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Direct Localisation using Ray-tracing and Least-Squares Support Vector Machines

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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Direct Localisation using Ray-tracing and Least-Squares Support Vector Machines. / Chitambira, Benny; Armour, Simon; Wales, Stephen; Beach, Mark.

2018 8th International Conference on Localization and GNSS (ICL-GNSS 2018): Proceedings of a meeting held 26-28 June 2018, Guimaraes, Portugal.. Institute of Electrical and Electronics Engineers (IEEE), 2018. 8440915 (INTERNATIONAL CONFERENCE ON LOCALIZATION AND GNSS. (ICL-GNSS)).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Harvard

Chitambira, B, Armour, S, Wales, S & Beach, M 2018, Direct Localisation using Ray-tracing and Least-Squares Support Vector Machines. in 2018 8th International Conference on Localization and GNSS (ICL-GNSS 2018): Proceedings of a meeting held 26-28 June 2018, Guimaraes, Portugal.., 8440915, INTERNATIONAL CONFERENCE ON LOCALIZATION AND GNSS. (ICL-GNSS), Institute of Electrical and Electronics Engineers (IEEE), 8th International Conference on Localization and GNSS: Seamless Indoor-Outdoor Localization, ICL-GNSS 2018, Guimaraes, Portugal, 26/06/18. https://doi.org/10.1109/ICL-GNSS.2018.8440915

APA

Chitambira, B., Armour, S., Wales, S., & Beach, M. (2018). Direct Localisation using Ray-tracing and Least-Squares Support Vector Machines. In 2018 8th International Conference on Localization and GNSS (ICL-GNSS 2018): Proceedings of a meeting held 26-28 June 2018, Guimaraes, Portugal. [8440915] (INTERNATIONAL CONFERENCE ON LOCALIZATION AND GNSS. (ICL-GNSS)). Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/ICL-GNSS.2018.8440915

Vancouver

Chitambira B, Armour S, Wales S, Beach M. Direct Localisation using Ray-tracing and Least-Squares Support Vector Machines. In 2018 8th International Conference on Localization and GNSS (ICL-GNSS 2018): Proceedings of a meeting held 26-28 June 2018, Guimaraes, Portugal.. Institute of Electrical and Electronics Engineers (IEEE). 2018. 8440915. (INTERNATIONAL CONFERENCE ON LOCALIZATION AND GNSS. (ICL-GNSS)). https://doi.org/10.1109/ICL-GNSS.2018.8440915

Author

Chitambira, Benny ; Armour, Simon ; Wales, Stephen ; Beach, Mark. / Direct Localisation using Ray-tracing and Least-Squares Support Vector Machines. 2018 8th International Conference on Localization and GNSS (ICL-GNSS 2018): Proceedings of a meeting held 26-28 June 2018, Guimaraes, Portugal.. Institute of Electrical and Electronics Engineers (IEEE), 2018. (INTERNATIONAL CONFERENCE ON LOCALIZATION AND GNSS. (ICL-GNSS)).

Bibtex

@inproceedings{894dbdfd7d534f17855fd2aa7830f80c,
title = "Direct Localisation using Ray-tracing and Least-Squares Support Vector Machines",
abstract = "This paper evaluates a novel scheme for direct 2D localization that employs least-squares support vector machines, using ray-tracing data. The scheme does not require non-line-of-sight identification or mitigation, which means it can be applied under any conditions. The approach requires perfect knowledge of base-station positions and the ray-tracing data is location specific. This approach shows that when an outage probability of twenty percent is considered, the mobile's location can be determined to within 15m of accuracy in a dense urban environment. Usage and application contexts for this approach are also provided.",
keywords = "localisation, positioning, support vector machines",
author = "Benny Chitambira and Simon Armour and Stephen Wales and Mark Beach",
year = "2018",
month = "8",
day = "23",
doi = "10.1109/ICL-GNSS.2018.8440915",
language = "English",
isbn = "9781538669853",
series = "INTERNATIONAL CONFERENCE ON LOCALIZATION AND GNSS. (ICL-GNSS)",
publisher = "Institute of Electrical and Electronics Engineers (IEEE)",
booktitle = "2018 8th International Conference on Localization and GNSS (ICL-GNSS 2018)",
address = "United States",

}

RIS - suitable for import to EndNote

TY - GEN

T1 - Direct Localisation using Ray-tracing and Least-Squares Support Vector Machines

AU - Chitambira, Benny

AU - Armour, Simon

AU - Wales, Stephen

AU - Beach, Mark

PY - 2018/8/23

Y1 - 2018/8/23

N2 - This paper evaluates a novel scheme for direct 2D localization that employs least-squares support vector machines, using ray-tracing data. The scheme does not require non-line-of-sight identification or mitigation, which means it can be applied under any conditions. The approach requires perfect knowledge of base-station positions and the ray-tracing data is location specific. This approach shows that when an outage probability of twenty percent is considered, the mobile's location can be determined to within 15m of accuracy in a dense urban environment. Usage and application contexts for this approach are also provided.

AB - This paper evaluates a novel scheme for direct 2D localization that employs least-squares support vector machines, using ray-tracing data. The scheme does not require non-line-of-sight identification or mitigation, which means it can be applied under any conditions. The approach requires perfect knowledge of base-station positions and the ray-tracing data is location specific. This approach shows that when an outage probability of twenty percent is considered, the mobile's location can be determined to within 15m of accuracy in a dense urban environment. Usage and application contexts for this approach are also provided.

KW - localisation

KW - positioning

KW - support vector machines

UR - http://www.scopus.com/inward/record.url?scp=85053402648&partnerID=8YFLogxK

UR - http://toc.proceedings.com/40518webtoc.pdf

U2 - 10.1109/ICL-GNSS.2018.8440915

DO - 10.1109/ICL-GNSS.2018.8440915

M3 - Conference contribution

AN - SCOPUS:85053402648

SN - 9781538669853

T3 - INTERNATIONAL CONFERENCE ON LOCALIZATION AND GNSS. (ICL-GNSS)

BT - 2018 8th International Conference on Localization and GNSS (ICL-GNSS 2018)

PB - Institute of Electrical and Electronics Engineers (IEEE)

ER -