Samsung electronics co., ltd. (20240334203). PARAMETER OPTIMIZATION IN CELLULAR NETWORKS simplified abstract
Contents
PARAMETER OPTIMIZATION IN CELLULAR NETWORKS
Organization Name
Inventor(s)
Samuel Albert of Robbinsville NJ (US)
Jianzhong Zhang of Dallas TX (US)
PARAMETER OPTIMIZATION IN CELLULAR NETWORKS - A simplified explanation of the abstract
This abstract first appeared for US patent application 20240334203 titled 'PARAMETER OPTIMIZATION IN CELLULAR NETWORKS
Simplified Explanation:
The method described in the patent application involves dividing configuration management data for cellular network devices into different time intervals, identifying points of interest within each interval based on changes in the data, and analyzing the impact of various features on a key performance indicator through regression analysis.
- Partitioning configuration management data for cellular network devices into distinct time intervals
- Identifying temporal points of interest based on changes in the data within each interval
- Analyzing the impact of features on a target key performance indicator through regression analysis
- Averaging data samples before and after each temporal point of interest
- Determining the impact of features on the target key performance indicator
Potential Applications: This technology could be applied in the telecommunications industry for optimizing network performance and identifying key factors affecting network efficiency.
Problems Solved: This technology addresses the challenge of efficiently analyzing large sets of configuration management data for cellular network devices to improve network performance.
Benefits: The method allows for a more targeted analysis of network data, leading to improved decision-making and optimization of network performance.
Commercial Applications: Title: "Enhanced Network Performance Analysis Tool for Telecommunications Industry" This technology could be commercially used by telecommunication companies to enhance their network performance analysis capabilities, leading to improved service quality and customer satisfaction.
Prior Art: There is prior art related to regression analysis in network performance optimization and configuration management for cellular networks that could be relevant to this technology.
Frequently Updated Research: Researchers are constantly exploring new methods and technologies to optimize network performance and enhance configuration management in the telecommunications industry.
Questions about the Technology: 1. How does this method improve the efficiency of analyzing configuration management data for cellular network devices? 2. What are the key benefits of using regression analysis to determine the impact of features on network performance indicators?
Original Abstract Submitted
a method includes partitioning a set of configuration management (cm) data for one or more cellular network devices into multiple distinct time intervals. the method also includes determining one or more temporal points of interest in each time interval based on whether cm changes exist during that time interval. the method also includes, for each temporal point of interest in each time interval, identifying a first set of data samples before that temporal point of interest and a second set of data samples after that temporal point of interest, and averaging features and a target key performance indicator (kpi) in the first set of data samples and in the second set of data samples. the method also includes performing regression analysis to determine an impact of the features on the target kpi.
