Indexing the positions of continuously moving objects
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
A Framework for Generating Network-Based Moving Objects
Geoinformatica
On the Generation of Spatiotemporal Datasets
SSD '99 Proceedings of the 6th International Symposium on Advances in Spatial Databases
Generating Network-Based Moving Objects
SSDBM '00 Proceedings of the 12th International Conference on Scientific and Statistical Database Management
Learning transportation mode from raw gps data for geographic applications on the web
Proceedings of the 17th international conference on World Wide Web
A benchmark for evaluating moving object indexes
Proceedings of the VLDB Endowment
Computing isochrones in multi-modal, schedule-based transport networks
Proceedings of the 16th ACM SIGSPATIAL international conference on Advances in geographic information systems
A data model for trip planning in multimodal transportation systems
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Indexing the Trajectories of Moving Objects in Symbolic Indoor Space
SSTD '09 Proceedings of the 11th International Symposium on Advances in Spatial and Temporal Databases
Understanding transportation modes based on GPS data for web applications
ACM Transactions on the Web (TWEB)
BerlinMOD: a benchmark for moving object databases
The VLDB Journal — The International Journal on Very Large Data Bases
Using mobile phones to determine transportation modes
ACM Transactions on Sensor Networks (TOSN)
Probabilistic threshold k nearest neighbor queries over moving objects in symbolic indoor space
Proceedings of the 13th International Conference on Extending Database Technology
Transportation mode detection using mobile phones and GIS information
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
MDM '12 Proceedings of the 2012 IEEE 13th International Conference on Mobile Data Management (mdm 2012)
A generic data model for moving objects
Geoinformatica
MNTG: an extensible web-based traffic generator
SSTD'13 Proceedings of the 13th international conference on Advances in Spatial and Temporal Databases
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In this paper, we introduce a benchmark called GMOBench that aims to evaluate the performance of a database system managing moving objects in different environments. In real life, people's movement can cover several environments rather than one, for example, Indoor → Walk → Bus. Consequently, the complete trip needs to be managed by a database system in order to support novel queries. Since existing methods are limited to one environment, new technologies are developed in a database system that is able to manage generic moving objects. A meaningful analysis and evaluation of such a system necessitates a comprehensive benchmark. GMOBench is settled in a realistic scenario which comprises (1) a data generator with the capability of creating a scalable set of trips representing the complete movement of humans (both indoor and outdoor); (2) a set of carefully designed and benchmark queries. We create the benchmark data in such a way that the dataset can mirror important characteristics and real world distributions of human mobility. We perform an extensive experimental study on comprehensive datasets to evaluate the performance of the system. The results demonstrate the effectiveness and efficiency of our approaches.