Characterization of the Complexity of Computing the Capacity of Colored Noise Gaussian Channels
Research output: Contribution to book/Conference proceedings/Anthology/Report › Conference contribution › Contributed › peer-review
Contributors
Abstract
This paper investigates the computational complexity involved in determining the capacity of the band-limited additive colored Gaussian noise (ACGN) channel and its capacity-achieving input power spectral density (p.s.d.). A band-limited polynomial time computable continuous and strictly positive noise p.s.d. is constructed for the ACGN channel such that the computation of its corresponding capacity is ≠P1-complete. This means that it is even more complex than problems that are ≠P1-complete. Additionally, it is shown that computing the capacity-achieving input p.s.d. is also ≠≠P1-complete. Furthermore, under the widely accepted assumption that ≠P1≠P1, there are two significant implications for the ACGN channel. First, there exists a polynomial time computable noise p.s.d. for which computing its capacity is not polynomial-time feasible, meaning the number of computational steps on a Turing Machine grows faster than any polynomial. Second, there is a polynomial time computable noise p.s.d. where determining its capacity-achieving input p.s.d. is also not achievable in polynomial time.
Details
| Original language | English |
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| Title of host publication | ICC 2024 - IEEE International Conference on Communications |
| Editors | Matthew Valenti, David Reed, Melissa Torres |
| Publisher | IEEE Canada |
| Pages | 4114-4119 |
| Number of pages | 6 |
| ISBN (electronic) | 978-1-7281-9054-9 |
| ISBN (print) | 978-1-7281-9055-6 |
| Publication status | Published - 13 Jun 2024 |
| Peer-reviewed | Yes |
Publication series
| Series | IEEE International Conference on Communications (ICC) |
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| ISSN | 1550-3607 |
Conference
| Title | 60th IEEE International Conference on Communications |
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| Subtitle | Scaling the Peaks of Global Communications |
| Abbreviated title | ICC 2024 |
| Conference number | 60 |
| Duration | 9 - 13 June 2024 |
| Website | |
| Location | Sheraton Denver Downtown Hotel |
| City | Denver |
| Country | United States of America |
External IDs
| Scopus | 85202822030 |
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| ORCID | /0000-0002-1702-9075/work/224212785 |