The disassembly of lithium-ion traction batteries after reaching their end-of-life (EoL) represents a promising approach to maximize the purity of the segregated material . The research topic of disassembly is, therefore, also increasingly addressed in research in terms of the number of scientific publications .
If a disassembly of the modules down to cell level is planned in the future, further information about the cells, e.g., design (pouch, prismatic, cylindrical), weight, and dimensions, are required. As mentioned before, lithium-ion batteries are labelled with a “Li-ion” symbol.
Consequently, disassembling a lithium–ion battery system can pr esent haz- ards to workers, especially in manual disassembly. Battery packs used in automotive insulated tools to mitigate the risks of electrocution or short-circuits. Such incidents can result in rapid discharge, overheating, and potential thermal runaway. Thermal runaway ].
The investigation of traction batteries at the current stage has shown that, due to the product design, disassembly can only be feasibly carried out from the battery pack level down to the battery module level .
In response to this pressing issue, this review presents a comprehensive analysis of the role of artificial intelligence (AI) in improving the disassembly processes for EV batteries, which is integral to the practical echelon utilization and recycling process.
The rapidly growing deployment of Electric Vehicles (EV) put strong demands on the development of Lithium-Ion Batteries (LIBs) but also into its dismantling process, a necessary step for circular economy.
This paper reviews the application of AI techniques in various stages of retired battery disassembly. A significant focus is placed on estimating batteries'' state of health (SOH), which is crucial for determining the availability …
Herrmann C, Raatz A, Mennenga M, Schmitt J, Andrew S (2012) Assessment of automation potentials for the disassembly of automotive lithium Ion battery systems. In: …
A large number of battery pack returns from electric vehicles (EV) is expected for the next years, which requires economically efficient disassembly capacities.
A large number of battery pack returns from electric vehicles (EV) is expected for the next years, which requires economically efficient disassembly capacities. This cannot …
4 · Lithium metal batteries offer a huge opportunity to develop energy storage systems with high energy density and high discharge platforms. However, the battery is prone to …
An Approach for Automated Disassembly of Lithium-Ion Battery Packs and High-Quality Recycling Using Computer Vision, Labeling, and Material Characterization. …
Retired electric-vehicle lithium-ion battery (EV-LIB) packs pose severe environmental hazards. Efficient recovery of these spent batteries is a significant way to …
Retired electric-vehicle lithium-ion battery (EV-LIB) packs pose severe environmental hazards. ... This work demonstrates a detection accuracy of 73.71% and …
A large number of battery pack returns from electric vehicles (EV) is expected for the next years, which requires economically efficient disassembly capacities.
To specifically dismantle a single battery safely, Dr. Li Jian with his team from Tianjin Saidemi New Energy Technology Co. Ltd developed an advanced, safety-focused …
This paper reviews the application of AI techniques in various stages of retired battery disassembly. A significant focus is placed on estimating batteries'' state of health …
Batteries including Lithium-Ion (LIBs) and Lithium Polymers (LiPo) store large amounts of energy contributing to high number of battery fires. Batteries with volatile …
lithium–ion technology is preferred in comparison with other battery technologies (Ni- MH or Ni-Cd). Thanks to their higher energy density, a more compact design can be
First, based on a detailed analysis of major challenges incurred by large-scale EoL LIBs, two technical pillars to uphold LIB disassembly technology, i.e., artificial intelligence …
The LithoRec process also provides for manual disassembly activities that go beyond the classic dismantling scope to disassemble the battery pack housing, the battery management system (BMS), the wiring harness, …
Demand for lithium-ion batteries (LIBs) is predicted to reach 200 GWh by 2025 and to increase sharply in the subsequent years [1].However, LIBs have limited-service lives …
Roadmap for a sustainable circular economy in lithium-ion and future battery technologies, Gavin D J Harper, Emma Kendrick, Paul A Anderson, Wojciech Mrozik, Paul …
It is imperative to develop automatic disassembly solution to effectively disassemble the LIBs while safeguarding human workers against the hazards environment. In …
The advantage of manual disassembly is that each part of the spent lithium-ion battery (positive electrode, negative electrode, separator, casing) can be processed separately …
An Approach for Automated Disassembly of Lithium-Ion Battery Packs and High-Quality Recycling Using Computer Vision, Labeling, and Material Characterization. Recycling 2022, 7, 48. [ Google Scholar ] [ CrossRef ]
The lithium-ion battery market has grown steadily every year and currently reaches a market size of $40 billion. Lithium, which is the core material for the lithium-ion battery industry, is now being extd. from natural …
4 · Lithium metal batteries offer a huge opportunity to develop energy storage systems with high energy density and high discharge platforms. However, the battery is prone to …
As a high efficiency and precision tool, AI technology could be the key factor in developing the next generation of battery technology and accelerate smart manufacturing. 8. …
lithium–ion technology is preferred in comparison with other battery technologies (Ni- MH or Ni-Cd). Thanks to their higher energy density, a more compact design can be
In the context of current societal challenges, such as climate neutrality, industry digitization, and circular economy, this paper addresses the importance of improving recycling …
The LithoRec process also provides for manual disassembly activities that go beyond the classic dismantling scope to disassemble the battery pack housing, the battery …