Development of a smart machining system using self-optimizing control

International Journal of Advanced Manufacturing Technology

Volumn 74, Issue 9-12, 2014, Pages 1365-1380

  Park, Hong Seok ^a   Tran, Ngoc Hien ^b  

^a University of Ulsan   (South Korea)

^b University of Transport and Communications   (Viet Nam)

Author keywords

Artificial intelligence; Quality oriented control; Self adjustment; Self optimizing control; Smart machining

Indexed keywords

ANT COLONY OPTIMIZATION; ARTIFICIAL INTELLIGENCE; COSTS; CUTTING TOOLS; INSPECTION; MACHINING; MACHINING CENTERS; WEAR OF MATERIALS;

ADVANCED TECHNOLOGY; AUTONOMOUS ENTITIES; CONSISTENT QUALITY; MACHINING OPERATIONS; MANUFACTURING COMPANIES; MONITORING AND CONTROL; SELF ADJUSTMENT; SELF-OPTIMIZING CONTROL;

PROCESS CONTROL;

EID: 84911005063     PISSN: 02683768     EISSN: 14333015     Source Type: Journal    
DOI: 10.1007/s00170-014-6076-0     Document Type: Article

References (36)

1. Wang L, Gao RX (2006) Condition monitoring and control for intelligent manufacturing. Springer-Verlag London Limited, London
2. Benardos PG, Vosniakos GC (2003) Predicting surface roughness in machining: a review. Int J Mach Tools Manuf 43:833–844
3. Cruz CED, Aguiar PR, Machado AR, Bianchi EC, Contrucci JG, Neto FC (2013) Monitoring in precision metal drilling process using multi-sensors and neural network. Int J Adv Manuf Technol 66:151–158
4. Koren Y (1989) Adaptive control systems for machining. Manuf Rev 2:6–15
5. Liu TI, Song SD, Liu G, Wu Z (2013) Online monitoring and measurements of tool wear for precision turning of stainless steel parts. Int J Adv Manuf Technol 65:1397–1407
6. Rehorn AG, Jiang J, Orban PE (2005) State-of-the-art methods and results in tool condition monitoring: a review. Int J Adv Manuf Technol 26:693–710
7. Chen XQ, Li HZ (2009) Development of a tool wear observer model for online tool condition monitoring and control in machining. Int J Adv Manuf Technol 45:786–800
8. Zorzut S, Gradišar D, Jovan V, Mušič G (2009) Use of a procedural model in the design of production control for a polymerization plant. Int J Adv Manuf Technol 44:1051–1062
9. Park HS, Tran NH (2011) An autonomous manufacturing system for adapting to disturbances. Int J Adv Manuf Technol 56:1159–1165
10. Christo C, Cardeira C (2007) Trends in intelligent manufacturing systems. IEEE International Symposium on Industrial Electronics – ISIE 2007, pp. 3209–3214
11. Brussel HV, Bongaerts L, Wyns J, Valckenaers P, Ginderachter TV (1999) A conceptual framework for holonic manufacturing: identification of manufacturing holons. J Manuf Syst 18(1):35–52
12. Ueda K, Kito T, Fujii N (2006) Modeling biological manufacturing system with bounded-rational agents. Ann CIRP 55(1):469–472
13. Leitao P, Restivo F (2002) Agent-based holonic production control. Proceedings of the 13th International Workshop on Database and Expert Systems Applications, pp. 589–596
14. EIMaraghy HA (2006) Flexible and reconfigurable manufacturing systems paradigms. Int J Flex Manuf Syst 17(4):261–276
15. Leitao P (2009) Holonic rationale and bio-inspiration on design of complex emergent and evolvable systems. Trans Larg Scale Data Knowl Cent Syst I 5740:243–266
16. Nof SY (2009) Handbook of automation. Springer-Verlag Berlin Heidelberg, Berlin
17. Nakamoto K, Shirase K, Wakamatsu H, Tsumaya A, Arai E (2004) Development of an innovative autonomous machine tool for dynamic product planning. Sci Technol Adv Mater 5:283–291
18. Nagurka ML, Englert PJ (1989) Toward an intelligent machine tool for flexible manufacturing. Robot Comput Integr Manuf 6:229–236
19. Sutherland JW, Ferreira PM, DeVor RE, Kapoor SG (1988) An integrated approach to machine tool system analysis, design and control. Proceedings of the 3rd International Conference on Computer-Aided Production Engineering, USA, pp. 429–445
20. Sato T, Kakino Y, Saraie H (2002) Proposal of the extended system framework of intelligent machine tool. Japan-USA Symp Flex Autom
21. Shirase K, Nakamoto K, Arai E, Moriwaki T (2005) Digital copy milling-autonomous milling process control without an NC program. Robot Comput Integr Manuf 21:312–317
22. Brezocnik M, Balic J, Brezocnik Z (2003) Emergence of intelligence in next-generation manufacturing systems. Robot Comput Integr Manuf 19:55–63
23. Denkena B, Henning H, Lorenzen LE (2010) Genetics and intelligence: new approaches in production engineering. Prod Eng Res Dev 4:65–73
24. Pritschow G, Wurst KH, Kircher C, Seyfarth M (2009) Control of reconfigurable machine tools. In: EIMaraghy HA (ed) Changeable and reconfigurable manufacturing systems. Springer-Verlag London Limited, London, pp.71–100
25. Labib AW (2006) Next generation maintenance systems: towards the design of a self-maintenance machine. IEEE International Conference on Industrial Informatics, Singapore, pp. 213–217
26. Atluru S, Huang SH, Snyder JP (2012) A smart machine supervisory system framework. Int J Adv Manuf Technol 58:563–572
27. Baskar N, Asokan P, Saravanan R, Prabhaharan G (2005) Optimization of machining parameters for milling operations using non-conventional methods. Int J Adv Manuf Technol 25:1078–1088
28. Pal S, Heyns PS, Freyer BH, Theron NJ, Pal SK (2011) Tool wear monitoring and selection of optimum cutting conditions with progressive tool wear effect and input uncertainties. J Intell Manuf 22:491–504
29. Tarng YS, Wang YS (1994) A new adaptive controller for constant turning force. J Adv Manuf Technol 9:211–216
30. Zaeh MF, Beetz M, Shea K, Reinhart G, Bender K, Lau C, Ostgathe M, Vogl W, Wiesbeck M, Engelhard M, Ertelt C, Rühr T, Friedrich M, Herle S (2009) The cognitive factory. In: EIMaraghy HA (ed) Changeable and reconfigurable manufacturing systems. Springer-Verlag London Limited, London, pp. 355–371
31. Zhao X, Son Y (2008) BDI-based human decision-making model in automated manufacturing systems. Int J Model Simul 28:347–356
32. Vieira GE, Hermann JW, Lin E (2003) Rescheduling manufacturing systems: a framework of strategies, policies, and methods. J Sched 6:39–62
33. Xiang W, Lee HP (2008) Ant colony intelligence in multi-agent dynamic manufacturing scheduling. Eng Appl Artif Intell 21:73–85
34. Bocker J, Schulz B, Knoke T, Frohleke N (2006) Self-optimization as a framework for advanced control systems. IECON 2006 – 32nd Annual Conference of IEEE Industrial Electronics, France, pp. 4671–4675
35. Wang P, Propes N, Khiripet N, Li Y, Vachtsevanos G (1999) An integrated approach to machine fault diagnosis. IEEE Annual Textile, Fiber and Film Industry Technical Conference, USA, pp. 59–65
36. Oberg E, Jones FD, Horton HL, Ryffel HH (2004) 27th edition Machinery’s handbook. Industrial Press INC, New York