18148365. AUTOMATING CONFIGURATION MANAGEMENT IN CELLULAR NETWORKS simplified abstract (SAMSUNG ELECTRONICS CO., LTD.)
AUTOMATING CONFIGURATION MANAGEMENT IN CELLULAR NETWORKS
Organization Name
Inventor(s)
Mehmet N. Kurt of New York NY (US)
Samuel Albert of Robbinsville NJ (US)
Russell Ford of San Jose CA (US)
Semih Yagli of Jersey City NJ (US)
Jianzhong Zhang of Dallas TX (US)
AUTOMATING CONFIGURATION MANAGEMENT IN CELLULAR NETWORKS - A simplified explanation of the abstract
This abstract first appeared for US patent application 18148365 titled 'AUTOMATING CONFIGURATION MANAGEMENT IN CELLULAR NETWORKS
Simplified Explanation
The patent application describes methods and apparatuses for automating configuration management in cellular networks. It involves training a regression model based on historical samples to predict key performance indicators (KPIs) in order to capture parameter impacts.
- Training a regression model based on historical samples
- Predicting target KPIs using the regression model
- Automating configuration management in cellular networks
Key Features and Innovation
- Training a regression model using historical samples
- Predicting target KPIs to capture parameter impacts
- Automating configuration management in cellular networks
Potential Applications
The technology can be applied in the telecommunications industry to automate configuration management in cellular networks, improving efficiency and performance.
Problems Solved
The technology addresses the need for automated configuration management in cellular networks, reducing manual intervention and optimizing network performance.
Benefits
- Improved efficiency in configuration management
- Enhanced network performance
- Reduction in manual intervention
Commercial Applications
Automated configuration management in cellular networks can benefit telecommunication companies by streamlining operations, improving network performance, and reducing manual errors.
Questions about the Technology
How does the regression model training process work in automating configuration management?
The regression model is trained using historical samples to predict target KPIs, capturing parameter impacts in cellular networks.
What are the potential benefits of automating configuration management in cellular networks?
Automating configuration management can lead to improved efficiency, enhanced network performance, and reduced manual intervention in telecommunications operations.
Original Abstract Submitted
Methods and apparatuses for automating configuration management in cellular networks. A method of a UE comprises: training, based on historical samples, a regression model y using samples obtained from a set of parameters, wherein the regression model y comprises a function of a first term X and a second term h; and predicting, based on the regression model y, a target KPI to capture parameter impacts corresponding to the second term h.