Cell outage detection in fifth generation using deep learning

Outage refers that a system fails to provide or perform its primary function. A cell is in outage when it cannot carry traffic due to a failure. The common reasons for outages are Unprecedented rainstorm or sandstorm Heavy traffic in wireless network Hard

Project Title

Cell outage detection in fifth generation using deep learning

Project Area of Specialization

Artificial Intelligence

Project Summary

Outage refers that a system fails to provide or perform its primary function. A cell is in outage when it cannot carry traffic due to a failure.

• The common reasons for outages are
• Unprecedented rainstorm or sandstorm
• Heavy traffic in wireless network
• Hardware failure

Cell outage detection aims to autonomously detect outage cells, that is, cells that are not operating properly due to possible failures. We will analyze data set and techniques available for outage detection using deep learning. We will choose the best technique to implement on data set for anomaly detection.

Project Objectives

•To identify reasons of outage in wireless network.

•To download a suitable data set for training of deep neural network.

•To choose the best deep learning technique for accurate results.

•To successfully detect an outage cell using deep learning technique.

Project Implementation Method

• We will select a suitable dataset of a cell to implement deep learning technique on it.
• The dataset collected will be pre-processed  before using it for network modeling and testing
• After obtaining results from deep learning testing, we will model it on software.

Benefits of the Project

The solution that we have proposed uses deep learning. With the evolution of technology, deep learning is being adapted worldwide.

• Deep learning has been implemented in the following:
• Robotic Process Automation (RPA).
• Virtual Assistants for Customer Support etc.

The network outage problem that a user faces will be decreased significantly. This is due to the fact that now artificial intelligence will be used to monitor the user activities.

Technical Details of Final Deliverable

The final output of our project will be that our neural netwrok will be able to classify a dataset of a region as healthy or outage. 

Final Deliverable of the Project

Software System

Core Industry

Telecommunication

Other Industries

Core Technology

Artificial Intelligence(AI)

Other Technologies

Sustainable Development Goals

Industry, Innovation and Infrastructure

Required Resources

If you need this project, please contact me on contact@adikhanofficial.com