Can you hear me now? A call detail record based end-to-end diagnostics system for mobile networks

Anssi Tauriainen

doi:10.23919/CNSM46954.2019.9012749

Can you hear me now? A call detail record based end-to-end diagnostics system for mobile networks

Anssi Tauriainen^*

^*Corresponding author for this work

School services, SCI

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Abstract

Automation of mobile network fault diagnostics and troubleshooting is critical for successful transformation to new network technologies such as 5G and core Network Function Virtualization (NFV). This paper presents a decision tree-based call detail record (CDR) labeling process, which is used to construct an automated end-to-end diagnostics system for mobile network faults. The presented diagnostics system will enable the utilization of automated troubleshooting systems, and the execution of automated corrective actions in third party systems such as Self-Organizing Network (SON) and NFV domain orchestrator.

Original language	English
Title of host publication	15th International Conference on Network and Service Management, CNSM 2019
Editors	Hanan Lutfiyya, Yixin Diao, Nur Zincir-Heywood, Remi Badonnel, Edmundo Madeira
Publisher	IEEE
Number of pages	7
ISBN (Electronic)	9783903176249
DOIs	https://doi.org/10.23919/CNSM46954.2019.9012749
Publication status	Published - Oct 2019
MoE publication type	A4 Article in a conference publication
Event	International Conference on Network and Service Management - Halifax, Canada Duration: 21 Oct 2019 → 25 Oct 2019 Conference number: 15

Conference

Conference	International Conference on Network and Service Management
Abbreviated title	CNSM
Country	Canada
City	Halifax
Period	21/10/2019 → 25/10/2019

Keywords

automated end-to-end diagnostics
call detail record
decision tree
machine learning
Mobile network monitoring
service assurance

Access to Document

10.23919/CNSM46954.2019.9012749

Link to publication in Scopus

Fingerprint Dive into the research topics of 'Can you hear me now? A call detail record based end-to-end diagnostics system for mobile networks'. Together they form a unique fingerprint.

Cite this

@inproceedings{84b2c2cbbc5e4fa9b1f41664836f1762,

title = "Can you hear me now? A call detail record based end-to-end diagnostics system for mobile networks",

abstract = "Automation of mobile network fault diagnostics and troubleshooting is critical for successful transformation to new network technologies such as 5G and core Network Function Virtualization (NFV). This paper presents a decision tree-based call detail record (CDR) labeling process, which is used to construct an automated end-to-end diagnostics system for mobile network faults. The presented diagnostics system will enable the utilization of automated troubleshooting systems, and the execution of automated corrective actions in third party systems such as Self-Organizing Network (SON) and NFV domain orchestrator.",

keywords = "automated end-to-end diagnostics, call detail record, decision tree, machine learning, Mobile network monitoring, service assurance",

author = "Anssi Tauriainen",

year = "2019",

month = oct,

doi = "10.23919/CNSM46954.2019.9012749",

language = "English",

editor = "Hanan Lutfiyya and Yixin Diao and Nur Zincir-Heywood and Remi Badonnel and Edmundo Madeira",

booktitle = "15th International Conference on Network and Service Management, CNSM 2019",

publisher = "IEEE",

address = "United States",

note = "International Conference on Network and Service Management, CNSM ; Conference date: 21-10-2019 Through 25-10-2019",

}

Tauriainen, A 2019, Can you hear me now? A call detail record based end-to-end diagnostics system for mobile networks. in H Lutfiyya, Y Diao, N Zincir-Heywood, R Badonnel & E Madeira (eds), 15th International Conference on Network and Service Management, CNSM 2019., 9012749, IEEE, International Conference on Network and Service Management, Halifax, Canada, 21/10/2019. https://doi.org/10.23919/CNSM46954.2019.9012749

Can you hear me now? A call detail record based end-to-end diagnostics system for mobile networks. / Tauriainen, Anssi.

15th International Conference on Network and Service Management, CNSM 2019. ed. / Hanan Lutfiyya; Yixin Diao; Nur Zincir-Heywood; Remi Badonnel; Edmundo Madeira. IEEE, 2019. 9012749.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

TY - GEN

T1 - Can you hear me now? A call detail record based end-to-end diagnostics system for mobile networks

AU - Tauriainen, Anssi

N1 - Conference code: 15

PY - 2019/10

Y1 - 2019/10

N2 - Automation of mobile network fault diagnostics and troubleshooting is critical for successful transformation to new network technologies such as 5G and core Network Function Virtualization (NFV). This paper presents a decision tree-based call detail record (CDR) labeling process, which is used to construct an automated end-to-end diagnostics system for mobile network faults. The presented diagnostics system will enable the utilization of automated troubleshooting systems, and the execution of automated corrective actions in third party systems such as Self-Organizing Network (SON) and NFV domain orchestrator.

AB - Automation of mobile network fault diagnostics and troubleshooting is critical for successful transformation to new network technologies such as 5G and core Network Function Virtualization (NFV). This paper presents a decision tree-based call detail record (CDR) labeling process, which is used to construct an automated end-to-end diagnostics system for mobile network faults. The presented diagnostics system will enable the utilization of automated troubleshooting systems, and the execution of automated corrective actions in third party systems such as Self-Organizing Network (SON) and NFV domain orchestrator.

KW - automated end-to-end diagnostics

KW - call detail record

KW - decision tree

KW - machine learning

KW - Mobile network monitoring

KW - service assurance

UR - http://www.scopus.com/inward/record.url?scp=85081956682&partnerID=8YFLogxK

U2 - 10.23919/CNSM46954.2019.9012749

DO - 10.23919/CNSM46954.2019.9012749

M3 - Conference contribution

AN - SCOPUS:85081956682

BT - 15th International Conference on Network and Service Management, CNSM 2019

A2 - Lutfiyya, Hanan

A2 - Diao, Yixin

A2 - Zincir-Heywood, Nur

A2 - Badonnel, Remi

A2 - Madeira, Edmundo

PB - IEEE

T2 - International Conference on Network and Service Management

Y2 - 21 October 2019 through 25 October 2019

ER -