Search Results for author: Manan Gupta

Found 3 papers, 1 papers with code

Forecaster-aided User Association and Load Balancing in Multi-band Mobile Networks

no code implementations23 Jan 2023 Manan Gupta, Sandeep Chinchali, Paul Varkey, Jeffrey G. Andrews

Cellular networks are becoming increasingly heterogeneous with higher base station (BS) densities and ever more frequency bands, making BS selection and band assignment key decisions in terms of rate and coverage.

Model Predictive Control Reinforcement Learning (RL)

Over-the-Air Design of GAN Training for mmWave MIMO Channel Estimation

1 code implementation25 May 2022 Akash Doshi, Manan Gupta, Jeffrey G. Andrews

More importantly, our proposed framework has the potential to be trained online using real noisy pilot measurements, is not restricted to a specific channel model and can even be utilized for a federated OTA design of a dataset generator from noisy data.

System-Level Analysis of Full-Duplex Self-Backhauled Millimeter Wave Networks

no code implementations10 Dec 2021 Manan Gupta, Ian P. Roberts, Jeffrey G. Andrews

We use this to characterize the network-level improvements seen when upgrading from conventional HD IAB nodes to FD ones by deriving closed-form expressions for (i) latency gain of FD-IAB over HD-IAB and (ii) the maximum number of hops that a HD- and FD-IAB network can support while satisfying latency and throughput targets.

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