Abstract
In this work, extensive propagation characteristics of short-range 240 to 300 GHz terahertz (THz) channels are mapped based on a measurement campaign conducted utilizing a novel, task-specific measurement system. The measurement system allows collecting measurements from different distances and orientations in a very-fine grained resolution, which is a particular issue in achieving realistic THz channel estimation. After the accurate measurement results are obtained, they are investigated in terms of channel impulse and channel frequency response. Furthermore, the fading channel amplitude histograms are modeled with the Gamma mixture model (GMM). The expectation-maximization (EM) algorithm is utilized to determine the corresponding mixture parameters. Also, to demonstrate the flexibility of the GMM, the Dirichlet process Gamma mixture model (DPGMM) is utilized in cases where the EM algorithm fails to represent histograms. Moreover, the suitability of the GMM is evaluated utilizing Kolmogorov-Smirnov tests. Results verify that the GMMs can simulate the fading channel of micro-scale THz wireless communication in a realistic way, providing important implications regarding the achievable capacity in these channels. Finally, the average channel capacity of each link is evaluated using the probability density function of GMMs to gain deeper insight into the potential of micro-scale THz communications.
Original language | English |
---|---|
Title of host publication | GLOBECOM 2023 - 2023 IEEE Global Communications Conference |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
Pages | 1471-1476 |
Number of pages | 6 |
ISBN (Electronic) | 9798350310900 |
DOIs | |
Publication status | Published - 2023 |
Event | 2023 IEEE Global Communications Conference, GLOBECOM 2023 - Kuala Lumpur, Malaysia Duration: 4 Dec 2023 → 8 Dec 2023 |
Publication series
Name | Proceedings - IEEE Global Communications Conference, GLOBECOM |
---|---|
ISSN (Print) | 2334-0983 |
ISSN (Electronic) | 2576-6813 |
Conference
Conference | 2023 IEEE Global Communications Conference, GLOBECOM 2023 |
---|---|
Country/Territory | Malaysia |
City | Kuala Lumpur |
Period | 4/12/23 → 8/12/23 |
Bibliographical note
Publisher Copyright:© 2023 IEEE.
Keywords
- Gamma mixture model
- Terahertz
- channel modeling
- measurement
- short-range communication