An a Priori Approach for Automatic Integration of Heterogeneous and Autonomous Databases

نویسندگان

  • Ladjel Bellatreche
  • Guy Pierra
  • Dung Nguyen Xuan
  • Hondjack Dehainsala
  • Yamine Aït Ameur
چکیده

Data integration is the process that gives users access to multiple data sources though queries against a global schema. Semantic heterogeneity has been identified as the most important and toughest problem when integrating various data sources. Several approaches were proposed to deal with this problem. These approaches can be classified using three criteria: (1) data representation which means whether data of sources will be materialized in a warehouse at the integrated system level or accessed via a mediator, (2) the sense of the mapping between global and local schemas (e.g., Global as View, Local as View) and (3) the nature of the mapping (manual, semi automatic and automatic). Mapping is manual each time when ontologies are not used to make explicit data meaning. It is semi automatic when ontology and ontology mapping are defined at integration level. In this paper, we propose a fully automatic integration process based on ontologies. It supposes that each data source contains a conceptual ontology that references a shared ontology. The mappings between a local ontology and the shared ontology is defined at database design time and also embedded in each source. This approach is implemented using PLIB-based ontologies (officially ISO 13584). It is assumed that there exists a domain ontology, but each data source may extend it by adding new concepts and properties. Therefore the shared ontology is referenced when ever it is possible. This integration approach was developed for automatic integration of component databases. It is currently prototyped in various environments including OODB, ORDB, and RDB.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Contribution of ontology-based data modeling to automatic integration of electronic catalogues within engineering databases

Developing intelligent systems to integrate numerous, autonomous and heterogeneous data sources in order to give end users an uniform query interface is a great challenging issue. The process of constructing a global schema of the integrated system is usually done manually. This is due to the presence of semantic and schematic heterogeneities among schemas of sources. In most c ses, sources do ...

متن کامل

A Versioning Management Model for Ontology-Based Data Warehouses

More and more integration systems use ontologies to solve the problem of semantic heterogeneities between autonomous databases. To automate the integration process, a number of these systems suppose the existence of a shared domain ontology a priori referenced by the local ontologies embedded in the various sources. When the shared ontology evolves over the time, the evolution may concern (i) t...

متن کامل

Object Oriented Approach for Integration of Heterogeneous Databases in a Multidatabase System and Local Schemas Modifications Propagation

One of the challenging problems in the multidatabase systems is to find the most viable solution to the problem of interoperability of distributed heterogeneous autonomous local component databases. This has resulted in the creation of a global schema over set of these local component database schemas to provide a uniform representation of local schemas. The aim of this paper is to use object-o...

متن کامل

FINDIT: A Server Based Approach to Finding Information in Large Scale Heterogeneous Databases

Finding information in large scale autonomous heterogeneous databases is an issue that has been virtually unexplored in database research. We describe a new approach for nding information in a large scale network of autonomous and heterogeneous databases. In our scheme, no a priori knowledge of the database schemas or the space of information is necessary to locate information. The system relie...

متن کامل

An Ontology Approach to Data Integration

The term “Federated Databases” refers to the data integration of distributed, autonomous and heterogeneous databases. However, a federation can also include information systems, not only databases. At integrating data, several issues must be addressed. Here, we focus on the problem of heterogeneity, more specifically on semantic heterogeneity – that is, problems rela ted to semantically equival...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2004