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Semantic Mediation between Loosely Coupled Information Models in Service-Oriented Architectures

Titel: Semantic Mediation between Loosely Coupled Information Models in Service-Oriented Architectures

Doktorarbeit / Dissertation , 2011 , 233 Seiten , Note: Sehr gut

Autor:in: Nils Barnickel (Autor:in)

Informatik - Wirtschaftsinformatik
Leseprobe & Details   Blick ins Buch
Zusammenfassung Leseprobe Details

The last two decades have shown a major shift from stand-alone to networked information technology (IT) systems. Consequently, the effective and efficient achievement of interoperability is a key factor to enable seamless business process chains and networks across intra- and inter-organizational boundaries. Thereby, interoperability can be understood along three dimensions: technical, semantic and organizational interoperability.

While the concept of service-oriented architectures (SOA) and widely accepted Web service standards have benefited technical interoperability in recent years substantially, managing and integrating semantic differences in heterogeneous distributed environments remains critical and cost intensive. In order to preserve the precise meaning as data is moved from one IT system to another, explicit formal information models in terms of ontologies have evolved as the concept of choice from academia to first industry adoption. However, it has been recognized that the dominant approach of developing a common, globally shared ontology as an information model standard has turned out to be limited in real world cross-domain environments. Organizational boundaries with regard to consensus degree and the complexity deriving from inherent domain-specific differences in requirements force a coexistence of independently managed but however semantic interoperable information models.

In order to address this challenge, the guiding idea of this work is to transfer the principle of loose coupling to the semantic level. In particular, the goal of this thesis is to contribute to the reduction of complexity in semantic system integration by developing an effective and efficient approach for semantic interoperability in large-scale SOA landscapes based on semantic mediation between loosely coupled information models. Moreover, this work shows how emerging semantic technologies can contribute to the instantiation of this concept exploiting their capabilities to explicitly express semantics.

The developed approach is evaluated based on a case study of an exemplary distributed organization. It is shown how the approach of semantic mediation between loosely coupled information models can be applied in practice and which benefits can be generated with regard to achieving effective and efficient semantic interoperability in large-scale SOA landscapes.

Leseprobe


Table of Contents

Chapter 1 Introduction

1.1 Background and Motivation

1.2 Overall Goals and Scope

1.3 Methodology

1.3.1 Scientific Hypothesis and its Confirmation

1.3.2 Research Questions and Technical Challenges

1.4 Outline of the Thesis

Chapter 2 Understanding the Challenge of Semantic Interoperability in SOA

2.1 Overview

2.2 Interoperability Dimensions

2.2.1 The Context of Semantic Interoperability

2.3 Semantic Interoperability

2.3.1 Terms as Representation of Meaning

2.3.2 Abstraction Levels for Representation of Meaning

2.3.3 Semantic Interoperability Gap

2.4 Service-Oriented Architecture

2.5 Framework of Semantic Interoperability in SOA

2.6 Summary and Reflection

Chapter 3 State-of-the-Art in SOA for Bridging the Semantic Interoperability Gap

3.1 Overview

3.2 Web Services

3.2.1 Definition and Concepts

3.2.2 Technologies and Standards

3.2.3 Evaluation

3.3 Semantic Web

3.3.1 Definition and Concepts

3.3.2 Technologies and Standards

3.3.3 Evaluation

3.4 Semantic Web Services

3.4.1 Definition and Concepts

3.4.2 Technologies and Standards

3.4.3 Evaluation

3.5 Semantic Information Integration in Related Areas

3.5.1 Semantic Information Integration in Database Systems

3.5.2 Semantic Information Integration in RM-ODP

3.6 Semantic Information Integration with Ontologies

3.6.1 Single Ontology Approach

3.6.2 Multiple Ontology Approach with Ontology Mapping

3.6.3 Hybrid Ontology Approach

3.7 Summary and Reflection

Chapter 4 Semantic Mediation between Loosely Coupled Information Models in SOA

4.1 Overview

4.2 Conceptual Goals and Requirements

4.3 General Idea

4.4 Limitations of Standardization for Semantic Interoperability in SOA

4.4.1 Standardization vs. Mediation

4.4.2 From Technical Standards to Semantic Standards

4.4.3 Semantic Standardization and Monolithic Information Models

4.4.4 Consensus Degree and Adequate Scope of Semantic Standards

4.5 Context Dependency of Information Models

4.5.1 Heterogeneity of Information Models

4.5.2 Model of Conception and Information Models

4.5.3 Constructive Model Relations and Information Models

4.5.4 Conclusions and Implications for Information Models

4.6 Loose Coupling on the Semantic Level

4.6.1 The Principle of Loose Coupling in Computer Science

4.6.2 Transferrable Characteristics of Loose Coupling

4.6.3 Loosely Coupled Information Models

4.6.4 Limitations in the Transfer of Loose Coupling and Open Issues

4.7 Trade-off between Effectiveness and Efficiency

4.7.1 Point-to-Point Mediation

4.7.2 Pivot Ontology based Standardization

4.7.3 Semantic Mediation on Domain Level

4.7.4 Alleviation of Trade-Off between Effectiveness and Efficiency

4.8 Semantic Bridges for Loose Coupling of Domain Ontologies

4.8.1 Generalization and Polymorphism

4.8.2 Facet Analysis Classification

4.8.3 Declarative Rule-based Entity Manipulation

4.8.4 Operation of Semantic Bridges

4.8.5 Benefits of Developed Approach for Semantic Bridges

4.9 Summary and Reflection

Chapter 5 Methodology and Functional Architecture for Semantic Mediation in SOA

5.1 Overview

5.2 Methodology Requirements and Domain-specific Considerations

5.3 Semantic Mediation Aligned to SOA Life-Cycle

5.4 Domain Ontology Development

5.4.1 Goals and Tasks

5.4.2 Existing Work

5.5 Mediated Business Process Modeling

5.5.1 Goals and Tasks

5.5.2 Functional Architecture

5.5.3 Related Work

5.6 Semantic Bridge Definition

5.6.1 Goals and Tasks

5.6.2 Existing Work

5.7 Semantic Bridge Testing

5.7.1 Goals and Tasks

5.7.2 Functional Architecture

5.7.3 Related Work

5.8 Semantic Service Enrichment

5.8.1 Goals and Tasks

5.8.2 Existing Work

5.9 Mediated Service Composition

5.9.1 Goals and Tasks

5.9.2 Functional Architecture

5.9.3 Related Work

5.10 Meditated Process Execution

5.10.1 Goals and Tasks

5.10.2 Functional Architecture

5.10.3 Related Work

5.11 Summary and Reflection

Chapter 6 Realization of Semantic Mediation Toolkit

6.1 Overview

6.2 Mediated Business Process Modeling Tool

6.2.1 System Requirements

6.2.2 Design and Realization

6.2.3 Scenario, Validation and Verification

6.3 Semantic Bridge Testing Tool

6.3.1 System Requirements

6.3.2 Design and Realization

6.3.3 Scenario, Validation and Verification

6.4 Mediated Service Composition Tool

6.4.1 System Requirements

6.4.2 Design and Realization

6.4.3 Scenario, Validation and Verification

6.5 Meditated Process Execution Tool

6.5.1 System Requirements and Challenges

6.5.2 Design and Realization

6.5.3 Scenario, Validation and Verification

6.6 Usage and Extension of the Semantic Mediation Toolkit

6.7 Summary and Reflection

Chapter 7 Evaluation and Case Study of an Exemplary Distributed Organization

7.1 Evaluation Methodology

7.2 The German Chambers of Commerce and its eGovernment Context

7.2.1 The Chambers Service Bus and Service Hub

7.2.2 The Data Conference Working Group

7.2.3 Achievements and Ongoing Challenges

7.2.4 Potential of the Semantic Mediation Approach

7.2.5 Network Effect

7.3 Coverage of Goals and Confirmation of Research Hypothesis

7.3.1 Coverage of Conceptual Goals

7.3.2 Confirmation of Research Hypothesis

7.4 Summary and Reflection

Chapter 8 Conclusion and Outlook

8.1 Summary and Main Contributions

8.2 Evolution and Outlook

Research Objectives and Thematic Focus

The primary goal of this research is to reduce the complexity of semantic system integration within large-scale Service-Oriented Architecture (SOA) landscapes. The work focuses on developing an efficient semantic mediation framework that addresses the inherent heterogeneity of independently managed information models by applying the principle of loose coupling at the semantic level.

  • Development of a conceptual framework for semantic interoperability in SOA environments.
  • Design of a semantic mediation methodology compatible with the SOA life-cycle.
  • Instantiation of the methodology through a prototypical toolkit utilizing rule-based semantic bridges.
  • Validation of the approach via a real-world case study involving the German Chambers of Commerce.
  • Evaluation of performance gains in balancing effectiveness and efficiency for distributed organizations.

Excerpt from the Book

1.1 Background and Motivation

The last two decades have shown a major shift from stand-alone to networked information technology (IT) systems. Today, networked IT systems based on the infrastructure of the World Wide Web provide the technological backbone of enterprise ecosystems enabling various business process chains and networks within and across organizational borders. Consequently, the effectiveness and efficiency of integration of independent and distributed IT systems is of great practical importance, which can already be seen by the estimation that up to 40% of companies’ IT budgets are spent on integration issues [1]. Considering historically grown and heterogeneous IT landscapes, the ability of organizations and their IT systems to work together – namely by ensuring interoperability – is the key factor for achieving seamless business processes. Consequently, cross-organizational interoperation of IT systems becomes a critical business success factor [2].

Interoperability can be understood along three dimensions: technical, semantic and organizational interoperability [3]. Although the concept of service-oriented architectures (SOA) [4] and widely accepted Web service standards [19] have benefited technical interoperability in recent years substantially, managing and integrating semantic differences in heterogeneous distributed environments remains critical and cost intensive [5]. In fact, case studies have shown that 60-80% of the resources of integration projects are spent on reconciling semantic heterogeneities [6].

To provide an example, a distributed organization such as the German Chamber of Industry and Commerce with 80 decentralized sites can be considered. The sites are operated by four different IT service providers resulting in a heterogeneous IT landscape. In order to establish organization-wide business processes, in particular existing historically grown information models of different providers need to be integrated. The semantic integration challenge further increases taking into account the various external business partners to be integrated in cross-organizational business processes.

Chapter Summaries

Chapter 1 Introduction: This chapter establishes the motivation for the thesis by highlighting the critical role of semantic interoperability in modern SOA-based business ecosystems and outlines the research objectives and methodology.

Chapter 2 Understanding the Challenge of Semantic Interoperability in SOA: This section reviews existing conceptual models of interoperability, identifies key dimensions of the problem, and defines the semantic interoperability gap within service-oriented architectures.

Chapter 3 State-of-the-Art in SOA for Bridging the Semantic Interoperability Gap: This chapter performs a comprehensive state-of-the-art analysis, evaluating traditional Web service technologies, Semantic Web standards, and various ontology-based integration approaches.

Chapter 4 Semantic Mediation between Loosely Coupled Information Models in SOA: This core chapter introduces the thesis's conceptual approach, proposing a mediation framework that utilizes semantic bridges to manage information models in a loosely coupled manner.

Chapter 5 Methodology and Functional Architecture for Semantic Mediation in SOA: This chapter details the developed methodology and functional requirements, mapping the conceptual mediation approach to the practical phases of the SOA life-cycle.

Chapter 6 Realization of Semantic Mediation Toolkit: This chapter focuses on the practical implementation, describing the construction of the prototypical toolkit and the validation of its functional components through test scenarios.

Chapter 7 Evaluation and Case Study of an Exemplary Distributed Organization: The approach is evaluated through a real-world case study of the German Chambers of Commerce, demonstrating the practical application and benefits of the developed mediation tools.

Chapter 8 Conclusion and Outlook: The thesis concludes by summarizing the main contributions and reflecting on the research hypothesis, while also discussing future directions for semantic mediation in evolving IT landscapes.

Keywords

Semantic Interoperability, Service-Oriented Architecture, SOA, Semantic Mediation, Ontology Mapping, Loose Coupling, Information Models, Web Services, Semantic Web, Business Process Modeling, Semantic Bridges, IT Integration, Knowledge Representation, Distributed Systems, eGovernment

Frequently Asked Questions

What is the core focus of this research?

The work focuses on achieving semantic interoperability within complex, large-scale Service-Oriented Architectures by proposing a mediation approach that bridges heterogeneous information models.

Which specific integration challenge is addressed?

It addresses the "semantic interoperability gap," where IT systems can technically communicate but struggle to correctly interpret the meaning of exchanged information due to disparate conceptualizations.

What is the main scientific goal?

The thesis aims to reduce the complexity of semantic integration by transferring the concept of "loose coupling" from computer science to the semantic level, enabling autonomous information model management.

Which methodology is employed?

The author uses design research, a systematic approach involving the development and evaluation of specific artifacts, including a conceptual framework, a methodology for the SOA life-cycle, and a prototypical software toolkit.

What is covered in the main body of the work?

The main body systematically analyzes existing integration approaches, develops a new mediation conceptualization, defines the functional architecture for semantic bridges, and realizes a software prototype for validation.

Which keywords define the work?

Key terms include Semantic Interoperability, Service-Oriented Architecture (SOA), Semantic Mediation, Ontology Mapping, Loose Coupling, and Semantic Web Services.

What role does the "loose coupling" concept play?

Loose coupling is used to allow information models to evolve independently while still enabling seamless data exchange through a semantic mediation layer, thus balancing effectiveness and efficiency.

How is the prototype evaluated?

The prototype is evaluated through a real-world case study focusing on the German Chambers of Commerce, where the tool is applied to facilitate cross-organizational data exchange within their SOA infrastructure.

Ende der Leseprobe aus 233 Seiten  - nach oben

Details

Titel
Semantic Mediation between Loosely Coupled Information Models in Service-Oriented Architectures
Hochschule
Technische Universität Berlin  (Fakultät IV – Elektrotechnik und Informatik)
Note
Sehr gut
Autor
Nils Barnickel (Autor:in)
Erscheinungsjahr
2011
Seiten
233
Katalognummer
V275742
ISBN (eBook)
9783656686132
ISBN (Buch)
9783656686149
Sprache
Englisch
Schlagworte
Interoperability Semantic Mediation Semantic Interoperability Service-Oriented Architecture
Produktsicherheit
GRIN Publishing GmbH
Arbeit zitieren
Nils Barnickel (Autor:in), 2011, Semantic Mediation between Loosely Coupled Information Models in Service-Oriented Architectures, München, GRIN Verlag, https://www.grin.com/document/275742
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