Academic Journal

A FLEXIBLE TRAJECTORY COMPRESSION ALGORITHM FOR MULTI-MODAL TRANSPORTATION.

التفاصيل البيبلوغرافية
العنوان: A FLEXIBLE TRAJECTORY COMPRESSION ALGORITHM FOR MULTI-MODAL TRANSPORTATION.
المؤلفون: Mirvahabi, S. S., Ali Abbaspour, R., Claramunt, C.
المصدر: ISPRS Annals of Photogrammetry, Remote Sensing & Spatial Information Sciences; 2022/2023, Vol. 10 Issue 4/W1, p501-508, 8p
مصطلحات موضوعية: SMART devices, ALGORITHMS, SEMANTICS
مستخلص: Continuous progress in navigation, sensor-based, and GPS technologies have made smart devices essential to our daily lives and many location-based applications. However, the trajectory datasets generated by these applications require the management of large data volumes while preserving their main properties and semantics. One of the most popular methods for compressing trajectory data offline is the Douglas–Peucker (DP) algorithm, but its principles should be applied to a diverse range of contexts when considering real-time trajectory data. This paper introduces a Flexible Douglas-Peucker algorithm (FDP) that takes into account the data's diversity, underlying properties, and semantics. The proposed framework is applied to the Geolife benchmark dataset with a series of different thresholds that reflects different contexts and constraints when performing a trajectory compression process. The results show that the proposed algorithm achieves a significant compression rate while preserving trajectory data points that have a semantic role concerning different modes of transportation. [ABSTRACT FROM AUTHOR]
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قاعدة البيانات: Complementary Index
الوصف
تدمد:21949042
DOI:10.5194/isprs-annals-X-4-W1-2022-501-2023