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Energy efficient coded random access for the wireless uplink
| dc.contributor.author | Kowshik, Suhas S | |
| dc.contributor.author | Andreev, Kirill | |
| dc.contributor.author | Frolov, Alexey | |
| dc.contributor.author | Polyanskiy, Yury | |
| dc.date.accessioned | 2021-10-27T20:23:20Z | |
| dc.date.available | 2021-10-27T20:23:20Z | |
| dc.date.issued | 2020 | |
| dc.identifier.uri | https://hdl.handle.net/1721.1/135405 | |
| dc.description.abstract | © 1972-2012 IEEE. We discuss the problem of designing channel access architectures for enabling fast, low-latency, grant-free, and uncoordinated uplink for densely packed wireless nodes. Specifically, we study random-access codes, previously introduced for the AWGN MAC, in the practically more relevant case of Rayleigh fading, when channel gains are unknown to the decoder. We propose a random coding achievability bound, which we analyze both non-asymptotically and asymptotically. As a candidate practical solution, we propose an explicit iterative coding scheme. The performance of such a solution is surprisingly close to the finite blocklength bounds. Our main findings are twofold. First, just like in the AWGN MAC, we see that jointly decoding a large number of users leads to a surprising phase transition effect, where, at spectral efficiencies below a critical threshold, a perfect multi-user interference cancellation is possible. Second, while the presence of Rayleigh fading significantly increases the minimal required energy-per-bit, the inherent randomization introduced by the channel makes it much easier to attain the optimal performance via iterative schemes. We hope that a principled definition of the random-access model, together with their information-theoretic analysis, will open the road towards unified benchmarking and performance comparison of various random-access solutions for the 5G/6G. | |
| dc.language.iso | en | |
| dc.publisher | Institute of Electrical and Electronics Engineers (IEEE) | |
| dc.relation.isversionof | 10.1109/TCOMM.2020.3000635 | |
| dc.rights | Creative Commons Attribution-Noncommercial-Share Alike | |
| dc.rights.uri | http://creativecommons.org/licenses/by-nc-sa/4.0/ | |
| dc.source | arXiv | |
| dc.title | Energy efficient coded random access for the wireless uplink | |
| dc.type | Article | |
| dc.relation.journal | IEEE Transactions on Communications | |
| dc.eprint.version | Original manuscript | |
| dc.type.uri | http://purl.org/eprint/type/JournalArticle | |
| eprint.status | http://purl.org/eprint/status/NonPeerReviewed | |
| dc.date.updated | 2021-03-09T20:13:57Z | |
| dspace.orderedauthors | Kowshik, SS; Andreev, K; Frolov, A; Polyanskiy, Y | |
| dspace.date.submission | 2021-03-09T20:13:58Z | |
| mit.journal.volume | 68 | |
| mit.journal.issue | 8 | |
| mit.license | OPEN_ACCESS_POLICY | |
| mit.metadata.status | Authority Work and Publication Information Needed |
