TY - GEN
T1 - How Pretrained Foundation Models and Cloud-Fog Automation Empower the Recycling of Electrical Vehicles
AU - Liu, Siyuan
AU - Lan, Dapeng
AU - Wang, Jia
AU - Hu, Dongxiao
AU - Pang, Zhibo
AU - Lyu, Honghao
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - The increasing prevalence of electric vehicles demands efficient and sustainable management of end-of-life lithium-ion batteries. This paper examines the use of Pretrained Foundation Models and Cloud-Fog Automation to improve robotic disassembly of these batteries. We evaluate the performance of two Vision Transformer Models, in tasks involving deformed, rusty, contaminated, and worn batteries. Our proposed architecture, utilizing cloud and fog computing, balances performance with resource efficiency, providing a scalable solution for electric vehicles battery recycling.
AB - The increasing prevalence of electric vehicles demands efficient and sustainable management of end-of-life lithium-ion batteries. This paper examines the use of Pretrained Foundation Models and Cloud-Fog Automation to improve robotic disassembly of these batteries. We evaluate the performance of two Vision Transformer Models, in tasks involving deformed, rusty, contaminated, and worn batteries. Our proposed architecture, utilizing cloud and fog computing, balances performance with resource efficiency, providing a scalable solution for electric vehicles battery recycling.
KW - Cloud-Fog Automation
KW - Pretrained Foundation Model
KW - Remanufacturing
KW - Robotic Disassembly
UR - http://www.scopus.com/inward/record.url?scp=85215522622&partnerID=8YFLogxK
U2 - 10.1109/INDIN58382.2024.10774292
DO - 10.1109/INDIN58382.2024.10774292
M3 - Conference Proceeding
AN - SCOPUS:85215522622
T3 - IEEE International Conference on Industrial Informatics (INDIN)
BT - Proceedings - 2024 IEEE 22nd International Conference on Industrial Informatics, INDIN 2024
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 22nd IEEE International Conference on Industrial Informatics, INDIN 2024
Y2 - 18 August 2024 through 20 August 2024
ER -
