Microsegmenting: An Approach for Precise Distance Calculation for GPS Based Its Applications

Biswas, A and Pilla, G and Tamma, Bheemarjuna Reddy (2013) Microsegmenting: An Approach for Precise Distance Calculation for GPS Based Its Applications. In: IEEE Recent Advances in Intelligent Computational Systems, RAICS 2013, 19-21 December 2013, Trivandrum, Kerala; India.

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Abstract

Onroad distance calculation between two geographical points is an integral part of various Global Positioning System (GPS) based Intelligent Transportation Systems (ITS) applications. We have found that mere calculating the distance between two geographical points without giving importance to geographical information of the road, such as curves can lead to under estimation of the distance calculated, cause of which we refer to as the " Displacement problem ". In this paper, we propose the methodology of Microsegmenting to overcome the Displacement Problem. To validate the proposed method and to quantify improvement over the existing technique of distance calculation we conduct experiments using real-world GPS traces from cities: Hyderabad, India and Chicago, USA. The experimental results show a significant improvement in distance estimation over existing technique. The significance of the improvement can be visualized by the fact that, theoretically this improvement in distance calculation can improve the travel time prediction, an important ITS applications, by an average of 22 seconds (approx.) between each pair of traces

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IITH Creators:
IITH CreatorsORCiD
Tamma, Bheemarjuna ReddyUNSPECIFIED
Item Type: Conference or Workshop Item (Paper)
Uncontrolled Keywords: Global Positioning System, distance measurement, intelligent transportation systems
Subjects: Computer science > Big Data Analytics
Divisions: Department of Computer Science & Engineering
Depositing User: Team Library
Date Deposited: 21 Nov 2014 04:56
Last Modified: 29 Aug 2017 11:44
URI: http://raiithold.iith.ac.in/id/eprint/895
Publisher URL: http://dx.doi.org/10.1109/RAICS.2013.6745496
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