Results 1 to 10 of about 16,841 (299)
A Trajectory Collaboration Based Map Matching Approach for Low-Sampling-Rate GPS Trajectories
Sensors, 2020 GPS (Global Positioning System) trajectories with low sampling rates are prevalent in many applications. However, current map matching methods do not perform well for low-sampling-rate GPS trajectories due to the large uncertainty between consecutive GPS
Wentao Bian, Ge Cui, Xin Wang
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Topological Path Planning in GPS Trajectory Data [PDF]
Sensors, 2016 This paper proposes a novel solution to the problem of computing a set of topologically inequivalent paths between two points in a space given a set of samples drawn from that space. Specifically, these paths are homotopy inequivalent where homotopy is a
Padraig Corcoran
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Traffic congestion prediction based on GPS trajectory data
International Journal of Distributed Sensor Networks, 2019 Since speed sensors are not as widely used as GPS devices, the traffic congestion level is predicted based on processed GPS trajectory data in this article. Hidden Markov model is used to match GPS trajectory data to road network and the average speed of
Shuming Sun, Juan Chen, Jian Sun
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Simplifying GPS Trajectory Data with Enhanced Spatial-Temporal Constraints
ISPRS International Journal of Geo-Information, 2017 Raw GPS trajectory data are often very large and use up excessive storage space. The efficiency and accuracy of activity patterns analysis or individual–environment interaction modeling using such data may be compromised due to data size and ...
Haizhong Qian, Yongmei Lu
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A Two-Step Clustering Approach to Extract Locations from Individual GPS Trajectory Data
ISPRS International Journal of Geo-Information, 2016 High-accuracy location identification is the basis of location awareness and location services. However, because of the influence of GPS signal loss, data drift and repeated access in the individual trajectory data, the efficiency and accuracy of ...
Zhongliang Fu +3 more
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ISPRS International Journal of Geo-Information, 2020 The requirements of location-based services have generated an increasing need for up-to-date digital road maps. However, traditional methods are expensive and time-consuming, requiring many skilled operators.
Banqiao Chen +3 more
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Histogram-based Feature Extraction for GPS Trajectory Clustering [PDF]
EAI Endorsed Transactions on Industrial Networks and Intelligent Systems, 2020 Clustering trajectories from GPS data is a crucial task for developing applications in intelligent transportation systems.Most existing approaches perform clustering on raw data consisting of series of GPS positions of moving objects overtime.
Chi Nguyen +4 more
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Automatic Generation of Road Maps from Low Quality GPS Trajectory Data via Structure Learning
IEEE Access, 2018 Up-to-date road maps are critical for intelligent transportation applications, such as car navigation and route planning. Unfortunately, conventional road map generation through surveying and image digitizing is labor intensive and time consuming ...
Jincai Huang +6 more
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GPS Trajectory Completion Using End-to-End Bidirectional Convolutional Recurrent Encoder-Decoder Architecture with Attention Mechanism [PDF]
Sensors, 2020 Asif Nawaz +2 more
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Context-aware similarity of GPS trajectories [PDF]
Journal of Location Based Services, 2020 Measuring similarity of GPS trajectories has attracted a lot of attention in recent years. As a result, multiple trajectory similarity measures have been developed and are used in a wide set of app...
Radu Mariescu-Istodor, Pasi Fränti
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