Research

Publications

Every paper AID Edge Inc. has published, in one dated archive. Product-operational papers are published on Velorona.ai/resources and cross-linked here, not duplicated.

Network Operations & Telecom


The Pre-Escalation Window

A comparative decision-intelligence study of pre-escalation windows in terrestrial microwave backhaul and LEO/NTN — simulated networks, no operator data.

Published August 2026 · AID Edge Inc.

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The Role of Standards in Telecom Optimization Using AI

Reviews how established standards bodies — 3GPP, ETSI MEC, and NIST — inform the use of AI in telecom network optimization, and why standards alignment matters as AI becomes part of operational decision-making.

Published January 2025 · Sara Khosravi, AID Edge Inc.

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Predictive Maintenance for LoRa: A Hybrid Telemetry Framework

Presents a hybrid telemetry framework for predictive maintenance in LoRa networks, combining rule-based methods with machine learning — including SNR/RSSI-based features and models such as LSTM and logistic regression — to help detect early signs of network degradation.

Published January 2025 · Sara Khosravi (Published on Velorona)

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Satellite & NTN


5G + Satellite: The Future of Connectivity

Reviews how 5G and satellite networks are converging, and the role machine learning plays in optimizing performance across combined terrestrial and non-terrestrial infrastructure.

Published September 2024 · Sara Khosravi, AID Edge Inc.

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