Effective Transmission Capacity Management Technique Using  Z-Score Outlier Normalization Algorithm

Lutfor Rahman; Md Abdur Rahman; Dr Risala Tasin Khan

Effective Transmission Capacity Management Technique Using Z-Score Outlier Normalization Algorithm

March 2024

Vol-10, Issue-2

Paper ID: 22760

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Telecommunication Engineering

Keywords

Data Science Data Analysis Transmission Capacity Data Visualization Python for EDA IP-MPLS Utilization Performance Analysis Delay Jitter & Packet Loss.

Abstract

In this surging tide of information world, it becomes the great challenge for the mobile telecommunication operators and data service providers to maintain their data transmission network with high reliability and accessibility from everywhere considering implementation and operational expenses. Hence, network and capacity expansion could play a vital role in gathering more and more customer to enrich the organizational portfolio and revenue. In the contrary, wrong or error data analysis in deciding network capacity expansion may lead to the loss or meaningless investment which directly impact on CAPEX & OPEX. So, the capacity analysis and management is a vital factor for data service providers to outreach the business prospect as well as revenue. In the process of transmission capacity management, analyzing and reporting of transmission link utilization is inevitable building blocks. Any error data or outlier could result in over or underutilization which may lead the engineers to take wrong decision thus affecting the CAPEX & OPEX of the company. In this paper, we will implement a python based automation tool using Z-Score outlier detection algorithm to calculate the average transmission link utilization.

License

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author Information

#	Name	Institute / Affiliation
1	Lutfor Rahman	Jahangirnagar University
2	Md Abdur Rahman	ZTE Corporation
3	Dr Risala Tasin Khan	Jahangirnagar University

How to Cite

Use the following formats to cite this article in your research.

APA Style

Rahman, Lutfor, Rahman, Md Abdur, & Khan, Dr Risala Tasin (2024). Effective Transmission Capacity Management Technique Using Z-Score Outlier Normalization Algorithm. International Journal of Advance Research and Innovative Ideas In Education, 10(2), 1064-1076.

MLA Style

Rahman, Lutfor, et al. "Effective Transmission Capacity Management Technique Using Z-Score Outlier Normalization Algorithm." International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 2, 2024, pp. 1064-1076.

IEEE Style

Lutfor Rahman, Md Abdur Rahman, and Dr Risala Tasin Khan, "Effective Transmission Capacity Management Technique Using Z-Score Outlier Normalization Algorithm," International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 2, pp. 1064-1076, 2024.

Vancouver Style

Rahman Lutfor, Rahman Md Abdur, Khan Dr Risala Tasin. Effective Transmission Capacity Management Technique Using Z-Score Outlier Normalization Algorithm. International Journal of Advance Research and Innovative Ideas In Education. 2024;10(2):1064-1076.

Harvard Style

Rahman, Lutfor, Rahman, Md Abdur, & Khan, Dr Risala Tasin (2024) 'Effective Transmission Capacity Management Technique Using Z-Score Outlier Normalization Algorithm', International Journal of Advance Research and Innovative Ideas In Education, 10(2), pp. 1064-1076.

Chicago Style

Rahman, Lutfor, Md Abdur Rahman, and Dr Risala Tasin Khan. "Effective Transmission Capacity Management Technique Using Z-Score Outlier Normalization Algorithm." International Journal of Advance Research and Innovative Ideas In Education 10, no. 2 (2024): 1064-1076.

Turabian Style

Rahman, Lutfor, Md Abdur Rahman, and Dr Risala Tasin Khan. "Effective Transmission Capacity Management Technique Using Z-Score Outlier Normalization Algorithm." International Journal of Advance Research and Innovative Ideas In Education 10, no. 2 (2024): 1064-1076.