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CELL_DATASET_FOR_RL

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IEEE2026-04-17 收录
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https://ieee-dataport.org/documents/celldatasetforrl
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资源简介:
This dataset provides anonymized, time-series Key Performance Indicator (KPI) logs from a four-site LTE network cluster (Mathurapur region) that underwent a real-time parameter optimization trial. The data records network performance metrics prior to, and during, the deployment of a Q-learning-based Reinforcement Learning (RL) agent designed to autonomously manage cell transmit power and antenna electrical tilt. The primary value of this dataset is its empirical nature, reflecting the noisy, multi-objective, and complex correlation landscape of a real-world cellular environment. The data is essential for validating and reproducing the RL agent's performance in achieving simultaneous improvements in competing KPIs such as throughput, interference, and call stability
提供机构:
Vikramaditya Singh; Sanjib Sadhukhan
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