or ratio
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02TCLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO TRANSPORTATION
    • Y02T10/00Road transport of goods or passengers
    • Y02T10/60Other road transportation technologies with climate change mitigation effect
    • Y02T10/70Energy storage systems for electromobility, e.g. batteries

Landscapes

  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Secondary Cells (AREA)

Abstract

The invention discloses a method for judging cell voltage deviation, which relates to the technical field of battery packs, and comprises the steps of collecting voltage data of each cell in a specific time range according to specific frequency, and calculating a cell voltage median at a certain sampling time point according to the obtained voltage data of each cell at the sampling time point; and calculating median voltage difference, a positive voltage difference average value, a negative voltage difference average value, a positive voltage difference correction variance and a negative voltage difference correction variance of the battery cell at each sampling time point within the specific time range according to the voltage data of each section of the battery cell, and judging the voltage deviation of the battery cell according to the positive voltage difference correction variance, the negative voltage difference correction variance, the positive voltage difference average value and the negative voltage difference average value of the battery cell. The invention can judge positive deviation and negative deviation, which is beneficial to more in-depth research; according to the invention, the differential pressure correction variance is added as a screening condition, and the result accuracy is higher.

Description

Method for judging cell voltage deviation
Technical Field
The invention relates to the technical field of battery packs, in particular to a method for judging cell voltage deviation.
Background
The power battery is used as a core component of the new energy automobile and is directly related to safe and stable running of the automobile. One battery pack is composed of a plurality of battery cells, but the voltage of each battery cell can deviate irreversibly due to the problems of temperature difference in the battery pack, inconsistent charging and discharging degrees of the battery cells and the like. In the past, the performance of the battery pack is remarkably reduced, even faults such as thermal runaway and vehicle bending over are caused, and driving safety is damaged. For the battery cell with voltage deviation, the voltage data of the battery cell has great difference compared with the normal battery cell, and the battery cell with voltage deviation in the battery pack is found by utilizing the characteristic.
Disclosure of Invention
In order to overcome the defects in the prior art, the invention provides a method for judging the cell voltage deviation, which can solve the problem of detecting the cell voltage deviation in a battery pack, thereby timely sending out fault early warning.
In order to achieve the purpose, the invention adopts the following technical scheme that:
a method of determining cell voltage deviation, comprising the steps of:
s1, collecting voltage data Vi (T) of each battery cell within a specific time range T according to a specific frequency T;
wherein Vi (t) represents a voltage value of the i-th cell at the sampling time point t, i =1,2,3.. N; t = T0, T1, T2.. T;
s2, calculating a cell voltage median med (t) at the sampling time point t according to the voltage value of each cell at the sampling time point t: med (t) = mean (Vi (t));
wherein mean (·) represents a median function;
and S3, in the specific time range T, according to the voltage data Vi (T) of each section of the electric core, calculating as follows:
s31, calculating the median pressure difference of each cell at each sampling time point:
dev_med(i,t)=Vi(t)-med(t);
wherein dev _ med (i, t) represents the median pressure difference of the ith cell at the sampling time point t; vi (t) represents the voltage value of the ith cell at the sampling time point t, and med (t) represents the cell voltage median at the sampling time point t;
if dev _ med (i, t) >0, it indicates that the median voltage difference of the i-th cell at the sampling time point t is a forward voltage difference, and is marked as dev _ med _ positive (i, t);
if the dev _ med (i, t) <0, indicating that the median voltage difference of the i-th cell at the sampling time point t is a negative voltage difference, and recording as dev _ med _ newtive (i, t);
s32, calculating the average value of the positive pressure difference and the average value of the negative pressure difference of each battery cell in a specific time range T:
Figure 683066DEST_PATH_IMAGE001
wherein avg _ dev _ positive (i) represents the average value of the forward differential pressure of the ith cell in the specific time range T; avg _ dev _ newtive (i) represents the negative-going differential pressure average value of the ith battery cell in the specific time range T; nip represents the number of forward pressure differences of the ith cell in the T specific time range; nin represents the negative pressure difference number of the ith battery cell in the T within the specific time range;
s33, calculating a positive differential pressure correction variance and a negative differential pressure correction variance of each battery cell within a specific time range T:
Figure 755058DEST_PATH_IMAGE002
wherein, the var _ dev _ positive (i) represents a positive differential pressure correction variance of the ith cell section in the specific time range T, and the var _ dev _ negative (i) represents a negative differential pressure correction variance of the ith cell section in the specific time range T;
s4, respectively judging whether each battery cell is deviated in voltage according to the positive voltage difference correction variance, the negative voltage difference correction variance, the positive voltage difference average value and the negative voltage difference average value of each battery cell, wherein the specific mode is as follows:
if the forward differential pressure correction variance var _ dev _ positive (i) of the ith cell section is greater than a set threshold value s, and the average value avg _ dev _ positive (i) of the forward differential pressure of the ith cell section is greater than a set threshold value u, indicating that the ith cell section has forward deviation;
if the negative pressure difference correction variance var _ dev _ new (i) of the ith section of the battery cell is larger than a set threshold value s, and the negative pressure difference average value avg _ dev _ new (i) of the ith section of the battery cell is larger than a set threshold value u, the ith section of the battery cell is subjected to negative deviation;
if the positive differential pressure correction variance var _ dev _ positive (i) of the ith section of battery cell is greater than a set threshold value s, the positive differential pressure average value avg _ dev _ positive (i) of the ith section of battery cell is greater than a set threshold value u, the negative differential pressure correction variance var _ dev _ negative (i) of the ith section of battery cell is greater than a set threshold value s, and the negative differential pressure average value avg _ dev _ negative (i) of the ith section of battery cell is greater than a set threshold value u, it indicates that the ith section of battery cell has bidirectional deviation;
otherwise, it indicates that the ith power saving core is not deviated.
The invention has the advantages that:
(1) The invention divides the common voltage deviation into positive deviation and negative deviation, which is beneficial to more in-depth research; in detail, the positive deviation and the negative deviation have different properties, the cell in which the negative deviation occurs is often repeated multiple times in a short time, and is accompanied by other abnormal phenomena, such as low voltage and abnormal voltage, and the positive deviation is sporadic and occurs independently. Therefore, the voltage deviation is divided into positive deviation and negative deviation, different fault early warnings are sent out, subsequent targeted fault judgment and fault maintenance are facilitated, and the method has great engineering significance.
(2) The traditional judgment method using the pressure difference average value as the voltage deviation is very easily influenced by extreme values to generate false alarm, the problem can be avoided by adding the pressure difference correction variance as the screening condition, and particularly, the method adopts a double-layer screening structure, firstly screens out the cells with the maximum deviation probability by adopting a simple method, namely a method for judging the pressure difference average value, and then screens out the truly deviated cells by using the threshold value of the pressure difference correction variance.
(3) Because the square term exists in the differential pressure correction variance, the differential pressure correction variance has an amplification function compared with the threshold of the differential pressure average value, and most of the cells with voltage deviation have larger differential pressure correction variance, so that the threshold of the differential pressure correction variance is easier to set than the threshold of the differential pressure average value, the threshold of the differential pressure correction variance can be more reasonably set, and false alarm is avoided.
(4) The method is simple to implement, high in result accuracy and easy to popularize.
The method for performing one-time cutting through the simple pressure difference average value or the probability threshold value is easy to generate false alarm, the pressure difference correction variance is added to serve as a screening condition, and the voltage deviation is judged through the discrete degree, so that the false alarm can be avoided.
Drawings
Fig. 1 is a flowchart of a method for determining a cell voltage deviation according to the present invention.
Fig. 2 is a forward voltage difference correction variance curve of cells in a battery pack.
Fig. 3 is a negative differential pressure correction variance curve for a cell in a battery pack.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
As shown in fig. 1, a method for determining cell voltage deviation includes the following steps:
s1, collecting voltage data Vi (T) of each battery cell in a specific time range T according to a specific frequency T;
wherein Vi (t) represents a voltage value of the ith cell at the sampling time point t, and i =1,2,3.. N; t = T0, T1, T2.. T;
in this embodiment, the specific time range is defaulted to one day;
s2, calculating a cell voltage median med (t) at the sampling time point t according to the voltage value of each cell at the sampling time point t: med (t) = mean (Vi (t));
wherein, mean (.) represents a median function;
and S3, in the specific time range T, according to the voltage data Vi (T) of each section of the electric core, calculating as follows:
s31, calculating the median pressure difference of each cell at each sampling time point:
dev_med(i,t)=Vi(t)-med(t);
wherein dev _ med (i, t) represents the median pressure difference of the ith cell at the sampling time point t; vi (t) represents the voltage value of the ith cell at the sampling time point t, and med (t) represents the cell voltage median at the sampling time point t;
if dev _ med (i, t) >0, it indicates that the median voltage difference of the i-th cell at the sampling time point t is a forward voltage difference, and is marked as dev _ med _ positive (i, t);
if the dev _ med (i, t) <0, indicating that the median voltage difference of the i-th cell at the sampling time point t is a negative voltage difference, and recording as dev _ med _ newtive (i, t);
s32, calculating the average value of the positive pressure difference and the average value of the negative pressure difference of each battery cell in a specific time range T:
Figure 837284DEST_PATH_IMAGE001
wherein avg _ dev _ positive (i) represents the average value of the forward differential pressure of the ith cell in the specific time range T; avg _ dev _ newtive (i) represents the negative-going differential pressure average value of the ith battery cell in the specific time range T; nip represents the number of forward pressure differences of the ith cell in the T specific time range; nin represents the negative pressure difference number of the ith battery cell in the T within the specific time range;
s33, calculating a positive pressure difference correction variance and a negative pressure difference correction variance of each battery cell in a specific time range T:
Figure 652924DEST_PATH_IMAGE002
wherein, the var _ dev _ positive (i) represents a positive differential pressure correction variance of the ith cell section in the specific time range T, and the var _ dev _ negative (i) represents a negative differential pressure correction variance of the ith cell section in the specific time range T;
s4, respectively judging whether each battery cell is deviated in voltage according to the positive voltage difference correction variance, the negative voltage difference correction variance, the positive voltage difference average value and the negative voltage difference average value of each battery cell, wherein the specific mode is as follows:
if the forward differential pressure correction variance var _ dev _ positive (i) of the ith cell section is greater than a set threshold value s, and the average value avg _ dev _ positive (i) of the forward differential pressure of the ith cell section is greater than a set threshold value u, indicating that the ith cell section has forward deviation;
if the negative pressure difference correction variance var _ dev _ new (i) of the ith section of the battery cell is larger than a set threshold value s, and the negative pressure difference average value avg _ dev _ new (i) of the ith section of the battery cell is larger than a set threshold value u, the ith section of the battery cell is subjected to negative deviation;
if the positive differential pressure correction variance var _ dev _ positive (i) of the ith section of battery cell is greater than a set threshold value s, the positive differential pressure average value avg _ dev _ positive (i) of the ith section of battery cell is greater than a set threshold value u, the negative differential pressure correction variance var _ dev _ negative (i) of the ith section of battery cell is greater than a set threshold value s, and the negative differential pressure average value avg _ dev _ negative (i) of the ith section of battery cell is greater than a set threshold value u, it indicates that the ith section of battery cell has bidirectional deviation;
otherwise, that is, except for the three cases, the other cases indicate that the ith cell section is not deviated.
The invention divides the common voltage deviation into positive deviation and negative deviation, which is beneficial to more in-depth research; in detail, the positive deviation and the negative deviation have different properties, the cell in which the negative deviation occurs is often repeated for a plurality of times in a short time, and is accompanied by other abnormal phenomena, such as low voltage and abnormal voltage, and the positive deviation is sporadic and occurs independently. Therefore, the voltage deviation is divided into positive deviation and negative deviation, different fault early warnings are sent out, subsequent targeted fault judgment and fault maintenance are facilitated, and the method has great engineering significance.
The traditional judgment method using the pressure difference average value as the voltage deviation is very easily influenced by extreme values to generate false alarm, the problem can be avoided by adding the pressure difference correction variance as the screening condition, and particularly, the method adopts a double-layer screening structure, firstly screens out the cells with the maximum deviation probability by adopting a simple method, namely a method for judging the pressure difference average value, and then screens out the truly deviated cells by using the threshold value of the pressure difference correction variance.
Because the pressure difference correction variance has a square term, the voltage difference correction variance has an amplification function compared with the threshold of the pressure difference average value, and most of the battery cells with voltage deviation have larger pressure difference correction variance, so that the threshold of the pressure difference correction variance is easier to set than the threshold of the pressure difference average value, the threshold of the pressure difference correction variance can be more reasonably set, and false alarm is avoided.
As shown in fig. 2 and fig. 3, for a cell with a voltage deviation, the average value of the voltage difference may deviate significantly beyond the corresponding threshold u, and at the same time, the variance of the voltage difference correction may exceed the corresponding threshold s.
In the battery pack, the average value of the forward pressure differences of the No. 3 battery cell and the No. 11 battery cell exceeds the corresponding threshold value u, fig. 2 is a forward pressure difference correction variance curve of the battery cell in the battery pack, and it can be known from fig. 2 that the forward pressure difference correction variance of the No. 3 battery cell and the No. 11 battery cell exceeds the corresponding threshold value s, and the No. 3 battery cell and the No. 11 battery cell generate forward deviation.
The average negative pressure differences of the battery pack 10 and the battery pack 13 both exceed the corresponding threshold u, and fig. 3 is a negative pressure difference correction variance curve of the battery pack, and it can be known from fig. 3 that the negative pressure difference correction variance of the battery pack 13 exceeds the corresponding threshold s, and the battery pack 13 has a negative deviation, but the negative pressure difference correction variance of the battery pack 10 does not exceed the corresponding threshold s, because the negative pressure differences of the battery pack 10 at each moment are slightly higher, the average negative pressure difference of the battery pack 10 exceeds the corresponding threshold u, but the battery pack 10 does not actually fluctuate greatly and has no negative deviation. Therefore, the differential pressure correction variance is added to serve as a screening condition for further judgment, and the truly deviated battery cell can be screened out.
The invention is not to be considered as limited to the specific embodiments shown and described, but is to be understood to cover all modifications, equivalents, and alternatives falling within the spirit and scope of the invention as defined by the appended claims.

Claims (1)

1. A method for judging cell voltage deviation is characterized by comprising the following steps:
s1, collecting voltage data Vi (T) of each battery cell in a specific time range T according to a specific frequency T;
wherein Vi (t) represents a voltage value of the i-th cell at the sampling time point t, i =1,2,3.. N; t = T0, T1, T2.. T;
s2, calculating a cell voltage median med (t) at the sampling time point t according to the voltage value of each cell at the sampling time point t: med (t) = mean (Vi (t));
wherein, mean (.) represents a median function;
and S3, in the specific time range T, according to the voltage data Vi (T) of each section of the electric core, calculating as follows:
s31, calculating the median pressure difference of each cell at each sampling time point:
dev_med(i,t)=Vi(t)-med(t);
wherein dev _ med (i, t) represents the median pressure difference of the ith cell at the sampling time point t; vi (t) represents the voltage value of the ith cell at the sampling time point t, and med (t) represents the cell voltage median at the sampling time point t;
if dev _ med (i, t) >0, it indicates that the median voltage difference of the i-th cell at the sampling time point t is a forward voltage difference, and is marked as dev _ med _ positive (i, t);
if the dev _ med (i, t) <0, indicating that the median voltage difference of the i-th cell at the sampling time point t is a negative voltage difference, and recording as dev _ med _ newtive (i, t);
s32, calculating the average value of the positive pressure difference and the average value of the negative pressure difference of each battery cell in a specific time range T:
Figure 170344DEST_PATH_IMAGE001
wherein avg _ dev _ positive (i) represents the average value of the forward differential pressure of the ith cell in the specific time range T; avg _ dev _ newtive (i) represents a negative-going voltage difference average value of the ith battery cell in the specific time range T; nip represents the number of forward pressure differences of the ith cell in the T specific time range; nin represents the negative pressure difference number of the ith battery cell in the T within the specific time range;
s33, calculating a positive pressure difference correction variance and a negative pressure difference correction variance of each battery cell in a specific time range T:
Figure 651135DEST_PATH_IMAGE002
wherein, the var _ dev _ positive (i) represents a positive differential pressure correction variance of the ith cell section in the specific time range T, and the var _ dev _ negative (i) represents a negative differential pressure correction variance of the ith cell section in the specific time range T;
s4, respectively judging whether each battery cell is deviated in voltage according to the positive voltage difference correction variance, the negative voltage difference correction variance, the positive voltage difference average value and the negative voltage difference average value of each battery cell, wherein the specific mode is as follows:
if the forward differential pressure correction variance var _ dev _ positive (i) of the ith cell section is greater than a set threshold value s, and the average value avg _ dev _ positive (i) of the forward differential pressure of the ith cell section is greater than a set threshold value u, indicating that the ith cell section has forward deviation;
if the negative pressure difference correction variance var _ dev _ new (i) of the ith section of the battery cell is larger than a set threshold value s, and the negative pressure difference average value avg _ dev _ new (i) of the ith section of the battery cell is larger than a set threshold value u, the ith section of the battery cell is subjected to negative deviation;
if the positive differential pressure correction variance var _ dev _ positive (i) of the ith section of battery cell is greater than a set threshold value s, the positive differential pressure average value avg _ dev _ positive (i) of the ith section of battery cell is greater than a set threshold value u, the negative differential pressure correction variance var _ dev _ negative (i) of the ith section of battery cell is greater than a set threshold value s, and the negative differential pressure average value avg _ dev _ negative (i) of the ith section of battery cell is greater than a set threshold value u, it indicates that the ith section of battery cell has bidirectional deviation;
otherwise, it indicates that the ith power saving core is not deviated.
CN202210904950.1A 2022-07-29 2022-07-29 Method for judging cell voltage deviation Active CN114966434B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202210904950.1A CN114966434B (en) 2022-07-29 2022-07-29 Method for judging cell voltage deviation

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202210904950.1A CN114966434B (en) 2022-07-29 2022-07-29 Method for judging cell voltage deviation

Publications (2)

Publication Number Publication Date
CN114966434A CN114966434A (en) 2022-08-30
CN114966434B true CN114966434B (en) 2022-10-28

Family

ID=82968885

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202210904950.1A Active CN114966434B (en) 2022-07-29 2022-07-29 Method for judging cell voltage deviation

Country Status (1)

Country Link
CN (1) CN114966434B (en)

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115648944B (en) * 2022-10-25 2024-09-27 中国汽车技术研究中心有限公司 Early warning method, device, equipment and storage medium of power battery
CN115840153B (en) * 2022-12-06 2024-10-01 北汽福田汽车股份有限公司 Battery detection method, device storage medium and electronic equipment
CN116106757B (en) * 2022-12-06 2024-10-01 北汽福田汽车股份有限公司 Battery cell detection method and device, storage medium and electronic equipment

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH04111509A (en) * 1990-08-30 1992-04-13 Sanyo Electric Co Ltd Amplifying circuit
WO2015106691A1 (en) * 2014-01-17 2015-07-23 宁波吉利罗佑发动机零部件有限公司 Soc estimation method for power battery for hybrid electric vehicle
CN110888074A (en) * 2018-08-15 2020-03-17 上海汽车集团股份有限公司 Voltage determination method and device for SOC initial value calculation
CN110940921A (en) * 2019-12-11 2020-03-31 山东工商学院 Multi-fault diagnosis method and system of lithium ion battery string based on correction variance
CN113829957A (en) * 2021-09-29 2021-12-24 力高(山东)新能源技术有限公司 Battery equalization evaluation method for charging new energy battery
CN114509678A (en) * 2022-02-10 2022-05-17 北京理工大学重庆创新中心 Power battery thermal runaway prediction method based on big data

Family Cites Families (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CA2309025A1 (en) * 1999-07-06 2001-01-06 General Motors Corporation Fuel cell stack monitoring and system control

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH04111509A (en) * 1990-08-30 1992-04-13 Sanyo Electric Co Ltd Amplifying circuit
WO2015106691A1 (en) * 2014-01-17 2015-07-23 宁波吉利罗佑发动机零部件有限公司 Soc estimation method for power battery for hybrid electric vehicle
CN110888074A (en) * 2018-08-15 2020-03-17 上海汽车集团股份有限公司 Voltage determination method and device for SOC initial value calculation
CN110940921A (en) * 2019-12-11 2020-03-31 山东工商学院 Multi-fault diagnosis method and system of lithium ion battery string based on correction variance
CN113829957A (en) * 2021-09-29 2021-12-24 力高(山东)新能源技术有限公司 Battery equalization evaluation method for charging new energy battery
CN114509678A (en) * 2022-02-10 2022-05-17 北京理工大学重庆创新中心 Power battery thermal runaway prediction method based on big data

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
高压动力电池组绝缘性能的实时监测研究;杨为等;《计算技术与自动化》;20150915(第03期);全文 *

Also Published As

Publication number Publication date
CN114966434A (en) 2022-08-30

Similar Documents

Publication Publication Date Title
CN114966434B (en) Method for judging cell voltage deviation
US10809302B2 (en) Online detection method for internal short-circuit of battery
CN110376530B (en) Device and method for detecting short circuit in battery
CN110794305A (en) Power battery fault diagnosis method and system
CN111900441B (en) Method for detecting all-vanadium redox flow battery stack fault
CN110626210A (en) Identification method for micro short circuit of lithium battery and battery management system
CN113945753B (en) Method for judging abnormal voltage of battery cell
CN112319308A (en) Power battery multi-fault detection method and system
CN112379285B (en) Battery pack self-discharge screening method
CN113341329A (en) Method and system for determining lithium separation of battery cell through voltage relaxation
CN114024349A (en) Balanced protection control method for series-parallel combined battery cluster
CN115015768B (en) Method for predicting abnormal battery cell of battery pack
CN109092717B (en) Method for judging fault module of power battery pack
CN118009868A (en) Battery cell expanding monitoring method and device, computer equipment and storage medium
CN217304221U (en) Battery detection device for detecting battery bulging and stress deformation with high precision
CN115774200A (en) Micro/internal short circuit detection method for lithium ion battery series module
CN116125290A (en) Power battery fault diagnosis method based on probability analysis
CN109216825A (en) A kind of Vehicular dynamic battery group and its operation method
CN111416411B (en) Temperature self-adaptive over-discharge alarm control method for high-voltage lithium ion battery
CN111584966B (en) Overvoltage early warning method for single battery in power battery pack based on big data analysis
CN117671876B (en) Fire early warning and monitoring system and method for electrochemical energy storage station
CN112433157A (en) Online monitoring and distinguishing system for internal short circuit and leakage fault of power lithium battery
CN115980596B (en) Method for detecting internal short circuit of power battery on line
CN220253309U (en) Composite battery
CN111976539A (en) Method, apparatus, medium, and device for determining voltage change rate of battery

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
CB02 Change of applicant information
CB02 Change of applicant information

Address after: Room 501, No. 8, No. 300, Changjiang Road, Yantai Economic and Technological Development Zone, Yantai Area, China (Shandong) Pilot Free Trade Zone, Yantai City, Shandong Province, 264006

Applicant after: Ligao (Shandong) New Energy Technology Co.,Ltd.

Address before: Room 501, No. 8, No. 300, Changjiang Road, Yantai Economic and Technological Development Zone, Yantai Area, China (Shandong) Pilot Free Trade Zone, Yantai City, Shandong Province, 264006

Applicant before: LIGO (Shandong) New Energy Technology Co.,Ltd.

GR01 Patent grant
GR01 Patent grant
CP03 Change of name, title or address
CP03 Change of name, title or address

Address after: No. 15 Hengyang Road, Guxian Street, Yantai Economic and Technological Development Zone, Shandong Province, China 265503

Patentee after: Ligao (Shandong) New Energy Technology Co.,Ltd.

Country or region after: China

Address before: Room 501, No. 8, No. 300, Changjiang Road, Yantai Economic and Technological Development Zone, Yantai Area, China (Shandong) Pilot Free Trade Zone, Yantai City, Shandong Province, 264006

Patentee before: Ligao (Shandong) New Energy Technology Co.,Ltd.

Country or region before: China