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An experiment in model-driven conceptual database design

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Abstract

The article presents the results of an experiment we conducted with database professionals in order to evaluate an approach to automatic design of the initial conceptual database model based on collaborative business process models. The source business process model is represented by BPMN, while the target conceptual model is represented by the UML class diagram. The results confirm those already obtained in a case-study-based evaluation, as well as those of an earlier controlled experiment conducted with undergraduate students. The evaluation implies that the proposed approach and implemented generator enable automatic generation of the target conceptual model with a high percentage of completeness and precision. The experiment also confirms that the automatically generated model can be efficiently used as a starting point for manual design of the target model, since it significantly shortens the estimated efforts and actual time spent to obtain the target model in contrast to the manual design from scratch.

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Notes

  1. The previous research [21, 24, 26] indicates that BPMs are characterised by some typical concepts (such as participants and objects) and facts (such as creation of objects and usage of objects) that enable the automatic data model synthesis. Those concepts and facts are inherent to BPMs, but their representation may differ in different modelling languages. Independently of the used modelling notation, those concepts and facts have certain properties, meanings and roles (we use the semantic capacity term) that allow us to derive a conclusion about the corresponding data model concepts (entity types, relationship types, etc.) and rules for mapping source BPM to the target data model.

  2. Strictly speaking, it should be 1:*, but 0..1:* is more flexible and provides proper handling of some other process patterns, such as message passing. This issue, as well as other unresolved process patterns, will be the part of future work.

  3. https://www.eclipse.org/.

  4. https://www.eclipse.org/bpmn2-modeler/.

  5. https://eclipse.org/papyrus/.

  6. https://www.eclipse.org/atl/.

  7. https://wiki.eclipse.org/MDT/BPMN2.

  8. https://www.eclipse.org/modeling/emf.

References

  1. Adam, N., Gangopadhyay, A.: Integrating functional and data modeling in a computer integrated manufacturing system. In: Proceedings of ICDE 1993. IEEE, pp. 302–309 (1993)

  2. Aguilar, J.A., Garrigós, I., Mazón, J.N., Trujillo, J.: An MDA approach for goal-oriented requirement analysis in web engineering. J. Univ. Comput. Sci. 16(17), 2475–2494 (2010)

    Google Scholar 

  3. Alabiso, B.: Transformation of data flow analysis models to object oriented design. In: Meyrowitz, N. (ed.) Object-Oriented Programming Systems, Languages and Applications, SIGPLAN Notices, vol. 23, pp. 335–353. ACM Press, New York (1988)

    Google Scholar 

  4. Alencar, F., Marín, B., Giachetti, G., Pastor, O., Pimentel, J.H.: From i* requirements models to conceptual models of a model driven development process. In: Persson, A., Stirna, J. (eds.) POEM 2009, LNBIP, vol. 39, pp. 99–114. Springer, Berlin (2009)

    Google Scholar 

  5. Alencar, F., Pedroza, F., Castro, J., Amorim, R.: New mechanisms for the integration of organizational requirements and object oriented modeling. In: Proceedings of WER 2003, pp. 109–123 (2003)

  6. Alencar, F.M.R., Filho, G.A.C., Castro, J.F.: Support for structuring mechanism in the integration of organizational requirements and object oriented modeling. In: Proceedings of WER 2002, pp. 147–161 (2002)

  7. Alencar, F.M.R., Pedroza, F.P., Castro, J., Silva, C.T.L., Ramos, R.A.: XGOOD: A tool to automatize the mapping rules between i* framework and UML. In: Proceedings of CIbSE 2006, pp. 125–138 (2006)

  8. Ang, C.L., Khoo, L.P., Gay, R.K.L.: IDEF*: a comprehensive modelling methodology for the development of manufacturing enterprise systems. Int. J. Prod. Res. 37(17), 3839–3858 (1999)

    Article  MATH  Google Scholar 

  9. Banjac, G.: Automated synthesis of conceptual database model based on collaborative business process model. Master thesis, University of Banja Luka (2014)

  10. Banjac, D., Brdjanin, D., Banjac, G., Maric, S.: Evaluation of automatically generated conceptual database model based on collaborative business process model: Controlled experiment. In: Stojanov, G., Kulakov, A. (eds.) ICT Innovations 2016, AISC, vol. 665, pp. 134–145. Springer, Berlin (2016)

  11. Barros, J., Gomes, L.: From activity diagrams to class diagrams. In: Workshop Dynamic Behaviour in UML Models: Semantic Questions. In Conjunction with Third International Conference on UML. York, UK (2000)

  12. Barros, O.H.: Business information system design based on process patterns and frameworks. BPTrends. www.bptrends.com (2004)

  13. Becker, L.B., Pereira, C.E., Dias, O.P., Teixeira, I.M., Teixeira, J.P.: MOSYS: a methodology for automatic object identification from system specification. In: Proceedings of ISORC 2000. IEEE Computer Society, pp. 198–201 (2000)

  14. Bloomfield, T.: MDA, meta-modelling and model transformation: Introducing new technology into the defence industry. In: Hartman, A., Kreische, D. (eds.) ECMDA-FA 2005, LNCS, vol. 3748, pp. 9–18. Springer, Berlin (2005)

    Google Scholar 

  15. Boccalatte, A., Giglio, D., Paolucci, M.: An object-oriented modeling approach based on entity-relationship diagrams and Petri nets. In: Proceedings of ICSMC 1998. IEEE, pp. 1347–1352 (1998)

  16. Boccalatte, A., Giglio, D., Paolucci, M.: ISYDES: the project of a tool aimed at information system development. In: Proceedings of AIWORC 2000. IEEE, pp. 293–298 (2000)

  17. Brambilla, M., Cabot, J., Comai, S.: Automatic generation of workflow-extended domain models. In: Engels, G., et al. (eds.) MoDELS 2007, LNCS, vol. 4735, pp. 375–389. Springer, Berlin (2007)

    Google Scholar 

  18. Brambilla, M., Cabot, J., Comai, S.: Extending conceptual schemas with business process information. Advances in Software Engineering, vol. 2010, Article ID 525121 (2010)

  19. Brdjanin, D., Maric, S.: An example of use-case-driven conceptual design of relational database. In: Proceedings of Eurocon 2007. IEEE, pp. 538–545 (2007)

  20. Brdjanin, D., Maric, S.: Towards the initial conceptual database model through the UML metamodel transformations. In: Proceedings of Eurocon 2011. IEEE, pp. 1–4 (2011)

  21. Brdjanin, D., Maric, S.: An approach to automated conceptual database design based on the UML activity diagram. Comput. Sci. Inf. Syst. 9(1), 249–283 (2012)

    Article  Google Scholar 

  22. Brdjanin, D., Maric, S.: Model-driven techniques for data model synthesis. Electronics 17(2), 130–136 (2013)

    Google Scholar 

  23. Brdjanin, D., Maric, S., Gunjic, D.: ADBdesign: An approach to automated initial conceptual database design based on business activity diagrams. In: Catania, B., Ivanovic, M., Thalheim, B. (eds.) ADBIS 2010, LNCS, vol. 6295, pp. 117–131. Springer, Berlin (2010)

    Google Scholar 

  24. Brdjanin, D., Banjac, D., Banjac, G., Maric, S.: An approach to automated two-phase business model-driven synthesis of data models. In: Ouhammou, Y., et al. (eds.) Model and Data Engineering, LNCS, vol. 10563, pp. 57–70. Springer, Berlin (2017)

  25. Brdjanin, D., Banjac, G., Banjac, D., Maric, S.: Controlled experiment in business model-driven conceptual database design. In: Reinhartz-Berger, I., et al. (eds.) Enterprise, Business-Process and Information Systems Modeling, LNBIP, vol. 287, pp. 289–304. Springer, Berlin (2017)

  26. Brdjanin, D., Banjac, G., Maric, S.: Automated synthesis of initial conceptual database model based on collaborative business process model. In: Bogdanova, M.A., Gjorgjevikj, D. (eds.) ICT Innovations 2014: World of Data, AISC, vol. 311, pp. 145–156. Springer, Cham (2015)

    Chapter  Google Scholar 

  27. Brdjanin, D., Maric, S.: On automated generation of associations in conceptual database model. In: De Troyer, O., et al. (eds.) ER Workshops 2011, LNCS, vol. 6999, pp. 292–301. Springer, Berlin (2011)

    Google Scholar 

  28. Brdjanin, D., Maric, S.: Towards the automated business model-driven conceptual database design. In: Morzy, T., Harder, T., Wrembel, R. (eds.) Advances in Databases and Information Systems, AISC, vol. 186, pp. 31–43. Springer, Berlin (2012)

    Chapter  Google Scholar 

  29. Bresciani, P., Perini, A., Giorgini, P., Giunchiglia, F., Mylopoulos, J.: Tropos: an agent-oriented software development methodology. Autonom. Agents Multi-Agent Syst. 8(3), 203–236 (2004)

    Article  MATH  Google Scholar 

  30. Carswell, J.L., Navathe, S.B.: SA-ER: A methodology that links structured analysis and entity-relationship modeling for database design. In: Proceedings of ER’87. Elsevier, pp. 381–397 (1987)

  31. Castro, J., Kolp, M., Mylopoulos, J.: Towards requirements-driven information systems engineering: tropos project. Inf. Syst. 27(6), 365–389 (2002)

    Article  MATH  Google Scholar 

  32. Castro, J.F., Alencar, F.M.R., Filho, G.A.C., Mylopoulos, J.: Integrating organizational requirements and object oriented modeling. In: Proceedings of ISRE 2001. IEEE, pp. 146–153 (2001)

  33. Chawla, S., Srivastava, S., Bedi, P.: GOREWEB Framework for Goal Oriented Requirements Engineering of Web Applications, pp. 229–241. Springer, Berlin (2011)

    Google Scholar 

  34. Chen, P.: English sentence structure and entity-relationship diagrams. Inf. Sci. 29(2–3), 127–149 (1983)

    Article  Google Scholar 

  35. Conway, M.: How do committees invent? Datamation 14(4), 28–31 (1968)

    Google Scholar 

  36. Cruz, E.F., Machado, R.J., Santos, M.Y.: From business process modeling to data model: a systematic approach. In: Proceedings of QUATIC 2012. IEEE, pp. 205–210 (2012)

  37. Cruz, E.F., Machado, R.J., Santos, M.Y.: Deriving a data model from a set of interrelated business process models. In: Proceedings of ICEIS 2015, pp. 49–59 (2015)

  38. Date, C.: An Introduction to Database Systems, 8th edn. Addison-Wesley, Reading (2003)

    MATH  Google Scholar 

  39. de la Vara, J.L.: Business process-based requirements specification and object-oriented conceptual modelling of information systems. PhD Thesis, Valencia Polytechnic University (2011)

  40. de la Vara, J.L., Fortuna, M.H., Sanchez, J., Werner, C.M.L, Borges, M.R.S: A requirements enegineering approach for data modelling of process-aware information systems. In: Abramowicz, W. (ed.) BIS 2009, LNBIP, vol. 21, pp. 133–144. Springer, Berlin (2009)

  41. Donins, U.: Software development with the emphasis on topology. In: Grundspenkis, J., et al. (eds.) ADBIS 2009 Workshops, LNCS, vol. 5968, pp. 220–228. Springer, Berlin (2010)

    Google Scholar 

  42. Donins, U., Osis, J., Slihte, A., Asnina, E., Gulbis, B.: Towards the refinement of topological class diagram as a platform independent model. In: Proceedings of MDA/MDSD’11. SciTePress, pp. 79–88 (2011)

  43. Drozdova, M., Kardos, M., Kurillova, Z., Bucko, B.: Transformation in model driven architecture. In: Information Systems Architecture and Technology: Proceedings of 36th International Conference on Information Systems Architecture and Technology—ISAT 2015—Part I, pp. 193–203. Springer, Cham (2016)

  44. Drozdová, M., Mokryš, M., Kardoš, M., Kurillová, Z., Papán, J.: Change of paradigm for development of software support for elearning. In: Proceedings of ICETA 2012. IEEE, pp. 81–84 (2012)

  45. España, S.: Methodological integration of communication analysis into a model-driven software development framework. PhD Thesis, Valencia Polytechnic University (2011)

  46. Essebaa, I., Chantit, S.: Toward an automatic approach to get pim level from cim level using qvt rules. In: 2016 11th International Conference on Intelligent Systems: Theories and Applications (SITA). Mohammedia, pp. 1–6 (2016)

  47. Fernandes, J.M., Lilius, J., Truscan, D.: Integration of DFDs into a UML-based model-driven engineering approach. Softw. Syst. Model. 5(4), 403–428 (2006)

    Article  Google Scholar 

  48. Fouad, A.: Embedding requirements within the model driven architecture. PhD Thesis, Bournemouth University (2011)

  49. Garcia Molina, J., Jose Ortin, M., Moros, B., Nicolas, J., Troval, A.: Towards use case and conceptual models through business modeling. In: Laender, A.H.F., Liddle, S.W., Storey, V.C. (eds.) ER 2000, LNCS, vol. 1920, pp. 281–294. Springer, Berlin (2000)

    Google Scholar 

  50. González, A., España, S., Ruiz, M., Pastor, O.: Systematic derivation of class diagrams from communication-oriented business process models. In: Halpin, T.A., et al. (eds.) Enterprise, Business-Process and Information Systems Modeling, LNBIP, vol. 81, pp. 246–260. Springer, Berlin (2011)

    Chapter  Google Scholar 

  51. Harmain, H., Gaizauskas, R.: CM-builder: a natural language-based CASE tool for object-oriented analysis. Autom. Softw. Eng. 10(2), 157–181 (2003)

    Article  Google Scholar 

  52. Hsu, C.T.: A Methodology for Transformation from Sequence Diagram to Class Diagram. National Sun Yat-sen University, Taiwan (2006)

    Google Scholar 

  53. Insfran, E., Pastor, O., Wieringa, R.: Requirements engineering-based conceptual modelling. Requir. Eng. 7(2), 61–72 (2002)

    Article  Google Scholar 

  54. Insfran, E.: Requirements engineering approach for object-oriented conceptual modeling. PhD Thesis, Valencia Polytechnic University (2003)

  55. Jian-chih, L.: Transformation from Sequence Diagram to Class Diagram. National Sun Yat-sen University, Taiwan (2004)

    Google Scholar 

  56. Jiang, L., Topaloglou, T., Borgida, A., Mylopoulos, J.: Goal-oriented conceptual database design. In: Proceedings of RE’07. IEEE, Los Alamitos, USA, pp. 195–204 (2007)

  57. Jouault, F., Allilaire, F., Bezivin, J., Kurtev, I.: ATL: a model transformation tool. Sci. Comput. Program. 72(1–2), 31–39 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  58. Juristo, N., Moreno, A.: Basics of Software Engineering Experimentation. Springer, New York (2001)

    Book  MATH  Google Scholar 

  59. Kamimura, M., Inoue, K., Hasegawa, A., Kawabata, R., Kumagai, S., Itoh, K.: Integrated diagrammatic representations for data design in collaborative processes. J. Integr. Des. Process Sci. 7(4), 35–49 (2003)

    Google Scholar 

  60. Kardoš, M., Drozdova, M.: Analytical method of CIM to PIM transformation in model driven architecture (MDA). J. Inf. Organ. Sci. 34(1), 89–99 (2010)

    Google Scholar 

  61. Kherraf, S., Lefebvre, E., Suryn, W.: Transformation from CIM to PIM using patterns and archetypes. In: Proceedings of ASWEC’08. IEEE Computer Society, Los Alamitos, USA, pp. 338–346 (2008)

  62. Koch, N.: Transformation Techniques in the Model-Driven Development Process of UWE. In: Proceedings of the Workshops at ICWE’06, Art. No. 3. ACM (2006)

  63. Koch, N., Zhang, G., Escalona, M.J.: Model Transformations from Requirements to Web System Design. In: Proceedings of ICWE’06. ACM, pp. 281–288 (2006)

  64. Koskinen, J., Peltonen, J., Selonen, P., Systa, T., Koskimies, K.: Model processing tools in UML. In: Proc. of ICSE 2001. IEEE Computer Society, pp. 819–820 (2001)

  65. Kösters, G., Six, H.-W., Winter, M.: Couppling use cases and class models as a means for validation and verification of requirements specifications. Requir. Eng. 6(1), 3–17 (2001)

    Article  MATH  Google Scholar 

  66. Kriouile, A., Addamssiri, N., Gadi, T.: An mda method for automatic transformation of models from cim to pim. Am. J. Softw. Eng. Appl. 4(1), 1–14 (2015)

    Google Scholar 

  67. Lingzhi, L., Ang, C.L., Gay, R.K.L.: Integration of information model (IDEF1) with function model (IDEF0) for CIM information system design. Expert Syst. Appl. 10(3/4), 373–380 (1996)

    Article  Google Scholar 

  68. Liu, D., Subramaniam, K., Far, B., Eberlein, A.: Automating Transition from Use-cases to Class Model. In: Proceedings of CCECE 2003. IEEE, pp. 831–834 (2003)

  69. Lukovic, I., Mogin, P., Pavicevic, J., Ristic, S.: An approach to developing complex database schemas using form types. Softw. Pract. Exp. 37(15), 1621–1656 (2007)

    Article  Google Scholar 

  70. Markowitz, V.M.: Representing processes in the extended entity-relationship model. In: Proceedings of ICDE 1990. IEEE, pp. 103–110 (1990)

  71. Martinez, A., Castro, J., Pastor, O., Estrada, H.: Closing the gap between organizational modeling and information system modeling. In: Proceedings of WER 2003, pp. 93–108 (2003)

  72. Martinez Rebollar, A.: Conceptual schemas generation from organizational models in an automatic software production process. PhD Thesis, Valencia Polytechnic University (2008)

  73. Melo, J., Sousa, A., Agra, C., Alencar, F.: Formalization of the i* mapping rules for class diagram. In: Proceedings of the Eighth International i* Workshop (istar 2015) (2015)

  74. Nikiforova, O., Gusarovs, K., Gorbiks, O., Pavlova, N.: BrainTool: a tool for generation of the UML class diagrams. In: Proceedings of ICSEA 2012. IARIA, pp. 60–69 (2012)

  75. Nikiforova, O., Gusarovs, K., Gorbiks, O., Pavlova, N.: Improvement of the two-hemisphere model-driven approach for generation of the uml class diagram. Appl. Comput. Syst. 14(1), 19–30 (2013)

    Article  Google Scholar 

  76. Nikiforova, O., Kirikova, M.: Two-hemisphere model driven approach: engineering based software development. In: Persson, A., Stirna, J. (eds.) CAiSE 2004, LNCS, vol. 3084, pp. 219–233. Springer, Berlin (2004)

    Google Scholar 

  77. Nikiforova, O., Pavlova, N.: Foundations on generation of relationships between classes based on initial business knowledge. In: Papadopoulos, G.A., et al. (eds.) Information Systems Development: Towards a Service Provision Society, pp. 289–298. Springer, New York (2009)

    Chapter  Google Scholar 

  78. Nikiforova, O., Pavlova, N.: Application of BPMN instead of GRAPES for two-hemisphere model driven approach. In: Grundspenkis, J., et al. (eds.) ADBIS 2009 Workshops, LNCS, vol. 5968, pp. 185–192. Springer, Berlin (2010)

    Google Scholar 

  79. Nikiforova, O., Pavlova, N.: Open work of two-hemisphere model transformation definition into UML class diagram in the context of MDA. In: Huzar, Z., et al. (eds.) CEE-SET 2008, LNCS, vol. 4980, pp. 118–130. Springer, Berlin (2011)

    Google Scholar 

  80. Nikiforova, O., Pavlova, N., Grigorjevs, J.: Several facilities of class diagram generation from two-hemisphere model in the framework of MDA. In: Proceedings of ISCIS’08. IEEE, pp. 1–6 (2008)

  81. Nüttgens, M., Feld, T., Zimmermann, V.: Object-orientation in business process modeling through applying event driven process chains (EPC) in UML. In: Proceedings of the UML—Technical Aspects and Applications, pp. 250–261. Physica-Verlag (1998)

  82. Omar, N., Hanna, P., McKevitt, P.: Heuristics-based entity-relationship modelling through natural language processing. In: Proceedings of AICS 2004, pp. 302–313 (2004)

  83. OMG: MOF 2.0 Query/View/Transformation Specification, v1.0. OMG (2008)

  84. OMG: Business Process Model and Notation (BPMN), v2.0. OMG (2011)

  85. OMG: Unified Modeling Language (OMG UML), v2.5. OMG (2015)

  86. Osis, J., Asnina, E., Grave, A.: Computation independent modeling within the MDA. In: Proceedings of SwSTE’07. IEEE, Los Alamitos, USA, pp. 22–34 (2007)

  87. Rhazali, Y., Hadi, Y., Mouloudi, A.: Transformation method CIM to PIM: from business processes models defined in BPMN to use case and class models defined in UML. Int. J. Comput. Inf. Syst. Control Eng. 8(8), 1334–1338 (2014)

    Google Scholar 

  88. Rodriguez, A., Fernandez-Medina, E., Piattini, M.: Analysis-level classes from secure business processes through model transformations. In: Lambrinoudakis, C., Pernul, G., Tjoa, A.M. (eds.) TrustBus 2007, LNCS, vol. 4657, pp. 104–114. Springer, Berlin (2007)

  89. Rodriguez, A., Fernandez-Medina, E., Piattini, M.: Towards obtaining analysis-level class and use case diagrams from business process models. In: Song, I.Y., et al. (eds.) ER Workshops 2008, LNCS, vol. 5232, pp. 103–112. Springer, Berlin (2008)

    Google Scholar 

  90. Rodriguez, A., Garcia-Rodriguez de Guzman, I., Fernandez-Medina, E., Piattini, M.: Semi-formal transformation of secure business processes into analysis class and use case models: an MDA approach. Inf. Softw. Technol. 52(9), 945–971 (2010)

    Article  Google Scholar 

  91. Rosenberg, D., Scott, K.: Use Case Driven Object Modeling with UML. Addison-Wesley Professional, Reading (1999)

    Google Scholar 

  92. Rungworawut, W., Senivongse, T.: From business world to software world: Deriving class diagrams from business process models. In: Proceedings of the 5th WSEAS International Conference on Aplied Informatics and Communications. WSEAS, pp. 233–238 (2005)

  93. Rungworawut, W., Senivongse, T.: Using ontology search in the design of class diagram from business process model. PWASET 12, 165–170 (2006)

    Google Scholar 

  94. Santos, M.Y., Oliveira e Sá, J.: A Data Warehouse Model for Business Processes Data Analytics, pp. 241–256. Springer, Cham (2016)

    Google Scholar 

  95. Santos, M.Y., Machado, R.J.: On the derivation of class diagrams from use cases and logical software architectures. In: Proceedings of ICSEA’10. IEEE, pp. 107–113 (2010)

  96. Selonen, P., Koskimies, K., Sakkinen, M.: Transformations between UML diagrams. J. Database Manag. 14(3), 37–55 (2003)

    Article  Google Scholar 

  97. Sepúlveda, C., Cravero, A., Cares, C.: From business process to data model: a systematic mapping study. IEEE Lat. Am. Trans. 15(4), 729–736 (2017)

    Article  Google Scholar 

  98. Shiroiwa, M., Miura, T., Shioya, I.: Meta model approach for mediation. In: Proceedings of COMPSAC’03. IEEE, pp. 480–485 (2003)

  99. Shoval, P.: An integrated methodology for functional analysis, process design and database design. Inf. Syst. 16(1), 49–64 (1990)

    Article  Google Scholar 

  100. Silva, L.F., Leite, J.C.S.P.: Generating requirements views: a transformation-driven approach. Electron. Commun. EASST 3, 1–14 (2006)

    Google Scholar 

  101. Solomencevs, A., Osis, J.: The algorithm for getting a uml class diagram from topological functioning model. In: 2015 International Conference on Evaluation of Novel Approaches to Software Engineering (ENASE), Barcelona, Spain, pp. 341–351 (2015)

  102. Song, I.Y., Zhu, Y., Ceong, H., Thonggoom, O.: Methodologies for semi-automated conceptual data modeling from requirements. In: Johannesson, P., et al. (eds.) ER 2015, pp. 18–31. Springer, Cham (2015)

  103. Srivastava, S.: Model transformation approach for a goal oriented requirements engineering based webgrl to design models. Int. J. Soft Comput. Eng. 3(6), 66–75 (2014)

    Google Scholar 

  104. Suarez, E., Delgado, M., Vidal, E.: Transformation of a process business model to domain model. In: Proceedings of WCE 2008. IAENG, pp. 165–169 (2008)

  105. Tan, H.B.K., Li, W.: Systematic bridging the gap between requirements and OO design. In: Proceedings of ASE 2002. IEEE, pp. 249–252 (2002)

  106. Tan, H.B.K., Yang, Y., Blan, L.: Systematic transformation of functional analysis model in object oriented design and implementation. IEEE Trans. Softw. Eng. 32(2), 111–135 (2006)

    Article  Google Scholar 

  107. Tiwari, K., Tripathi, A., Sharma, S., Dubey, V.: Merging of data flow diagram with unified modeling language. Int. J. Sci. Res. Publ. 2(8), 1–6 (2012)

    Google Scholar 

  108. Truscan, D., Fernandes, J.M., Lilius, J.: Tool support for DFD-UML based transformation. In: Proceedings of ECBS’04. IEEE, pp. 378–387 (2004)

  109. Wrycza, S.: The ISAC-driven transition between requirements analysis and ER conceptual modelling. Inf. Syst. 15(6), 603–614 (1990)

    Article  Google Scholar 

  110. Yu, Y., Leite, J.C.S.P., Mylopoulos, J.: From goals to aspects: discovering aspects from requirements goal models. In: Proceedings of RE’04. IEEE, pp. 38–47 (2004)

  111. Yu, E.: Modelling strategic relationships for process reengineering. PhD Thesis, University of Toronto (1995)

  112. Zhang, J., Feng, P., Wu, Z., Yu, D., Chen, K.: Activity based CIM modeling and transformation for business process systems. Int. J. Softw. Eng. Knowl. Eng. 20(3), 289–309 (2010)

    Article  Google Scholar 

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Acknowledgements

We would like to express our sincere gratitude to all participants of the experiment for their voluntary participation and valuable contribution.

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Correspondence to Drazen Brdjanin.

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Communicated by Dr. Iris Reinhartz-Berger, Wided Guédria, and Palash Bera.

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Brdjanin, D., Banjac, G., Banjac, D. et al. An experiment in model-driven conceptual database design. Softw Syst Model 18, 1859–1883 (2019). https://doi.org/10.1007/s10270-018-0672-7

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