Skip to main content

Abstract

Among the approaches to develop Software Product Lines (SPL), the extractive approach is adopted when the company has a set of similar systems that are analyzed to extract, categorize, and group their features throughout the SPL reengineering process. However, SPL reengineering scenarios differ due to different variables, such as the experience of the developers and product portfolios. Due to this diversity of options, rigorous planning of the reengineering process is critical to perform SPL reengineering. To create a planning framework to allow customization, we sought in the literature and analyzed SPL reengineering processes. We defined the Prepare, Assemble, and Execute Framework for SPL Reengineering (PAxSPL). PAxSPL aids the SPL reengineering planning by providing flexibility concerning artifacts, strategies, and techniques used for feature retrieval. This flexibility is given by allowing the choice and combination of different techniques for feature retrieval based on company related information. We conducted a case study to collect exploratory evidence about PAxSPL application into ten different products, generated from an organization’s real development environment. The results indicated that our proposal helps in the assembly of a feature retrieval process according to user’s needs. Furthermore, we collected evidence about the reusability of SPL assets when re-executing the reengineering process in a similar scenario.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 149.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 199.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 279.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Notes

  1. 1.

    In this chapter, we consider an organizational scenario to be “a certain group of engineers, having a set of system variants, knowing a specific set of techniques for analyzing features from a determined set of artifacts”.

  2. 2.

    PAxSPL is presented by using the Business Process Model and Notation (BPMN), all the figures presented in this section related with PAxSPL activities were created using BPMN 2.0 https://www.omg.org/spec/BPMN/2.0/.

  3. 3.

    https://github.com/HestiaProject/PAxSPL/wiki/Guidelines.

  4. 4.

    Dynamic analysis techniques are not being considered in this version of PAxSPL and will be included in future work.

  5. 5.

    All artifacts are available at our case study repository: https://github.com/HestiaProject/PAxSPL/tree/master/process/case%20study.

  6. 6.

    http://conexp.sourceforge.net/.

References

  1. Acher, M., Cleve, A., Collet, P., Merle, P., Duchien, L., Lahire, P.: Extraction and evolution of architectural variability models in plugin-based systems. Software & Systems Modeling 13(4), 1367–1394 (2013)

    Article  Google Scholar 

  2. Acher, M., Cleve, A., Perrouin, G., Heymans, P., Vanbeneden, C., Collet, P., Lahire, P.: On extracting feature models from product descriptions. In: 6th International Workshop on Variability Modeling of Software-Intensive Systems, pp. 45–54. ACM (2012)

    Google Scholar 

  3. AL-Msie’deen, R., Seriai, A., Huchard, M., Urtado, C., Vauttier, S., Salman, H.E.: Feature location in a collection of software product variants using formal concept analysis. In: J. Favaro, M. Morisio (eds.) Safe and Secure Software Reuse, pp. 302–307. Springer Berlin Heidelberg, Berlin, Heidelberg (2013)

    Google Scholar 

  4. Alsawalqah, H.I., Kang, S., Lee, J.: A method to optimize the scope of a software product platform based on end-user features. Journal of Systems and Software 98, 79–106 (2014)

    Article  Google Scholar 

  5. Alves, V., Schwanninger, C., Barbosa, L., Rashid, A., Sawyer, P., Rayson, P., Pohl, C., Rummler, A.: An exploratory study of information retrieval techniques in domain analysis. In: 2008 12th International Software Product Line Conference, pp. 67–76 (2008)

    Google Scholar 

  6. Assunção, W., Lopez-Herrejon, R., Linsbauer, L., Vergilio, S., Egyed, A.: Reengineering legacy applications into software product lines: a systematic mapping. Empirical Software Engineering pp. 1–45 (2017)

    Google Scholar 

  7. Bagheri, E., Ensan, F., Gasevic, D.: Decision support for the software product line domain engineering lifecycle. Automated Software Engineering 19(3), 335–377 (2012)

    Article  Google Scholar 

  8. Bartholdt, J., Becker, D.: Scope extension of an existing product line. In: 16th International Software Product Line Conference - Volume 1, SPLC ’12, pp. 275–282. ACM, New York, NY, USA (2012)

    Google Scholar 

  9. Bécan, G., Acher, M., Baudry, B., Nasr, S.: Breathing ontological knowledge into feature model management. Tech. rep., IRISA - Institut de Recherche en Informatique et Systèmes Aléatoires, Inria Rennes – Bretagne Atlantique (2013)

    Google Scholar 

  10. Bosch, J.: The challenges of broadening the scope of software product families. Communications of the ACM 49(12), 41–44 (2006)

    Article  Google Scholar 

  11. Bosch, J.: From software product lines to software ecosystems. In: Proceedings of the 13th International Software Product Line Conference, SPLC ’09, p. 111–119. Carnegie Mellon University, USA (2009)

    Google Scholar 

  12. Chen, K., Zhang, W., Zhao, H., Mei, H.: An approach to constructing feature models based on requirements clustering. In: Requirements Engineering, 2005. Proceedings. 13th IEEE International Conference on, pp. 31–40. IEEE (2005)

    Google Scholar 

  13. Cruz, J., Neto, P.S., Britto, R., Rabelo, R., Ayala, W., Soares, T., Mota, M.: Toward a hybrid approach to generate software product line portfolios. In: IEEE Congress on Evolutionary Computation, pp. 2229–2236 (2013)

    Google Scholar 

  14. Damaševičius, R., Paškevičius, P., Karčiauskas, E., Marcinkevičius, R.: Automatic extraction of features and generation of feature models from java programs. Information Technology And Control 41(4), 376–384 (2012)

    Article  Google Scholar 

  15. deBaud, J.., Schmid, K.: A systematic approach to derive the scope of software product lines. In: Proceedings of the 1999 International Conference on Software Engineering (IEEE Cat. No.99CB37002), 99CB37002, pp. 34–43 (1999)

    Google Scholar 

  16. Dhungana, D., Seichter, D., Botterweck, G., Rabiser, R., Grünbacher, P., Benavides, D., Galindo, J.A.: Integrating heterogeneous variability modeling approaches with invar. In: Proceedings of the Seventh International Workshop on Variability Modelling of Software-Intensive Systems, VaMoS ’13. Association for Computing Machinery, New York, NY, USA (2013)

    Google Scholar 

  17. Dumais, S.: Latent semantic analysis. Annual review of information science and technology 38(1), 188–230 (2004)

    Article  Google Scholar 

  18. Eisenbarth, T., Koschke, R., Simon, D.: Derivation of feature component maps by means of concept analysis. In: Software Maintenance and Reengineering, 2001. Fifth European Conference on, pp. 176–179. IEEE (2001)

    Google Scholar 

  19. El-Sharkawy, S., Yamagishi-Eichler, N., Schmid, K.: Metrics for analyzing variability and its implementation in software product lines: A systematic literature review. Information and Software Technology 106, 1–30 (2019)

    Article  Google Scholar 

  20. Eyal-Salman, H., Seriai, D., Dony, C.: Identifying traceability links between product variants and their features. In: 1st International workshop on Reverse Variability Engineering, pp. 17–22 (2013)

    Google Scholar 

  21. Eyal-Salman, H., Seriai, D., Dony, C.: Feature location in a collection of product variants: Combining information retrieval and hierarchical clustering. In: Software Engineering and Knowledge Engineering, pp. 426–430 (2014)

    Google Scholar 

  22. Ferrari, A., Spagnolo, G.O., Dell’Orletta, F.: Mining commonalities and variabilities from natural language documents. In: 17th International Software Product Line Conference, pp. 116–120. ACM (2013)

    Google Scholar 

  23. Fischer, S., Linsbauer, L., Lopez-Herrejon, R.E., Egyed, A.: Enhancing clone-and-own with systematic reuse for developing software variants. In: Software Maintenance and Evolution (ICSME), 2014 IEEE International Conference on, pp. 391–400. IEEE (2014)

    Google Scholar 

  24. Hamza, H.S., Martinez, J., Alonso, C.: Introducing product line architectures in the erp industry: Challenges and lessons learned. In: SPLC Workshops, pp. 263–266 (2010)

    Google Scholar 

  25. Hubaux, A., Heymans, P., Benavides, D.: Variability modeling challenges from the trenches of an open source product line re-engineering project. In: 12th International Software Product Line Conference, pp. 55–64. IEEE (2008)

    Google Scholar 

  26. Jain, A.K., Dubes, R.C.: Algorithms for clustering data. Prentice-Hall, Inc. (1988)

    MATH  Google Scholar 

  27. Kang, K., Cohen, S., Hess, J.A., Novak, W., Peterson, A.: Feature-oriented domain analysis (FODA) feasibility study. Tech. rep., DTIC Document (1990)

    Google Scholar 

  28. Kang, K., Kim, M., Lee, J., Kim, B.: Feature-oriented re-engineering of legacy systems into product line assets–a case study. In: International Conference on Software Product Lines, pp. 45–56. Springer (2005)

    Google Scholar 

  29. Kelly, M., Alexander, J., Adams, B., Hassan, A.: Recovering a balanced overview of topics in a software domain. In: Source Code Analysis and Manipulation (SCAM), 2011 11th IEEE International Working Conference on, pp. 135–144. IEEE (2011)

    Google Scholar 

  30. Klatt, B., Krogmann, K., Seidl, C.: Program dependency analysis for consolidating customized product copies. In: IEEE International Conference on Software Maintenance and Evolution, pp. 496–500. IEEE (2014)

    Google Scholar 

  31. Krueger, C.: Easing the transition to software mass customization. In: International Workshop on Software Product-Family Engineering, pp. 282–293. Springer (2001)

    Google Scholar 

  32. Krüger, J., Mahmood, W., Berger, T.: Promote-pl: A round-trip engineering process model for adopting and evolving product lines. In: Proceedings of the 24th ACM Conference on Systems and Software Product Line: Volume A - Volume A, SPLC ’20. Association for Computing Machinery, New York, NY, USA (2020)

    Google Scholar 

  33. Kulesza, U., Alves, V., Garcia, A., Neto, A., Cirilo, E., De Lucena, C., Borba, P.: Mapping features to aspects: A model-based generative approach. In: Early Aspects Workshop, pp. 155–174. Springer (2007)

    Google Scholar 

  34. Laguna, M.A., Crespo, Y.: A systematic mapping study on software product line evolution: From legacy system reengineering to product line refactoring. Science of Computer Programming 78(8), 1010–1034 (2013)

    Article  Google Scholar 

  35. Leitner, A., Kreiner, C.: Managing erp configuration variants: An experience report. In: Proceedings of the 2010 Workshop on Knowledge-Oriented Product Line Engineering, KOPLE ’10. Association for Computing Machinery, New York, NY, USA (2010)

    Google Scholar 

  36. Marchezan, L., Carbonell, J., Rodrigues, E., Bernardino, M., Basso, F.P., Assunção, W.K.G.: Enhancing the feature retrieval process with scoping and tool support: Paxspl_v2. In: Proceedings of the 24th ACM International Systems and Software Product Line Conference - Volume B, SPLC ’20, p. 29–36. Association for Computing Machinery, New York, NY, USA (2020)

    Google Scholar 

  37. Marchezan, L., Rodrigues, E., Bernardino, M., Basso, F.P.: PAxSPL: A feature retrieval process for software product line reengineering. Software: Practice and Experience 49(8), 1278–1306 (2019)

    Google Scholar 

  38. Marchezan, L., Rodrigues, E., Bernardino, M., Basso, F.P.: PAxSPL: A Feature Retrieval Process for SPL Reengineering. In: Proceedings of the 24th ACM Conference on Systems and Software Product Line: Volume A - Volume A, SPLC ’20. Association for Computing Machinery, New York, NY, USA (2020)

    Google Scholar 

  39. Martinez, J., Assunção, W.K.G., Ziadi, T.: ESPLA: A Catalog of Extractive SPL Adoption Case Studies. In: Proceedings of the 21st International Systems and Software Product Line Conference - Volume B, SPLC ’17, pp. 38–41. ACM, New York, NY, USA (2017)

    Google Scholar 

  40. Martinez, J., Ziadi, T., Bissyandé, T., Klein, J., Le Traon, Y.: Bottom-up adoption of software product lines: a generic and extensible approach. In: Proceedings of the 19th International Conference on Software Product Line, pp. 101–110. ACM (2015)

    Google Scholar 

  41. Martinez, J., Ziadi, T., Klein, J., Le Traon, Y.: Identifying and visualising commonality and variability in model variants. In: European Conference on Modelling Foundations and Applications, pp. 117–131. Springer (2014)

    Google Scholar 

  42. Mazo, R., Assar, S., Salinesi, C., Ben Hassen, N.: Using software product line to improve ERP engineering : literature review and analysis. Latin-American Journal of Computing (LAJC) 1(1), . (2014). URL https://hal.archives-ouvertes.fr/hal-02397633

  43. Muller, J.: Value-based portfolio optimization for software product lines. In: 15th International Software Product Line Conference, pp. 15–24 (2011)

    Google Scholar 

  44. Nöbauer, M., Seyff, N., Dhungana, D., Stoiber, R.: Managing variability of ERP ecosystems: Research issues and solution ideas from microsoft dynamics ax. In: Proceedings of the Sixth International Workshop on Variability Modeling of Software-Intensive Systems, VaMoS ’12, p. 21–26. Association for Computing Machinery, New York, NY, USA (2012)

    Google Scholar 

  45. Nöbauer, M., Seyff, N., Groher, I.: Similarity analysis within product line scoping: An evaluation of a semi-automatic approach. In: International Conference on Advanced Information Systems Engineering, pp. 165–179. Springer (2014)

    Google Scholar 

  46. Noor, M.A., Grünbacher, P., Hoyer, C.: A collaborative method for reuse potential assessment in reengineering-based product line adoption. In: Balancing Agility and Formalism in Software Engineering, pp. 69–83. Springer Berlin Heidelberg, Berlin, Heidelberg (2008)

    Google Scholar 

  47. Rabiser, R., Wolfinger, R., Grünbacher, P.: Three-level customization of software products using a product line approach. In: 2009 42nd Hawaii International Conference on System Sciences, pp. 1–10 (2009)

    Google Scholar 

  48. Runeson, P., Host, M., Rainer, A., Regnell, B.: Case study research in software engineering: Guidelines and examples. John Wiley & Sons (2012)

    Google Scholar 

  49. Schmid, K.: A comprehensive product line scoping approach and its validation. In: Proceedings of the 24th International Conference on Software Engineering, ICSE ’02, pp. 593–603. ACM, New York, NY, USA (2002)

    Google Scholar 

  50. Stumme, G.: Formal concept analysis. In: Handbook on ontologies, pp. 177–199. Springer (2009)

    Google Scholar 

  51. Van der Linden, F., Schmid, K., Rommes, E.: Software product lines in action: the best industrial practice in product line engineering, 2007th edn. Springer Science & Business Media (2007)

    Google Scholar 

  52. Weston, N., Chitchyan, R., Rashid, A.: A framework for constructing semantically composable feature models from natural language requirements. In: 13th International Software Product Line Conference, pp. 211–220. Carnegie Mellon University (2009)

    Google Scholar 

  53. Wolfinger, R., Reiter, S., Dhungana, D., Grünbacher, P., Prähofer, H.: Supporting runtime system adaptation through product line engineering and plug-in techniques. In: Seventh International Conference on Composition-Based Software Systems (ICCBSS 2008), pp. 21–30 (2008)

    Google Scholar 

  54. Xue, Y., Xing, Z., Jarzabek, S.: Feature location in a collection of product variants. In: Reverse Engineering (WCRE), 2012 19th Working Conference on, pp. 145–154. IEEE (2012)

    Google Scholar 

  55. Yang, Y., Peng, X., Zhao, W.: Domain feature model recovery from multiple applications using data access semantics and formal concept analysis. In: Reverse Engineering, 2009. WCRE’09. 16th Working Conference on, pp. 215–224. IEEE (2009)

    Google Scholar 

Download references

Acknowledgements

This work was partially supported by the Carlos Chagas Filho Foundation for Supporting Research in the State of Rio de Janeiro (FAPERJ), under the PDR-10 program, grant 202073/2020. This work was partially supported by the Natural Sciences and Engineering Research Council of Canada (NSERC) grant RGPIN-2017-05421.

Author information

Authors and Affiliations

Authors

Corresponding authors

Correspondence to Luciano Marchezan or Wesley K. G. Assunção .

Editor information

Editors and Affiliations

Appendix

Appendix

1.1 Survey 1 Questions: Participants Information

  1. 1.

    How many times have you participated in a case study?

  2. 2.

    How many times have you performed a SPL re-engineering process before?

  3. 3.

    Regarding your technical knowledge, please check the following options: ()SPL () Re-engineering () SPL Re-engineering () Feature Model () Feature Diagrams ()Feature Retrieval Techniques

  4. 4.

    How is the variability of products being performed in this organization?

1.2 Survey 2 Questions: Answered After Phase 1

  1. 1.

    Describe any difficulty that you may had during PAxSPL execution.

  2. 2.

    How helpful were PAxSPL’s guidelines? Not Much Helpful 1–5 Very Helpful

  3. 3.

    In which activities did you spend more time during PAxSPL execution?

  4. 4.

    Which artifacts were more used during the reengineering?

  5. 5.

    What artifacts were more important during PAxSPL execution?

  6. 6.

    What changes would you recommend for PAxSPL?

1.3 Survey 3 Questions: Answered After Phase 2

  1. 1.

    What were the main difficulties to re-apply PAxSPL?

  2. 2.

    What were the main benefits to re-apply PAxSPL?

  3. 3.

    In which activities did you spend more time during PAxSPL re-execution?

  4. 4.

    How many artifacts from the first execution the team could reuse?

  5. 5.

    How many artifacts from the first execution the team could reuse without modification?

  6. 6.

    How helpful were PAxSPL’s guidelines? Not Much Helpful 1–5 Very Helpful

  7. 7.

    What artifacts were more important during PAxSPL re-execution?

  8. 8.

    What changes would you recommend for PAxSPL?

Rights and permissions

Reprints and permissions

Copyright information

© 2023 Springer Nature Switzerland AG

About this chapter

Check for updates. Verify currency and authenticity via CrossMark

Cite this chapter

Marchezan, L., Rodrigues, E., Carbonell, J., Bernardino, M., Basso, F.P., Assunção, W.K.G. (2023). PAxSPL: A Framework for Aiding SPL Reengineering Planning. In: Lopez-Herrejon, R.E., Martinez, J., Guez Assunção, W.K., Ziadi, T., Acher, M., Vergilio, S. (eds) Handbook of Re-Engineering Software Intensive Systems into Software Product Lines. Springer, Cham. https://doi.org/10.1007/978-3-031-11686-5_13

Download citation

  • DOI: https://doi.org/10.1007/978-3-031-11686-5_13

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-031-11685-8

  • Online ISBN: 978-3-031-11686-5

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics