Luleå University of Technology
Department of Business Administration, Technology and Social Sciences
This paper presents a comparison of two previous and separate efforts to develop an ontology in the engineering design domain, together with an ontology proposal from which ontologies for a specific application may be derived. The... more
This paper presents a comparison of two previous and separate efforts to develop an ontology in the engineering design domain, together with an ontology proposal from which ontologies for a specific application may be derived. The research contrasts an empirical, user-centered approach to developing ontology - the Engineering Design Integrated Taxonomies (EDIT), with a theoretical approach in which concepts and relations are elicited from engineering design theories - the Design Ontology (DO). The limitations and advantages of each approach are discussed. The research methodology adopted is to map the ontology through examining each of the concepts and relations contained within each of the ontologies DO and EDIT with respect to the other. The comparison process results in an examination of both ontologies, with a few changes resulting from this. The importance of the two different approaches, one that is theoretically sound and another that is applicable, is recognized and argued. Finally, the merged ontology for engineering design is proposed as a template ontology that can be tailored by researchers and practitioners for a specific context.
The article presents the research of the nature, building and practical role of a Design Ontology as a potential framework for the more efficient product development (PD) data-, information- and knowledge- description, -explanation,... more
The article presents the research of the nature, building and practical role of a Design Ontology as a potential framework for the more efficient product development (PD) data-, information- and knowledge- description, -explanation, -understanding and -reusing. In the methodology for development of the ontology two steps could be identified: empirical research and computer implementation. Empirical research has included domain documentation analysis (Genetic Design Model System, Mortensen 1999), identification of the key concepts and relations between them, and categorisation of the concepts and relations into taxonomies. As an epistemological foundation for the concepts formalisation, The Suggested Upper Merged Ontology (SUMO) proposed by IEEE, was reused. As the result of the previously described process, the ontology content has been categorised into six main subcategories divided between physical and abstract world. As a next step the computer thesaurus has been created. Using the thesauri, the knowledge evolved during the PD has been described, and the set of the created concepts and relations instances has been used for the ontology model consistency checking and refinement. The Design Ontology was evaluated through test product examples and based on this evaluation and proposed implementation framework further research steps are proposed.
This paper proposes a Behaviour Prediction Framework with an objective to help designers tackling the problem of uncertainty emerging from system architecture and the effects of the uncertain operating conditions. The proposed framework... more
This paper proposes a Behaviour Prediction Framework with an objective to help designers tackling the problem of uncertainty emerging from system architecture and the effects of the uncertain operating conditions. The proposed framework combines structural and dynamic system model. The Design Structure Matrix is applied to model structural arrangements and dependencies between the subsystems. The Model Predictive Control is applied to model the system in discrete and continuous dynamic domains. As the result of the proposed framework, stability analysis of subsystems in interaction become possible and feedback on system architecture could be provided. To test validity of the proposed approach, the test case involving climate chamber with heat regeneration is presented.
Paper presents a genetic algorithm based approach for synthesis of truss structure designs. Genotype represented as a collection of binary encoded nodes is decoded into the phenotype by applying the NodeSort algorithm. A genotype... more
Paper presents a genetic algorithm based approach for synthesis of truss structure designs. Genotype represented as a collection of binary encoded nodes is decoded into the phenotype by applying the NodeSort algorithm. A genotype extension to consider a cross-section as variable and variable length chromosomes to produce designs to successfully meet the boundary conditions are all being incorporated into the NodeSort to provide an efficient truss structures synthesis framework. The introduction of multi-objective optimisation using NSGA-II will help to address more real life engineering problems.
The Design Ontology project has started with the recognition of the "design-as-a-product" ontology as a main presumption for the successful knowledge management and exchange among different participants in product development process.... more
The Design Ontology project has started with the recognition of the "design-as-a-product" ontology as a main presumption for the successful knowledge management and exchange among different participants in product development process. Therefore, in building a general design(as a product) ontology, the domain description vocabulary focused upon understanding engineering design theory, has been defined as a desired research result, representing the research aim and constraining the research project. The Design Ontology building process was conducted in six stages following the EDIT [Ahmed] methodology. Empirical research has included domain documentation analysis (theoretical models, industrial reports,and software documentation), identification of the key concepts and relations between them, and classification of the concepts and relations into taxonomies. The existing achievements in developing of the Genetic Design Model System (Mortensen, Andreasen) have been selected as a main theoretical background. After extraction of the vocabulary entities, the main concepts has been characterized and formally defined accordingly to the SUMO (Suggest Upper Merged Ontology - by IEEE) proposal. Categorization of the relations that exist between the concepts based upon their logical properties of symmetry, reflexivity, and transitivity was the next step of the research. The ontology has been evaluated based upon coder reliability, which takes into consideration the agreement of the relevant experts in the researched field and subtract the percentage of the agreement that can be expected from chance. In the final step of the research, a computer thesaurus has been created using the Ontoprise (www.ontoprise.de) ontology development environment. Using the thesauri, the knowledge evolvedduring the product development case studies was described, and the set of instances created were used forthe ontology model to check consistency and for refinement.
- by Mario Storga
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Ontology may take a variety of forms, but it will necessarily include a vocabulary of terms and some specification of their meaning in domain of discourse. This includes definitions and an indication of how concepts are inter-related... more
Ontology may take a variety of forms, but it will necessarily include a vocabulary of terms and some specification of their meaning in domain of discourse. This includes definitions and an indication of how concepts are inter-related which collectively impose a structure on the domain and constrain the possible interpretations of terms. Domain ontologies are aimed to capture consensual data, information and knowledge in a generic and formal way, so that they can be reused and shared across different applications and by different persons. In the engineering design area, the motivation for building ontologies is the integration of the models in different sub domains of the development process into a coherent framework. This arises from needs in the business process reengineering (where we need an integrated knowledge model of the enterprise and its processes, organisations, goals, and customers), in distributed design among multicultural teams (where different participants need to communicate and solve problems), and in concurrent engineering and design. Several research groups have emphasised the importance of a sharable ontology for systematic exchange and management of the engineering knowledge in the engineering design field, focusing on taxonomy of concepts for design, ontology of generic design activities, ontology-based systematization of functional knowledge, formal description of the process of designing.
- by Mario Storga
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In addition to information quality, every step of the information life cycle need to be accounted for with reasons so that human can trace back the whole information life cycle and review it if needed. Since the information generated and... more
In addition to information quality, every step of the information life cycle need to be accounted for with reasons so that human can trace back the whole information life cycle and review it if needed. Since the information generated and reused by knowledge management process will be highly summarized, credibility of information will not be established without such tracing facility (IBM 1997)”. Related to this, one of the challenges associated with the shift in contemporary product development paradigm is that the provision of effective through-life product support requires that engineering design information (EDI) has to remain traceable (accessible, understandable and reusable),throughout the decades that a product remains in service. The biggest obstacle to traceability achievement is current practice of insufficient EDI context capturing and documentation, together with an inadequate support to the tracing of reasons behind the EDI development. Therefore, the research objective of this project is to establish a framework for traceability of EDI development within the new and evolving paradigm of the long and total product-service life cycle. The two aims has been set for the research: (1) to develop tools, methods, and associated theoretical foundations for understanding and supporting the traceability of EDI development; and (2) to investigate the dynamics of the EDI development throughout the product life cycle in order to provide environment in which the traceability tools and methods can be made operational and effective.
- by Mario Storga
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The purpose of the workshops series was to demonstrate impact criteria to our success as researcher. In this particular talk, definition and assessment of research impact as is measured internationally (in Croatia) were presented. In a... more
The purpose of the workshops series was to demonstrate impact criteria to our success as researcher. In this particular talk, definition and assessment of research impact as is measured internationally (in Croatia) were presented. In a talk, the current framework for PhD studies in Croatia was explained and scientific advancement as well as success measurement criteria were described. In addition research infrastructure and funding mechanism were discussed.
- by Mario Storga
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The framework for engineering information development traceability by discussing the traceability records implementation within engineering environment was presented in this talk. The four key processes in the product development practice... more
The framework for engineering information development traceability by discussing the traceability records implementation within engineering environment was presented in this talk. The four key processes in the product development practice (requirement-, change-, characteristic-, and decision management) have been explained in more details as a basis for the development of the traceability implementation framework. Implementation architecture for the prototype traceability system was presented and usability of the solutions discussed based on results of the the case study in automotive industry.
- by Mario Storga
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The engineering information has a central role in product development: it describes and documents the constitution and behaviour of the product; it drives the product development process and is the object of verification and validation... more
The engineering information has a central role in product development: it describes and documents the constitution and behaviour of the product; it drives the product development process and is the object of verification and validation procedures. With the current emphasis being on companies to supply products and provide support services throughout the product lifetime, the realisation is that the engineering information being lost can aid in both the product life cycle support and also the development of new products. The TRENIN project objective was to establish a framework for traceability of engineering information evolution within the new and evolving paradigm of the long and total product-service life cycle. To achieve this objective, two particular key aims have been achieved: to establish theoretical foundations and develop tools and methods for understanding and supporting the traceability of engineering information evolution; to investigate the dynamics of the engineering information evolution throughout the product life cycle in order to provide environment in which the traceability tools and methods can be made operational and effective in industrial context. The project was built on the state of the art developments in the exploration of principles for engineering information management. It incorporated development of the engineering information objects, sources, stakeholders, decisions and rationale, as well as time dimension into engineering information evolution space and extend in such way the state of the art methods and tools. The traceability methodology and prototype framework that integrates all the dimensions were developed and evaluated for the industrial cases. Visualisation tool for the information evolution has been additionally provided.
- by Mario Storga
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Modern organizations use information fragments stored in a variety of information sources both internal and external to be able to make the needed decisions. It is important to be able to seamless link and trace information fragments... more
Modern organizations use information fragments stored in a variety of information sources both internal and external to be able to make the needed decisions. It is important to be able to seamless link and trace information fragments spread across organization in order to increase the effectiveness of group activities (for example decision and negotiation) performed during the product development. This is necessary both to be able to make new knowledge but also to be able to learn from previous experience. Traceability Visualization Toolkit has been developed as the part of the TRENIN project to facilitate visualisation of critical information evolution captured by semantic network in which nodes represent different information objects. The goal of the visualisation tool is to help in understanding and communication of the context in which group activities in product development. Capturing the history of information evolution and linking underlying assumptions with the alternatives considered during a different activities can provide a dynamic validation of the development results under different conditions.
- by Mario Storga
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In the particular domain of organisational knowledge management, recent works introduce visualization techniques to tackle the issues raised by information exchange overload and growing organisational knowledge. As a communication medium,... more
In the particular domain of organisational knowledge management, recent works introduce visualization techniques to tackle the issues raised by information exchange overload and growing organisational knowledge. As a communication medium, informal communication channels are inherently suitable for social network analysis (SNA) and dynamic network analysis (DNA). Most of this work has been done so that experts can better understand communication patterns emerging in organisations. Approach presented relies on the content of the informal communication in order to visually display organisational knowledge growth over the time. Besides showing the temporal rhythm of interactions based on communication content, it provides also the clues about topics discussed and terms used by different members of the organisation in correlation to geographic distribution of the knowledge assets. By visualisation of the content evolution, described approach supports better understanding of the mediated relationships between the content and context of the organisational knowledge.
- by Mario Storga
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Visual representation and analysis of information evolution is a method by which the technology can augment human capabilities in order to meet the challenges of management of complex information structures. The research in cognitive... more
Visual representation and analysis of information evolution is a method by which the technology can augment human capabilities in order to meet the challenges of management of complex information structures. The research in cognitive psychology established that it is much easier to process complex structures if visually displayed than to rely on the limited capacities of working memories. Augmenting natural ability to deal with large complex digital repositories of information objects is achieved when suitable visualisation technique is applied to foster interpretation of their content and context. Building on these human-centred characteristics, modern computer based visualisation tools offer environments for effective complex information dependency analysis. User friendly graphical interfaces backed with underlining algorithms through which information context and content evolution can be visualised as spatially organized and interactive will improve both the information understanding for retrieval and reuse process.
- by Mario Storga
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The computational design synthesis approach considered in this paper, proposes directed multigraph and graph grammar-based models of technical processes and technical process synthesis. The theory of technical systems, which is adopted as... more
The computational design synthesis approach considered in this paper, proposes directed multigraph and graph grammar-based models of technical processes and technical process synthesis. The theory of technical systems, which is adopted as a theoretical foundation for this work, assumes a teleological viewpoint bringing together the purpose of technical systems and fulfilment of customer demands and societal needs. These demands and needs are met by means of a technical process inside which the operands are transformed with the assistance of a technical system to achieve a desired state. Formal models of technical processes and technical process synthesis establish the foundation for further application of search algorithms to support early engineering design. The engineering knowledge about technical processes is provided within a set of graph grammar rules. As the result of the proposed approach, the designer is enabled to consider different operand transformations in an expedient fashion with the possibility of the generation of novel alternatives. The proposed approach is illustrated through an example of the design of a stiffened panel assembly line involving welding and riveting as two basic principles.
Traceability of information provides the basis for assessing the credibility of engineering information, better understanding it, and making judgments about the appropriateness of its use for a particular design task. The presented... more
Traceability of information provides the basis for assessing the credibility of engineering information, better understanding it, and making judgments about the appropriateness of its use for a particular design task. The presented research attempts to answer how the proposed traceability methodology and framework could help designers to improve communication, eventually create new channels of communication, and contribute to the creation of shared understanding in collaborative design processes. The discussion of these issues is based on a literature review, empirical research, observations of industrial practice, and feedback from initial implementation. The research is focused on information objects (IOs), archetypically represented in the engineering domain as technical documents that are often complex structures constituted of textual, numerical, and graphical fragments. The presented approach is based on an abstraction of IOs’ relationships organized around specific contexts that are defined by a subset of product development ontology. Each IO could be repeatedly represented in various contexts thatmay contain different subsets of objects and their relationships. Such a representation also acts as a container in which the ontology concept instances are associated with IOs being developed and traced during the design episode. The usage of the proposed traceability methodology is discussed with examples of implementation and possible utilization situations. The paper is focused on explaining how the developed functionalities could help to resolve manifestations of inadequate information flow, which cause communication barriers in engineering companies. In addition, the proposed traceability methodology offers the possibility to record the detailed history of actions and events associated with IOs in the usage process of the product life cycle management systems. Based on the research findings, this paper argues that such a network of the traceability links and relationships may be viewed as a novel design communication channel.
The analysis of complex interlinked datasets poses a significant problem for design researchers. This is addressed by proposing an information visualisation method for analysing patterns of design activity, qualitatively and... more
The analysis of complex interlinked datasets poses a significant problem for design researchers. This is addressed by proposing an information visualisation method for analysing patterns of design activity, qualitatively and quantitatively, with respect to time. This method visualises the temporality of interrelations between interlinked variables and, as such, can be applied to a range of datasets. By providing a statistical analysis of the networks' growth the proposed method allows for the modelling of complex patterns of activity. Throughout, the method is demonstrated with respect to a fully realised example of information seeking activity. The core contribution of the proposed method is in supporting the analysis of activity with respect to both macro and micro level temporal interactions between variables.
The paper provides a methodology by which organisational knowledge can be extracted and visualised dynamically over time, providing a glimpse into the knowledge evolution processes that occur within organisations. Recursive analysis of... more
The paper provides a methodology by which organisational knowledge can be extracted and visualised dynamically over time, providing a glimpse into the knowledge evolution processes that occur within organisations. Recursive analysis of email interactions is offered as a case to account for the knowledge structure evolution related to the different programs of INGO. Several methods are used: analysis of the network expansion to see if the process is random or uniform is performed, visualisation of the network configuration change throughout studied time period; and the statistical examination of network formation. The results of presented study indicate that content structure of electronic knowledge networks exhibits hierarchical and centralised tendencies. The social network analysis results suggest that INGO exhibits non-hierarchical and decentralized structure of the individuals contributing to the discussion lists. By providing the means to carry out network evolution analysis of content structure dynamics and social interactions, presented work provides a means for probabilistically modelling patterns of organisational knowledge evolution. The approach allows the exploration of the dynamics of tacit to explicit knowledge, from individual to the group and from informal groups to the whole organisation. By displaying the large collection of the key phrases that reflected the evolution of the organisational knowledge structure over the time, organisational emails are placed in meaningful context explaining the language of the organisation and context of knowledge structure evolution.
In the particular domain of organisational knowledge management, recent works introduce visualization techniques to tackle the issues raised by information exchange overload and growing organisational knowledge. As a communication medium,... more
In the particular domain of organisational knowledge management, recent works introduce visualization techniques to tackle the issues raised by information exchange overload and growing organisational knowledge. As a communication medium, informal communication channels are inherently suitable for social network analysis (SNA) and dynamic network analysis (DNA). Most of this work has been done so that experts can better understand communication patterns emerging in organisations. Approach presented relies on the content of the informal communication in order to visually display organisational knowledge growth over the time. Besides showing the temporal rhythm of interactions based on communication content, it provides also the clues about topics discussed and terms used by different members of the organisation in correlation to geographic distribution of the knowledge assets. By visualisation of the content evolution, described approach supports better understanding of the mediated relationships between the content and context of the organisational knowledge.
- by Mario Storga
- •
In the particular domain of organisational knowledge management, recent works introduce visualization techniques to tackle the issues raised by information exchange overload and growing organisational knowledge. As a communication medium,... more
In the particular domain of organisational knowledge management, recent works introduce visualization techniques to tackle the issues raised by information exchange overload and growing organisational knowledge. As a communication medium, informal communication channels are inherently suitable for social network analysis (SNA) and dynamic network analysis (DNA). Most of this work has been done so that experts can better understand communication patterns emerging in organisations. Approach presented relies on the content of the informal communication in order to visually display organisational knowledge growth over the time. Besides showing the temporal rhythm of interactions based on communication content, it provides also the clues about topics discussed and terms used by different members of the organisation in correlation to geographic distribution of the knowledge assets. By visualisation of the content evolution, described approach supports better understanding of the mediated relationships between the content and context of the organisational knowledge.
- by Mario Storga
- •
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