A Fuzzy Description Logic Approach to Model Management in R&D Project Selection

Project selection is an important task in R&D project management. Several mathematical and decision models have been proposed for R&D project selection and current efforts have been on the effective model management approaches. In order to provide a formal and semantically rich method for model representation and to support content-rich formal reasoning, this paper proposes a fuzzy description logic approach to model management in R&D project selection. In the proposed approach, ontology engineering is applied to design the architecture of model management system, and fuzzy description logic is proposed to represent the modeling knowledge. Thus it can represent the imprecise and vague information, which is common in R&D project selection. A decision support system has also been developed based on the proposed approach. It is used to facilitate the selection of project proposals in the National Natural Science Foundation of China (NSFC). The application results show that the proposed method supports effective model management for R&D project selection.

[1]  Diego Calvanese,et al.  The Description Logic Handbook: Theory, Implementation, and Applications , 2003, Description Logic Handbook.

[2]  A. D. Henriksen,et al.  A practical R&D project-selection scoring tool , 1999 .

[3]  Matthew J. Liberatore,et al.  Expert Support Systems for New Product Development Decision Making: A Modeling Framework and Applications , 1995 .

[4]  Umberto Straccia,et al.  Reasoning within Fuzzy Description Logics , 2011, J. Artif. Intell. Res..

[5]  Hemant K. Bhargava,et al.  Model management : An embedded languages approach , 1993, Decis. Support Syst..

[6]  Roger Alan Pick,et al.  Meta-modeling concepts and tools for model management: a systems approach , 1994 .

[7]  Sa Neung Hong,et al.  Measurement theoretic representation of large, diverse model bases : The unified modeling language LU , 1993, Decis. Support Syst..

[8]  Ting-Peng Liang,et al.  Modeling by analogy : Use of analogical reasoning in model management systems , 1993, Decis. Support Syst..

[9]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[10]  Ting-Peng Liang,et al.  Model Management for Group Decision Support , 1988, MIS Q..

[11]  Robert W. Blanning,et al.  Model Integration Using Metagraphs , 1994, Inf. Syst. Res..

[12]  Arthur M. Geoffrion,et al.  An Introduction to Structured Modeling , 1987 .

[13]  Arthur M. Geoffrion The Formal Aspects of Structured Modeling , 1989, Oper. Res..

[14]  Gert Smolka,et al.  Attributive Concept Descriptions with Complements , 1991, Artif. Intell..

[15]  Sa Neung Hong,et al.  Model Libraries: Knowledge Representation and Reasoning , 1990, INFORMS J. Comput..

[16]  Jian Ma,et al.  A subjective and objective integrated approach to determine attribute weights , 1999, Eur. J. Oper. Res..

[17]  Ron Chi-Wai Kwok,et al.  An organizational decision support system for effective R&D project selection , 2005, Decis. Support Syst..

[18]  Sa Neung Hong,et al.  Formal semantics of the unified modeling language LU , 1995, Decis. Support Syst..

[19]  Robert W. Blanning An entity-relationship approach to model management , 1986, Decis. Support Syst..

[20]  Robert W. Blanning,et al.  The Analysis of Assumptions in Model Bases Using Metagraphs , 1998 .

[21]  Soon-Young Huh Modelbase Construction with Object-Oriented Constructs* , 1993 .

[22]  Andrew B. Whinston,et al.  Decision Support Systems: A Knowledge Based Approach : , 1996 .

[23]  Christopher Tresp,et al.  A Description Logic for Vague Knowledge , 1998, ECAI.

[24]  Norman P. Archer,et al.  Project portfolio selection through decision support , 2000, Decis. Support Syst..

[25]  Thomas R. Gruber,et al.  A Translation Approach to Portable Ontologies , 1993 .

[26]  Hemant K. Bhargava,et al.  Unique Names Violations, a Problem for Model Integration or You Say Tomato, I Say Tomahto , 1991, INFORMS J. Comput..

[27]  Ting-Peng Liang,et al.  Analogical reasoning and case-based learning in model management systems , 1993, Decis. Support Syst..

[28]  Jian Ma An object-oriented framework for model management , 1995, Decis. Support Syst..

[29]  Nicola Guarino,et al.  Formal Ontology and Information Systems , 1998 .

[30]  Robert W. Blanning A relational theory of model management , 1987 .

[31]  Robert W. Blanning,et al.  SoftCord: an intelligent agent for coordination in software development projects , 1986 .

[32]  Jian Ma,et al.  A fuzzy set approach to the evaluation of journal grades , 2002, Fuzzy Sets Syst..