On adaptive caching in mobile databases
SAC '97 Proceedings of the 1997 ACM symposium on Applied computing
A Formal Framework for Prefetching Based on the Type-Level Access Pattern in Object-Relational DBMSs
IEEE Transactions on Knowledge and Data Engineering
MapReduce: simplified data processing on large clusters
OSDI'04 Proceedings of the 6th conference on Symposium on Opearting Systems Design & Implementation - Volume 6
Dynamo: amazon's highly available key-value store
Proceedings of twenty-first ACM SIGOPS symposium on Operating systems principles
Collaborative software engineering on large-scale models: requirements and experience in ModelBus
Proceedings of the 2008 ACM symposium on Applied computing
Personal reflections on automation, programming culture, and model-based software engineering
Automated Software Engineering
MDE Adoption in Industry: Challenges and Success Criteria
Models in Software Engineering
Adaptive Graph Pattern Matching for Model Transformations using Model-sensitive Search Plans
Electronic Notes in Theoretical Computer Science (ENTCS)
SQL databases v. NoSQL databases
Communications of the ACM
EMFStore: a model repository for EMF models
Proceedings of the 32nd ACM/IEEE International Conference on Software Engineering - Volume 2
Model bus: towards the interoperability of modelling tools
MDAFA'03 Proceedings of the 2003 European conference on Model Driven Architecture: foundations and Applications
Model-Driven engineering in a large industrial context — motorola case study
MoDELS'05 Proceedings of the 8th international conference on Model Driven Engineering Languages and Systems
Automatic prefetching by traversal profiling in object persistence architectures
ECOOP'06 Proceedings of the 20th European conference on Object-Oriented Programming
Automated and transparent model fragmentation for persisting large models
MODELS'12 Proceedings of the 15th international conference on Model Driven Engineering Languages and Systems
Formally defining and iterating infinite models
MODELS'12 Proceedings of the 15th international conference on Model Driven Engineering Languages and Systems
Proceedings of the 1st International Workshop on Model-Driven Engineering for High Performance and CLoud computing
Comparative analysis of data persistence technologies for large-scale models
Proceedings of the 2012 Extreme Modeling Workshop
A research roadmap towards achieving scalability in model driven engineering
Proceedings of the Workshop on Scalability in Model Driven Engineering
Reference representation techniques for large models
Proceedings of the Workshop on Scalability in Model Driven Engineering
On the concurrent execution of model transformations with Linda
Proceedings of the Workshop on Scalability in Model Driven Engineering
Hawk: towards a scalable model indexing architecture
Proceedings of the Workshop on Scalability in Model Driven Engineering
EMF modeling in traffic surveillance experiments
Proceedings of the Modelling of the Physical World Workshop
Querying large models efficiently
Information and Software Technology
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Applying Model-Driven Engineering (MDE) in industrialscale systems requires managing complex models which may be very large. These models must be persisted in a scalable way that allows their manipulation by client applications without fully loading them. In this paper we propose Morsa, an approach that provides scalable access to large models through load on demand; model persistence is supported by a NoSQL database. We discuss some load on demand algorithms and database design alternatives. A prototype that integrates transparently with EMF is presented and its evaluation demonstrates that it is capable of fully loading large models with a limited amount of memory. Moreover, a benchmark has been executed, exhibiting better performance than the EMF XMI file-based persistence and the most representative model repository, CDO.