MPAI: A Co-Processing Architecture with MPSoC & AI Accelerators for Vision Applications in Space
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arXiv
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| Hauptverfasser: | , , , |
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| Format: | Preprint |
| Veröffentlicht: |
2024
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| _version_ | 1866929690655064064 |
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| author | Leon, Vasileios Minaidis, Panagiotis Soudris, Dimitrios Lentaris, George |
| author_facet | Leon, Vasileios Minaidis, Panagiotis Soudris, Dimitrios Lentaris, George |
| contents | The emerging need for fast and power-efficient AI/ML deployment on-board spacecraft has forced the space industry to examine specialized accelerators, which have been successfully used in terrestrial applications. Towards this direction, the current work introduces a very heterogeneous co-processing architecture that is built around UltraScale+ MPSoC and its programmable DPU, as well as commercial AI/ML accelerators such as MyriadX VPU and Edge TPU. The proposed architecture, called MPAI, handles networks of different size/complexity and accommodates speed-accuracy-energy trade-offs by exploiting the diversity of accelerators in precision and computational power. This brief provides technical background and reports preliminary experimental results and outcomes. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2409_12258 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | MPAI: A Co-Processing Architecture with MPSoC & AI Accelerators for Vision Applications in Space Leon, Vasileios Minaidis, Panagiotis Soudris, Dimitrios Lentaris, George Hardware Architecture Emerging Technologies The emerging need for fast and power-efficient AI/ML deployment on-board spacecraft has forced the space industry to examine specialized accelerators, which have been successfully used in terrestrial applications. Towards this direction, the current work introduces a very heterogeneous co-processing architecture that is built around UltraScale+ MPSoC and its programmable DPU, as well as commercial AI/ML accelerators such as MyriadX VPU and Edge TPU. The proposed architecture, called MPAI, handles networks of different size/complexity and accommodates speed-accuracy-energy trade-offs by exploiting the diversity of accelerators in precision and computational power. This brief provides technical background and reports preliminary experimental results and outcomes. |
| title | MPAI: A Co-Processing Architecture with MPSoC & AI Accelerators for Vision Applications in Space |
| topic | Hardware Architecture Emerging Technologies |
| url | https://arxiv.org/abs/2409.12258 |