Early Warning of Thermal Runaway for Lithium-Ion Battery Based on Multi-Sensor Detection

热失控 断层(地质) 电压 电池(电) 计算机科学 控制理论(社会学) 电气工程 算法 工程类 热力学 物理 人工智能 功率(物理) 地质学 地震学 控制(管理)
作者
Yue Pan,Xuning Feng,Languang Lu,Minggao Ouyang
出处
期刊:Meeting abstracts 卷期号:MA2019-01 (6): 590-590 被引量:2
标识
DOI:10.1149/ma2019-01/6/590
摘要

The expansion of the electric vehicle market, giving credit to the technical breakthroughs in the energy density and cycle life of lithium-ion batteries, is beyond our expectations. However, the lithium-ion batteries with high energy density still suffers from safety problems, such as thermal runaway. Thermal runaway always occurs with fire and explosion, which threatens human lives and properties. It is essential to make early warning before the triggering of battery thermal runaway happens. In this study, an online fault-diagnosis algorithm that can be used for the early warning of thermal runaway is proposed based on joint information measured by multiple sensors. A set of sensors, including voltage, temperature, flammable gas and pressure, are used to monitor the direct and indirect features of thermal runaway. Figure 1 shows the scheme of the proposed fault-diagnosis algorithm, including five steps that explain how this algorithm makes decision of warning. Step I is for data collection, while the data are acquired from the thermal runaway tests. Step II is for data screening. The average temperature, average voltage, maximum temperature and minimum voltage are obtained for further data processing. Step III is for the difference calculation. The voltage difference and temperature difference are calculated. Step IV is called the fault level transformation. The continuous deviations and the continuous signals of gas sensor and pressure sensor are transformed into discretized fault levels. Step V is for the fault judgement. The overall fault level is calculated by merging all the fault levels. The thermal runaway can be captured by setting proper threshold to judge the overall fault level. To confirm that the algorithm is capable of detecting thermal runaway before it develops into a severe hazard, thermal runaway tests on commercial 18650 cells were conducted. A customized transparent PMMA box, which has comparable volume of the module of Tesla Model S, is designed as the experimental vessel. Battery cells, which have the identical cell number of one Tesla module, are placed in the vessel. Thermal runaway is triggered by heating one of the cells. Sensors are placed in different locations of the vessel to find the optimal location. The test results validate the warning algorithm, and will be presented at the conference. Acknowledgement: This research is supported by the National Natural Science Foundation of China under the Grant No. U1564205 and No.51706117, and funded by the Ministry of Science and Technology of China under the Grant No. 2016YFE0102200. Figure 1. The scheme of the proposed fault diagnosis algorithm for TR warning. Figure 1

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
大幅提高文件上传限制,最高150M (2024-4-1)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
Amy发布了新的文献求助10
刚刚
agony完成签到,获得积分10
2秒前
3秒前
4秒前
serena1127完成签到,获得积分10
4秒前
专注映安发布了新的文献求助10
4秒前
4秒前
赵一丁完成签到,获得积分10
4秒前
老实紫萱完成签到,获得积分10
5秒前
5秒前
迷人的悒完成签到 ,获得积分10
6秒前
6秒前
6秒前
Hello应助yyq617569158采纳,获得10
6秒前
7秒前
abby123发布了新的文献求助10
8秒前
勤奋千风完成签到 ,获得积分10
8秒前
今天就写明天发表关注了科研通微信公众号
9秒前
夏日浅笑发布了新的文献求助10
10秒前
11秒前
无奈的又晴完成签到,获得积分10
12秒前
12秒前
zhenya完成签到,获得积分10
12秒前
niko发布了新的文献求助10
12秒前
zhzh0618发布了新的文献求助10
12秒前
圆圆完成签到,获得积分10
13秒前
13秒前
15秒前
15秒前
烟花应助高高初柔采纳,获得10
18秒前
易大人发布了新的文献求助10
18秒前
亚当遗传发布了新的文献求助10
18秒前
18秒前
秘密maho发布了新的文献求助10
20秒前
酷波er应助跳跃志泽采纳,获得10
20秒前
20秒前
小二郎应助WW采纳,获得10
20秒前
20秒前
Re发布了新的文献求助10
21秒前
彭于晏应助斯文谷秋采纳,获得10
22秒前
高分求助中
Exploring Mitochondrial Autophagy Dysregulation in Osteosarcoma: Its Implications for Prognosis and Targeted Therapy 4000
Impact of Mitophagy-Related Genes on the Diagnosis and Development of Esophageal Squamous Cell Carcinoma via Single-Cell RNA-seq Analysis and Machine Learning Algorithms 2000
Migration and Wellbeing: Towards a More Inclusive World 1200
Evolution 501
On the Refined Urban Stormwater Modeling 500
Gerard de Lairesse : an artist between stage and studio 500
How to Create Beauty: De Lairesse on the Theory and Practice of Making Art 500
热门求助领域 (近24小时)
化学 医学 材料科学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 基因 遗传学 物理化学 催化作用 免疫学 细胞生物学 电极
热门帖子
关注 科研通微信公众号,转发送积分 2968259
求助须知:如何正确求助?哪些是违规求助? 2630931
关于积分的说明 7087339
捐赠科研通 2264609
什么是DOI,文献DOI怎么找? 1200826
版权声明 591403
科研通“疑难数据库(出版商)”最低求助积分说明 587305