Re-examining rates of lithium-ion battery technology improvement and cost decline
Lithium-ion technologies are increasingly employed to electrify transportation and provide stationary energy storage for electrical grids, and as such their development has garnered much attention. However, their deployment is still relatively limited, and their broader adoption will depend on their...
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| Format: | Article |
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Royal Society of Chemistry (RSC)
2021
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| Online Access: | https://hdl.handle.net/1721.1/132660 |
| _version_ | 1826193569848754176 |
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| author | Ziegler, Micah S. Trancik, Jessika E. |
| author2 | Massachusetts Institute of Technology. Institute for Data, Systems, and Society |
| author_facet | Massachusetts Institute of Technology. Institute for Data, Systems, and Society Ziegler, Micah S. Trancik, Jessika E. |
| author_sort | Ziegler, Micah S. |
| collection | MIT |
| description | Lithium-ion technologies are increasingly employed to electrify transportation and provide stationary energy storage for electrical grids, and as such their development has garnered much attention. However, their deployment is still relatively limited, and their broader adoption will depend on their potential for cost reduction and performance improvement. Understanding this potential can inform critical climate change mitigation strategies, including public policies and technology development efforts. However, many existing estimates of past cost decline, which often serve as starting points for forecasting models, rely on limited data series and measures of technological progress. Here we systematically collect, harmonize, and combine various data series of price, market size, research and development, and performance of lithium-ion technologies. We then develop representative series for these measures, while separating cylindrical cells from all types of cells. For both, we find that the real price of lithium-ion cells, scaled by their energy capacity, has declined by about 97% since their commercial introduction in 1991. We estimate that between 1992 and 2016, real price per energy capacity declined 13% per year for both all types of cells and cylindrical cells, and upon a doubling of cumulative market size, decreased 20% for all types of cells and 24% for cylindrical cells. We also consider additional performance characteristics including energy density and specific energy. When energy density is incorporated into the definition of service provided by a lithium-ion battery, estimated technological improvement rates increase considerably. The annual decline in real price per service increases from 13 to 17% for both all types of cells and cylindrical cells while learning rates increase from 20 to 27% for all cell shapes and 24 to 31% for cylindrical cells. These increases suggest that previously reported improvement rates might underestimate the rate of lithium-ion technologies' change. Moreover, our improvement rate estimates suggest the degree to which lithium-ion technologies' price decline might have been limited by performance requirements other than cost per energy capacity. These rates also suggest that battery technologies developed for stationary applications, where restrictions on volume and mass are relaxed, might achieve faster cost declines, though engineering-based mechanistic cost modeling is required to further characterize this potential. The methods employed to collect these data and estimate improvement rates are designed to serve as a blueprint for how to work with sparse data when making consequential measurements of technological change. |
| first_indexed | 2024-09-23T09:41:11Z |
| format | Article |
| id | mit-1721.1/132660 |
| institution | Massachusetts Institute of Technology |
| last_indexed | 2024-09-23T09:41:11Z |
| publishDate | 2021 |
| publisher | Royal Society of Chemistry (RSC) |
| record_format | dspace |
| spelling | mit-1721.1/1326602022-09-30T16:12:05Z Re-examining rates of lithium-ion battery technology improvement and cost decline Ziegler, Micah S. Trancik, Jessika E. Massachusetts Institute of Technology. Institute for Data, Systems, and Society Lithium-ion technologies are increasingly employed to electrify transportation and provide stationary energy storage for electrical grids, and as such their development has garnered much attention. However, their deployment is still relatively limited, and their broader adoption will depend on their potential for cost reduction and performance improvement. Understanding this potential can inform critical climate change mitigation strategies, including public policies and technology development efforts. However, many existing estimates of past cost decline, which often serve as starting points for forecasting models, rely on limited data series and measures of technological progress. Here we systematically collect, harmonize, and combine various data series of price, market size, research and development, and performance of lithium-ion technologies. We then develop representative series for these measures, while separating cylindrical cells from all types of cells. For both, we find that the real price of lithium-ion cells, scaled by their energy capacity, has declined by about 97% since their commercial introduction in 1991. We estimate that between 1992 and 2016, real price per energy capacity declined 13% per year for both all types of cells and cylindrical cells, and upon a doubling of cumulative market size, decreased 20% for all types of cells and 24% for cylindrical cells. We also consider additional performance characteristics including energy density and specific energy. When energy density is incorporated into the definition of service provided by a lithium-ion battery, estimated technological improvement rates increase considerably. The annual decline in real price per service increases from 13 to 17% for both all types of cells and cylindrical cells while learning rates increase from 20 to 27% for all cell shapes and 24 to 31% for cylindrical cells. These increases suggest that previously reported improvement rates might underestimate the rate of lithium-ion technologies' change. Moreover, our improvement rate estimates suggest the degree to which lithium-ion technologies' price decline might have been limited by performance requirements other than cost per energy capacity. These rates also suggest that battery technologies developed for stationary applications, where restrictions on volume and mass are relaxed, might achieve faster cost declines, though engineering-based mechanistic cost modeling is required to further characterize this potential. The methods employed to collect these data and estimate improvement rates are designed to serve as a blueprint for how to work with sparse data when making consequential measurements of technological change. 2021-09-29T17:09:10Z 2021-09-29T17:09:10Z 2021-03 2020-08 Article http://purl.org/eprint/type/JournalArticle 1754-5692 1754-5706 https://hdl.handle.net/1721.1/132660 Ziegler, Micah S. and Jessika E. Trancik. "Re-examining rates of lithium-ion battery technology improvement and cost decline." Energy & Environmental Science 14, 4 (March 2021): 1635-1651. © 2021 The Royal Society of Chemistry http://dx.doi.org/10.1039/d0ee02681f Energy & Environmental Science Creative Commons Attribution NonCommercial License 4.0 https://creativecommons.org/licenses/by-nc/4.0/ application/pdf Royal Society of Chemistry (RSC) Royal Society of Chemistry (RSC) |
| spellingShingle | Ziegler, Micah S. Trancik, Jessika E. Re-examining rates of lithium-ion battery technology improvement and cost decline |
| title | Re-examining rates of lithium-ion battery technology improvement and cost decline |
| title_full | Re-examining rates of lithium-ion battery technology improvement and cost decline |
| title_fullStr | Re-examining rates of lithium-ion battery technology improvement and cost decline |
| title_full_unstemmed | Re-examining rates of lithium-ion battery technology improvement and cost decline |
| title_short | Re-examining rates of lithium-ion battery technology improvement and cost decline |
| title_sort | re examining rates of lithium ion battery technology improvement and cost decline |
| url | https://hdl.handle.net/1721.1/132660 |
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