Skip to main content
Log in

A geometry search approach in case-based tool reuse for mould manufacturing

  • ORIGINAL ARTICLE
  • Published:
The International Journal of Advanced Manufacturing Technology Aims and scope Submit manuscript

Abstract

Similar freeform surfaces are widely adopted in product family or different generations. Manufacturing of these surfaces with efficiency is essential to competitiveness of the company. Conventionally, milling tools were chosen mainly by experience; therefore, reuse of existing experience is essential to advanced manufacturing. This paper proposed a novel geometry search approach to recommend tool selection for review and reuse based on previous cases. First, a hierarchical representation is extracted from freeform meshes. Then, qualitative and quantitative properties were defined to support matching and comparison in the level of detail. Geometry search algorithm is then adapted with boundary condition to find best sequence of tools, where existing cases were stored in layered slices along with their tool information, and new case of cavity is explored in a sequence to progressively find the best match of each layer. Finally, retrieved tools were adapted to review and assist for process planners. A prototype system and a case study are provided to demonstrate the proposed method.

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

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Jiang YJ, Chen J, Ruan XY (2006) Fuzzy similarity-based rough set method for case-based reasoning and its application in tool selection. Int J Mach Tools Manuf 46(2):107–113

    Article  Google Scholar 

  2. Zhou L, Hu SJ, Stoughton TB (2011) Die face morphing with formability assessment. J Manuf Sci Eng 133(1):011–003

    Article  Google Scholar 

  3. Fu J, Joshi S, Simpson T (2008) Shape differentiation of freeform surfaces using a similarity measure based on an integral of gaussian curvature. Comput Aided Des 40(3):311–323

    Article  Google Scholar 

  4. You C, Tsai Y, Liu K (2010) Representation and similarity assessment in case-based process planning and die design for manufacturing automotive panels. Int J Adv Manuf Technol 51(1):297–310

    Article  Google Scholar 

  5. Lasemi A, Xue D, Gu P (2010) Recent development in CNC machining of freeform surfaces: a state-of-the-art review. Comput Aided Des 42(7):641–654

    Article  Google Scholar 

  6. Hatna A, Grieve R, Broomhead P (1998) Automatic CNC milling of pockets: geometric and technological issues. Comput Integr Manuf Syst 11(4):309–330

    Article  Google Scholar 

  7. Lee Y, Choi B, Chang T (1992) Cut distribution and cutter selection for sculptured surface cavity machining. Int J Prod Res 30(6):1447–1470

    Article  Google Scholar 

  8. Wang Y, Ma HJ, Gao CH, Xu HG, Zhou XH (2005) A computer aided tool selection system for 3D die/mould-cavity nc machining using both a heuristic and analytical approach. Int J Comput Integr Manuf 18(8):686–701

    Article  Google Scholar 

  9. Balasubramaniam M, Joshi Y, Engels D, Sarma S, Shaikh Z (2001) Tool selection in three-axis rough machining. Int J Prod Res 39(18):4215–4238

    Article  MATH  Google Scholar 

  10. D’Souza RM, Sequin C, Wright PK (2004) Automated tool sequence selection for 3-axis machining of free-form pockets. Comput Aided Des 36(7):595–605

    Article  Google Scholar 

  11. Lasemi A (2014) An integrated approach for precision machining of freeform surfaces

  12. Churchill AW, Husbands P, Philippides A (2012) Metaheuristic approaches to tool selection optimisation. In: Proceedings of the fourteenth international conference on Genetic and evolutionary computation conference. ACM, pp 1079–1086

  13. Guo Y, Hu J, Peng Y (2012) A CBR system for injection mould design based on ontology: a case study. Comput Aided Des 44(6):496–508

    Article  Google Scholar 

  14. Lin A, Gian R (1999) A multiple-tool approach to rough machining of sculptured surfaces. Int J Adv Manuf Technol 15(6):387–398

    Article  Google Scholar 

  15. Vosniakos GC, Krimpenis A (2002) Optimisation of multiple tool CNC rough machining of a hemisphere as a genetic algorithm paradigm application. Int J Adv Manuf Technol 20(10):727–734

    Article  Google Scholar 

  16. Krimpenis A, Vosniakos GC (2009) Rough milling optimisation for parts with sculptured surfaces using genetic algorithms in a stackelberg game. J Intell Manuf 20(4):447–461

    Article  Google Scholar 

  17. Bouaziz Z, Zghal A (2008) Optimization and selection of cutters for 3D pocket machining. Int J Comput Integr Manuf 21(1):73–88

    Article  Google Scholar 

  18. Spanoudakis P, Tsourveloudis N, Nikolos I (2008) Optimal selection of tools for rough machining of sculptured surfaces. In: Proceedings of the international multiconference of engineers and computer scientists, vol 2, pp 1697–1702

  19. Ahmad Z, Rahmani K, RM DSouza (2010) Applications of genetic algorithms in process planning: tool sequence selection for 2.5-axis pocket machining. J Intell Manuf 21(4):461–470

    Article  Google Scholar 

  20. Wang Z, Liu Z, Ai X (2003) Case representation and similarity in high-speed machining. Int J Mach Tools Manuf 43(13):1347–1353

    Article  Google Scholar 

  21. Liu ZB, Bu SH, Zhou K, Gao SM, Han JW, Wu J (2013) A survey on partial retrieval of 3D shapes. J Comput Sci Technol 28(5):836–851

    Article  Google Scholar 

  22. Osada R, Funkhouser T, Chazelle B, Dobkin D (2002) Shape distributions. ACM Trans Graph (TOG) 21(4):807–832

    Article  Google Scholar 

  23. Hilaga M, Shinagawa Y, Kohmura T, Kunii TL (2001) Topology matching for fully automatic similarity estimation of 3D shapes. In: Proceedings of the 28th annual conference on computer graphics and interactive techniques. ACM, pp 203–212

  24. Bai J, Gao SM, Tang WH, Liu YS, Guo S (2009) Semantic-based partial retrieval of cad models for design reuse. In: 2009 SIAM/ACM Joint Conference on Geometric and Physical Modeling. ACM, pp 271–276

  25. El-Mehalawi M, Allen Miller R (2003a) A database system of mechanical components based on geometric and topological similarity. part I: representation. Comput Aided Des 35(1):83–94

    Article  Google Scholar 

  26. El-Mehalawi M, Allen Miller R (2003b) A database system of mechanical components based on geometric and topological similarity. part II: indexing, retrieval, matching, and similarity assessment. Comput Aided Des 35(1):95–105

    Article  Google Scholar 

  27. You CF, Tsai YL (2010) 3D solid model retrieval for engineering reuse based on local feature correspondence. Int J Adv Manuf Technol 46(5–8):649–661

    Article  Google Scholar 

  28. Liu W, He YJ (2008) Representation and retrieval of 3D CAD models in parts library. Int J Adv Manuf Technol 36(9–10):950–958

    Google Scholar 

  29. Zheng XJ, Wang YS, Teng HF, Qu FZ (2009) Local scale-based 3D model retrieval for design reuse. Int J Adv Manuf Technol 43(3–4):294–303

    Article  Google Scholar 

  30. Bronstein A, Bronstein M, Bronstein M, Kimmel R (2008) Numerical geometry of non-rigid shapes. Springer, New York

    MATH  Google Scholar 

  31. Bespalov D, Shokoufandeh A, Regli WC, Sun W (2003) Scale-space representation of 3D models and topological matching. In: Proceedings of the eighth ACM symposium on solid modeling and applications. ACM, pp 208–215

  32. Zou KS, Ip WH, Wu CH, Chen ZQ, Yung KL, Chan CY (2012) A novel 3D model retrieval approach using combined shape distribution. Multimed Tools Appl:1–20

  33. Tan S, Yuen M, Sze W, Kwong K (1990) Parting lines and parting surfaces of injection moulded parts. Proc IME B J Eng Manufact 204(4):211–221

    Article  Google Scholar 

  34. Gupta RK, Gurumoorthy B (2012) Automatic extraction of free-form surface features (ffsfs). Comput Aided Des 44(2):99–112

    Article  Google Scholar 

  35. Campbell R, Flynn P (2001) A survey of free-form object representation and recognition techniques. Comp Vision Image Underst (CVIU) 81(2):166–210

    Article  MATH  Google Scholar 

  36. Martinet A, Soler C, Holzschuch N, Sillion F (2006) Accurate detection of symmetries in 3D shapes. ACM Trans Graph (TOG) 25(2):439–464

    Article  Google Scholar 

  37. Cordella LP, Foggia P, Sansone C, Vento M (2004) A (sub)graph isomorphism algorithm for matching large graphs. IEEE Trans Pattern Anal Mach Intelligence 26(10):1367–1372

    Article  Google Scholar 

  38. (2014) Pythonxy. https://code.google.com/p/pythonxy. [Accessed 10 May 2014]

  39. Falcidieno B (2004) Aim@ shape project presentation. In: Proceedings shape modeling applications, 2004. IEEE, p 329

  40. (2014) Grabcad. https://grabcad.com/library. [Accessed 23 Sep 2014]

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Xionghui Zhou.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Li, Z., Zhou, X., Liu, W. et al. A geometry search approach in case-based tool reuse for mould manufacturing. Int J Adv Manuf Technol 79, 757–768 (2015). https://doi.org/10.1007/s00170-015-6820-0

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00170-015-6820-0

Keywords

Navigation