Concept of a cloud state modeling system for lead-acid batteries: Theory and prototyping

Felix Kortmann; Daniel Brieske; Pia Piekarek; Julian Eckstein; Alexander Warnecke; Paul Drews; Dirk Uwe Sauer

doi:10.1109/ICEIC51217.2021.9369785

Concept of a cloud state modeling system for lead-acid batteries: Theory and prototyping

Felix Kortmann
, Daniel Brieske
, Pia Piekarek
, Julian Eckstein
, Alexander Warnecke
, Paul Drews
, Dirk Uwe Sauer

Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

5 Citations (Scopus)

Abstract

Lead-acid batteries are still the cash cow in the market of energy storage systems. Use in vehicles will continue in the next years due to several advantages over competing products. Despite the high level of maturity of Lead-Acid Batteries (LABs), the Lead-Acid Battery (LAB) is with 40% by far the largest cause of short-term vehicle breakdowns. This is primarily not due to defective products, but rather to over-aged or deeply discharged batteries. The complex aging characteristics of lead-acid batteries do not allow the health status of a battery to be easily detected, which increases the probability of short-term failures. Our paper presents a solution of monitoring the current health status of a battery and discusses modeling opportunities in a cloud as a digital twin to predict breakdowns in the future. We present both, a Low Power Wide Area Network (LPWAN) based monitoring prototype and theory for state modeling and prediction.

Original language	English
Title of host publication	2021 International Conference on Electronics, Information, and Communication (ICEIC)
Number of pages	4
Place of Publication	Piscataway
Publisher	IEEE - Institute of Electrical and Electronics Engineers Inc.
Publication date	31.01.2021
Article number	9369785
ISBN (Print)	978-1-7281-9162-1
ISBN (Electronic)	978-1-7281-9161-4
DOIs	https://doi.org/10.1109/ICEIC51217.2021.9369785
Publication status	Published - 31.01.2021
Event	20th International Conference on Electronics, Information, and Communication, ICEIC 2021 - Jeju Shinhwa World, Jeju, Korea, Republic of Duration: 31.01.2021 → 03.02.2021 Conference number: 20 http://iceic.org/2021/

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 7 Affordable and Clean Energy

Research areas and keywords

Battery Management System
Electrochemical Impedance Spectroscopy
Intelligent Battery Sensor
Monitoring
Informatics
Business informatics

Access to Document

10.1109/ICEIC51217.2021.9369785

Best Paper Award (Bronze) ICEIC 2021
Kortmann, F. (Recipient), Brieske, D. (Recipient), Piekarek, P. (Recipient), Eckstein, J. (Recipient), Warnecke, A. (Recipient), Drews, P. (Recipient) & Sauer, D. U. (Recipient), 2021
Prize: external Prizes, scholarships, distinctions, appointments › Research

Cite this

Kortmann, F., Brieske, D., Piekarek, P., Eckstein, J., Warnecke, A., Drews, P., & Sauer, D. U. (2021). Concept of a cloud state modeling system for lead-acid batteries: Theory and prototyping. In 2021 International Conference on Electronics, Information, and Communication (ICEIC) Article 9369785 (International Conference on Electronics, Information, and Communication, ICEIC ; Vol. 2021). IEEE - Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICEIC51217.2021.9369785

Kortmann, Felix ; Brieske, Daniel ; Piekarek, Pia et al. / Concept of a cloud state modeling system for lead-acid batteries : Theory and prototyping. 2021 International Conference on Electronics, Information, and Communication (ICEIC). Piscataway : IEEE - Institute of Electrical and Electronics Engineers Inc., 2021. (International Conference on Electronics, Information, and Communication, ICEIC ).

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abstract = "Lead-acid batteries are still the cash cow in the market of energy storage systems. Use in vehicles will continue in the next years due to several advantages over competing products. Despite the high level of maturity of Lead-Acid Batteries (LABs), the Lead-Acid Battery (LAB) is with 40\% by far the largest cause of short-term vehicle breakdowns. This is primarily not due to defective products, but rather to over-aged or deeply discharged batteries. The complex aging characteristics of lead-acid batteries do not allow the health status of a battery to be easily detected, which increases the probability of short-term failures. Our paper presents a solution of monitoring the current health status of a battery and discusses modeling opportunities in a cloud as a digital twin to predict breakdowns in the future. We present both, a Low Power Wide Area Network (LPWAN) based monitoring prototype and theory for state modeling and prediction.",

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Kortmann, F, Brieske, D, Piekarek, P, Eckstein, J, Warnecke, A, Drews, P & Sauer, DU 2021, Concept of a cloud state modeling system for lead-acid batteries: Theory and prototyping. in 2021 International Conference on Electronics, Information, and Communication (ICEIC)., 9369785, International Conference on Electronics, Information, and Communication, ICEIC , vol. 2021, IEEE - Institute of Electrical and Electronics Engineers Inc., Piscataway, 20th International Conference on Electronics, Information, and Communication, ICEIC 2021, Jeju, Korea, Republic of, 31.01.21. https://doi.org/10.1109/ICEIC51217.2021.9369785

Concept of a cloud state modeling system for lead-acid batteries: Theory and prototyping. / Kortmann, Felix; Brieske, Daniel; Piekarek, Pia et al.
2021 International Conference on Electronics, Information, and Communication (ICEIC). Piscataway: IEEE - Institute of Electrical and Electronics Engineers Inc., 2021. 9369785 (International Conference on Electronics, Information, and Communication, ICEIC ; Vol. 2021).

Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

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AU - Brieske, Daniel

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AU - Eckstein, Julian

AU - Warnecke, Alexander

AU - Drews, Paul

AU - Sauer, Dirk Uwe

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N2 - Lead-acid batteries are still the cash cow in the market of energy storage systems. Use in vehicles will continue in the next years due to several advantages over competing products. Despite the high level of maturity of Lead-Acid Batteries (LABs), the Lead-Acid Battery (LAB) is with 40% by far the largest cause of short-term vehicle breakdowns. This is primarily not due to defective products, but rather to over-aged or deeply discharged batteries. The complex aging characteristics of lead-acid batteries do not allow the health status of a battery to be easily detected, which increases the probability of short-term failures. Our paper presents a solution of monitoring the current health status of a battery and discusses modeling opportunities in a cloud as a digital twin to predict breakdowns in the future. We present both, a Low Power Wide Area Network (LPWAN) based monitoring prototype and theory for state modeling and prediction.

AB - Lead-acid batteries are still the cash cow in the market of energy storage systems. Use in vehicles will continue in the next years due to several advantages over competing products. Despite the high level of maturity of Lead-Acid Batteries (LABs), the Lead-Acid Battery (LAB) is with 40% by far the largest cause of short-term vehicle breakdowns. This is primarily not due to defective products, but rather to over-aged or deeply discharged batteries. The complex aging characteristics of lead-acid batteries do not allow the health status of a battery to be easily detected, which increases the probability of short-term failures. Our paper presents a solution of monitoring the current health status of a battery and discusses modeling opportunities in a cloud as a digital twin to predict breakdowns in the future. We present both, a Low Power Wide Area Network (LPWAN) based monitoring prototype and theory for state modeling and prediction.

KW - Battery Management System

KW - Electrochemical Impedance Spectroscopy

KW - Intelligent Battery Sensor

KW - Monitoring

KW - Informatics

KW - Business informatics

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SN - 978-1-7281-9162-1

T3 - International Conference on Electronics, Information, and Communication, ICEIC

BT - 2021 International Conference on Electronics, Information, and Communication (ICEIC)

PB - IEEE - Institute of Electrical and Electronics Engineers Inc.

CY - Piscataway

Y2 - 31 January 2021 through 3 February 2021

ER -

Kortmann F, Brieske D, Piekarek P, Eckstein J, Warnecke A, Drews P et al. Concept of a cloud state modeling system for lead-acid batteries: Theory and prototyping. In 2021 International Conference on Electronics, Information, and Communication (ICEIC). Piscataway: IEEE - Institute of Electrical and Electronics Engineers Inc. 2021. 9369785. (International Conference on Electronics, Information, and Communication, ICEIC ). doi: 10.1109/ICEIC51217.2021.9369785

Concept of a cloud state modeling system for lead-acid batteries: Theory and prototyping

Abstract

UN SDGs

Research areas and keywords

Access to Document

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Prizes

Best Paper Award (Bronze) ICEIC 2021

Cite this