Managing Bandwidth: The Key to Cloud-Assisted Autonomous Driving
Fuente:
arXiv
Salvato in:
| Autori principali: | , , , , , |
|---|---|
| Natura: | Preprint |
| Pubblicazione: |
2024
|
| Soggetti: | |
| Accesso online: | |
| Tags: |
Aggiungi Tag
Nessun Tag, puoi essere il primo ad aggiungerne!!
|
| _version_ | 1866912080108453888 |
|---|---|
| author | Krentsel, Alexander Schafhalter, Peter Gonzalez, Joseph E. Ratnasamy, Sylvia Shenker, Scott Stoica, Ion |
| author_facet | Krentsel, Alexander Schafhalter, Peter Gonzalez, Joseph E. Ratnasamy, Sylvia Shenker, Scott Stoica, Ion |
| contents | Prevailing wisdom asserts that one cannot rely on the cloud for critical real-time control systems like self-driving cars. We argue that we can, and must. Following the trends of increasing model sizes, improvements in hardware, and evolving mobile networks, we identify an opportunity to offload parts of time-sensitive and latency-critical compute to the cloud. Doing so requires carefully allocating bandwidth to meet strict latency SLOs, while maximizing benefit to the car. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2410_16227 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Managing Bandwidth: The Key to Cloud-Assisted Autonomous Driving Krentsel, Alexander Schafhalter, Peter Gonzalez, Joseph E. Ratnasamy, Sylvia Shenker, Scott Stoica, Ion Networking and Internet Architecture Computer Vision and Pattern Recognition Systems and Control Prevailing wisdom asserts that one cannot rely on the cloud for critical real-time control systems like self-driving cars. We argue that we can, and must. Following the trends of increasing model sizes, improvements in hardware, and evolving mobile networks, we identify an opportunity to offload parts of time-sensitive and latency-critical compute to the cloud. Doing so requires carefully allocating bandwidth to meet strict latency SLOs, while maximizing benefit to the car. |
| title | Managing Bandwidth: The Key to Cloud-Assisted Autonomous Driving |
| topic | Networking and Internet Architecture Computer Vision and Pattern Recognition Systems and Control |
| url | https://arxiv.org/abs/2410.16227 |