The SEQUOIA 2000 storage benchmark
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Second-order signature: a tool for specifying data models, query processing, and optimization
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Fast subsequence matching in time-series databases
SIGMOD '94 Proceedings of the 1994 ACM SIGMOD international conference on Management of data
SIGMOD '95 Proceedings of the 1995 ACM SIGMOD international conference on Management of data
Updating and Querying Databases that Track Mobile Units
Distributed and Parallel Databases - Special issue on mobile data management and applications
Influence sets based on reverse nearest neighbor queries
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
A data model and data structures for moving objects databases
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
A foundation for representing and querying moving objects
ACM Transactions on Database Systems (TODS)
Oporto: A Realistic Scenario Generator for Moving Objects
Geoinformatica
A Framework for Generating Network-Based Moving Objects
Geoinformatica
On the Generation of Time-Evolving Regional Data
Geoinformatica
Cost and Imprecision in Modeling the Position of Moving Objects
ICDE '98 Proceedings of the Fourteenth International Conference on Data Engineering
Plug and Play with Query Algebras: SECONDO-A Generic DBMS Development Environment
IDEAS '00 Proceedings of the 2000 International Symposium on Database Engineering & Applications
Nearest Neighbor and Reverse Nearest Neighbor Queries for Moving Objects
IDEAS '02 Proceedings of the 2002 International Symposium on Database Engineering & Applications
Moving Objects Databases: Issues and Solutions
SSDBM '98 Proceedings of the 10th International Conference on Scientific and Statistical Database Management
On the Generation of Spatiotemporal Datasets
SSD '99 Proceedings of the 6th International Symposium on Advances in Spatial Databases
K-Nearest Neighbor Search for Moving Query Point
SSTD '01 Proceedings of the 7th International Symposium on Advances in Spatial and Temporal Databases
A Spatiotemporal Model and Language for Moving Objects on Road Networks
SSTD '01 Proceedings of the 7th International Symposium on Advances in Spatial and Temporal Databases
DynaMark: A Benchmark for Dynamic Spatial Indexing
MDM '03 Proceedings of the 4th International Conference on Mobile Data Management
High dimensional reverse nearest neighbor queries
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
A Generic Algorithmic Framework for Aggregation of Spatio-Temporal Data
SSDBM '04 Proceedings of the 16th International Conference on Scientific and Statistical Database Management
Managing Moving Objects on Dynamic Transportation Networks
SSDBM '04 Proceedings of the 16th International Conference on Scientific and Statistical Database Management
Benchmarking access methods for time-evolving regional data
Data & Knowledge Engineering
Indexing the Trajectories of Moving Objects in Networks*
Geoinformatica
SECONDO: An Extensible DBMS Platform for Research Prototyping and Teaching
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
A generic framework for monitoring continuous spatial queries over moving objects
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Conceptual partitioning: an efficient method for continuous nearest neighbor monitoring
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Aggregate nearest neighbor queries in spatial databases
ACM Transactions on Database Systems (TODS)
Synthetic generation of cellular network positioning data
Proceedings of the 13th annual ACM international workshop on Geographic information systems
Effective Density Queries on ContinuouslyMoving Objects
ICDE '06 Proceedings of the 22nd International Conference on Data Engineering
Boosting location-based services with a moving object database engine
MobiDE '06 Proceedings of the 5th ACM international workshop on Data engineering for wireless and mobile access
Modeling and querying moving objects in networks
The VLDB Journal — The International Journal on Very Large Data Bases
SIREN: a similarity retrieval engine for complex data
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
ST--ACTS: a spatio-temporal activity simulator
GIS '06 Proceedings of the 14th annual ACM international symposium on Advances in geographic information systems
Continuous Nearest Neighbor Queries over Sliding Windows
IEEE Transactions on Knowledge and Data Engineering
Multiple Entry Indexing and Double Indexing
IDEAS '07 Proceedings of the 11th International Database Engineering and Applications Symposium
Efficient k-nearest-neighbor search algorthims for historical moving object trajectories
Journal of Computer Science and Technology
Reverse kNN search in arbitrary dimensionality
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
HERMES: aggregative LBS via a trajectory DB engine
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
The COST benchmark—comparison and evaluation of spatio-temporal indexes
DASFAA'06 Proceedings of the 11th international conference on Database Systems for Advanced Applications
Nearest Neighbor Search on Moving Object Trajectories in Secondo
SSTD '09 Proceedings of the 11th International Symposium on Advances in Spatial and Temporal Databases
Generating synthetic meta-data for georeferenced video management
Proceedings of the 18th SIGSPATIAL International Conference on Advances in Geographic Information Systems
Efficient k-nearest neighbor search on moving object trajectories
The VLDB Journal — The International Journal on Very Large Data Bases
Developing an oracle-based spatio-temporal information management system
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications
STOC: extending oracle to support spatiotemporal data management
APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
Spatiotemporal pattern queries
Geoinformatica
The design of a benchmark for geo-stream management systems
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
U2SOD-DB: a database system to manage large-scale ubiquitous urban sensing origin-destination data
Proceedings of the ACM SIGKDD International Workshop on Urban Computing
Spatial queries with two kNN predicates
Proceedings of the VLDB Endowment
U2STRA: high-performance data management of ubiquitous urban sensing trajectories on GPGPUs
Proceedings of the 2012 ACM workshop on City data management workshop
GMOBench: a benchmark for generic moving objects
Proceedings of the 20th International Conference on Advances in Geographic Information Systems
Continuous aggregate nearest neighbor queries
Geoinformatica
Motif discovery in spatial trajectories using grammar inference
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
MNTG: an extensible web-based traffic generator
SSTD'13 Proceedings of the 13th international conference on Advances in Spatial and Temporal Databases
P2EST: parallelization philosophies for evaluating spatio-temporal queries
Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Analytics for Big Geospatial Data
An experimental analysis of iterated spatial joins in main memory
Proceedings of the VLDB Endowment
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This document presents a method to design scalable and representative moving object data (MOD) and two sets of queries for benchmarking spatio-temporal DBMS. Instead of programming a dedicated generator software, we use the existing Secondo DBMS to create benchmark data. The benchmark is based on a simulation scenario, where the positions of a sample of vehicles are observed for an arbitrary period of time within the street network of Berlin. We demonstrate the data generator's extensibility by showing how to achieve more natural movement generation patterns, and how to disturb the vehicles' positions to create noisy data. As an application and for reference, we also present first benchmarking results for the Secondo DBMS. Whereas the benchmark focuses on range queries, we demonstrate its ability to incorporate new future classes of queries by presenting a preliminary extension handling various nearest neighbour queries. Such a benchmark is useful in several ways: It provides well-defined data sets and queries for experimental evaluations; it simplifies experimental repeatability; it emphasizes the development of complete systems; it points out weaknesses in existing systems motivating further research. Moreover, the BerlinMOD benchmark allows one to compare different representations of the same moving objects.