Stochastic model for time-varying millimeter-wave beam gains with user orientation changes

Chavva, Ashok Kumar Reddy ; Mehta, Neelesh B. (2021) Stochastic model for time-varying millimeter-wave beam gains with user orientation changes In: 2021 IEEE Global Communications Conference (GLOBECOM), 07-11 December 2021, Madrid, Spain.

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Official URL: https://doi.org/10.1109/GLOBECOM46510.2021.9685581

Related URL: http://dx.doi.org/10.1109/GLOBECOM46510.2021.9685581

Abstract

In the widely used spatial channel model (SCM), the millimeter wave channels encountered by a 5G system are constructed using a stochasto-geometric approach. However, a probabilistic characterization of the time evolution of the gain of any transmit-receive beam pair is not available. We propose a novel modified bivariate Nakagami-m (MBN) model that presents such a characterization. It accurately captures the non-stationary time-variation in the beam gain due to user mobility and user device orientation changes. It applies to both positive and negative correlations between the beam gains. We derive closed-form expressions for the MBN parameters in terms of the SCM parameters. We then apply this tractable model to develop a new, effective, and robust beam selection rule. It predicts in closed-form the signal-to-noise ratios of the beam pairs at the time a beam pair is selected given the beam pair gain measurements that are made at different times.

Item Type:Conference or Workshop Item (Paper)
Source:Copyright of this article belongs to IEEE.
Keywords:Correlation; Closed-form solutions; Conferences; Stochastic processes; Gain measurement; Probabilistic logic; Time measurement.
ID Code:139110
Deposited On:15 Sep 2025 10:44
Last Modified:15 Sep 2025 10:44

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