Intelligent Base Station Deployment in Urban Wireless Networks: A Geographic Data-Informed Digital Twin Approach

arXiv:2608.14599 · cs.NI, cs.AI · Submitted 2026-06-30 · Read on arXiv

cs.NI, cs.AI

Submitted: 2026-06-30

Updated: 2026-09-15

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Actor — 13× in this paper · explained in 3 episodes
Accuracy — 11× in this paper · explained in 1 episode
Digital Twin — 11× in this paper · explained in 5 episodes
Reinforcement Learning — 10× in this paper · explained in 4 episodes
Wasserstein Distance — 10× in this paper · explained in 4 episodes
Deep Reinforcement Learning — 5× in this paper · explained in 2 episodes
Benchmark — 4× in this paper · explained in 2 episodes
Deep Reinforcement Learning (DRL) — 3× in this paper · explained in 2 episodes
Fidelity — 3× in this paper · explained in 2 episodes
Generative Model — 3× in this paper · explained in 2 episodes
Ablation — 2× in this paper · explained in 1 episode
Action Space — 2× in this paper · explained in 1 episode
Data Augmentation — 2× in this paper · explained in 7 episodes
Diffusion Process — 2× in this paper · explained in 2 episodes
Generative AI — 2× in this paper · explained in 2 episodes
Markov Decision Process (MDP) — 2× in this paper · explained in 11 episodes
Reward Function — 2× in this paper · explained in 2 episodes
Ablation Studies — 1× in this paper · explained in 1 episode
Active Exploration — 1× in this paper · explained in 2 episodes
Artificial Intelligence (AI) — 1× in this paper · explained in 2 episodes
Attention Mechanism — 1× in this paper · explained in 3 episodes
Consistency — 1× in this paper · explained in 3 episodes
Energy Efficiency — 1× in this paper · explained in 3 episodes
Feature Extraction — 1× in this paper · explained in 2 episodes
Generalization — 1× in this paper · explained in 13 episodes
Objective Function — 1× in this paper · explained in 2 episodes
Regularization — 1× in this paper · explained in 3 episodes
Soft Actor-Critic (SAC) — 1× in this paper · explained in 2 episodes
Temporal Correlations — 1× in this paper · explained in 2 episodes
Trace — 1× in this paper · explained in 2 episodes
Transformer — 1× in this paper · explained in 2 episodes
Vision Transformer (ViT) — 1× in this paper · explained in 2 episodes

Sources

Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Terminology

Sources

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