Skip to main content
Erschienen in: Production Engineering 1/2018

04.12.2017 | Production Process

End wear compensation during planetary EDM of Ti–6Al–4V by adaptive neuro fuzzy inference system

verfasst von: Vishal John Mathai, Harshit K. Dave, Keyur P. Desai

Erschienen in: Production Engineering | Ausgabe 1/2018

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Wear on the tool electrode is one of the most critical issues in electro discharge machining (EDM) process, as it affects the dimensional accuracy of the final feature as well as increase in total production cost due to the requirement of post processing. In present study, an attempt has been made to develop a compensation model for end wear of the tool electrode during planetary EDM of Ti–6Al–4V using adaptive neuro fuzzy inference system (ANFIS). Prior to model development, detailed analysis has been carried out to understand the effect of various electrical as well as tool actuation parameters on end wear of the tool electrode. Further, an algorithm is coded in MATLAB interface using the ANFIS model developed for end wear as the prediction element. The proposed model is capable of providing the compensated machining depth for a specified cavity dimension when a set of electrical and tool actuation parameters are provided. Validation of the model has been carried out by comparing the predicted and actual results for machining depth under different experimental conditions. The values of compensated depth obtained using the proposed model are found to be in reasonable agreement with actual results.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Singh A, Kumar P, Singh I (2013) Electric discharge drilling of metal matrix composites with different tool geometries. Proc Inst Mech Eng Part B J Eng Manuf 227(8):1245–1249CrossRef Singh A, Kumar P, Singh I (2013) Electric discharge drilling of metal matrix composites with different tool geometries. Proc Inst Mech Eng Part B J Eng Manuf 227(8):1245–1249CrossRef
2.
Zurück zum Zitat Jahan MP, Rahman M, Wong S et al (2010) On-machine fabrication of high-aspect-ration micro-electrode and application in vibration-assisted micro-electrodischarge drilling of tungsten carbide. Proc Inst Mech Eng Part B: J Eng Manuf 224(5):765–814CrossRef Jahan MP, Rahman M, Wong S et al (2010) On-machine fabrication of high-aspect-ration micro-electrode and application in vibration-assisted micro-electrodischarge drilling of tungsten carbide. Proc Inst Mech Eng Part B: J Eng Manuf 224(5):765–814CrossRef
3.
Zurück zum Zitat Rajurkar KP, Royo GF (1989) Effect of RF control and orbital motion on surface integrity of EDM components. J Mech Work Technol 20:341–352CrossRef Rajurkar KP, Royo GF (1989) Effect of RF control and orbital motion on surface integrity of EDM components. J Mech Work Technol 20:341–352CrossRef
4.
Zurück zum Zitat Yu ZY, Rajurkar KP, Shen H (2002) High aspect ratio and complex shaped blind micro holed by micro EDM, CIRP Ann. Manuf Technol 51(1):359–362CrossRef Yu ZY, Rajurkar KP, Shen H (2002) High aspect ratio and complex shaped blind micro holed by micro EDM, CIRP Ann. Manuf Technol 51(1):359–362CrossRef
5.
Zurück zum Zitat El-Taweel TA, Hewidy MS (2009) Enhancing the performance of electrical-discharge machining via various planetary modes. Int J Mach Machinabil Mater 5(2–3):308–320 El-Taweel TA, Hewidy MS (2009) Enhancing the performance of electrical-discharge machining via various planetary modes. Int J Mach Machinabil Mater 5(2–3):308–320
6.
Zurück zum Zitat Bamberg E, Heamawatanachai S (2009) Orbital electrode actuation to improve efficiency of drilling micro holes by micro-EDM. J Mater Process Technol 209:1826–1834CrossRef Bamberg E, Heamawatanachai S (2009) Orbital electrode actuation to improve efficiency of drilling micro holes by micro-EDM. J Mater Process Technol 209:1826–1834CrossRef
7.
Zurück zum Zitat Kaneko T, Tsuchiya M (1988) Three-dimensional numerically controlled contouring by electric discharge machining with compensation for the deformation of cylindrical tool electrodes. Precis Eng 10(3):157–163CrossRef Kaneko T, Tsuchiya M (1988) Three-dimensional numerically controlled contouring by electric discharge machining with compensation for the deformation of cylindrical tool electrodes. Precis Eng 10(3):157–163CrossRef
8.
Zurück zum Zitat Yan MT, Lin SS (2011) Process planning and electrode wear compensation for 3D micro-EDM. Int J Adv Manuf Technol 53:209–219CrossRef Yan MT, Lin SS (2011) Process planning and electrode wear compensation for 3D micro-EDM. Int J Adv Manuf Technol 53:209–219CrossRef
9.
Zurück zum Zitat Bissacco G, Tristo G, Valentincic J (2010) Assessment of electrode wear measurement in micro EDM milling. In: Proceedings of 6th international conference on multi material micro manufacture (4M), pp. 155–158 Bissacco G, Tristo G, Valentincic J (2010) Assessment of electrode wear measurement in micro EDM milling. In: Proceedings of 6th international conference on multi material micro manufacture (4M), pp. 155–158
10.
Zurück zum Zitat Yu ZY, Masuzawa T, Fujino M (1998) Micro-EDM for three-dimensional cavities-development of uniform wear method. CIRP Ann Manuf Technol 47(1):169–172CrossRef Yu ZY, Masuzawa T, Fujino M (1998) Micro-EDM for three-dimensional cavities-development of uniform wear method. CIRP Ann Manuf Technol 47(1):169–172CrossRef
11.
Zurück zum Zitat Bleys P, Kruth JP, Lauwers B (2004) Sensing and compensation of tool wear in milling EDM. J Mater Process Technol 149:139–146CrossRef Bleys P, Kruth JP, Lauwers B (2004) Sensing and compensation of tool wear in milling EDM. J Mater Process Technol 149:139–146CrossRef
12.
Zurück zum Zitat Li L, Hao J, Deng Y et al (2013) Study of dry EDM milling integrated with electrode wear compensation and finishing. Mater Manuf Process 28:403–407CrossRef Li L, Hao J, Deng Y et al (2013) Study of dry EDM milling integrated with electrode wear compensation and finishing. Mater Manuf Process 28:403–407CrossRef
13.
Zurück zum Zitat Tong H, Zhang L, Li Y (2014) Algorithms and machining experiments to reduce depth errors in servo scanning 3D micro EDM. Precis Eng 38:538–547CrossRef Tong H, Zhang L, Li Y (2014) Algorithms and machining experiments to reduce depth errors in servo scanning 3D micro EDM. Precis Eng 38:538–547CrossRef
14.
Zurück zum Zitat Yu HL, Luan JJ, Li JZ et al (2010) A new electrode wear compensation method for improving performance in 3D micro EDM milling. J Micromec Microeng 20:1–7 Yu HL, Luan JJ, Li JZ et al (2010) A new electrode wear compensation method for improving performance in 3D micro EDM milling. J Micromec Microeng 20:1–7
15.
Zurück zum Zitat Chang YF, Chiu ZH (2004) Electrode wear-compensation of electric discharge scanning process using a robust gap-control. Mechatron 14:1121–1139CrossRef Chang YF, Chiu ZH (2004) Electrode wear-compensation of electric discharge scanning process using a robust gap-control. Mechatron 14:1121–1139CrossRef
16.
Zurück zum Zitat Bissacco G, Tristo G, Hansen HN et al (2013) Reliability of electrode wear compensation based on material removal per discharge in micro EDM milling. CIRP Ann Manuf Technol 623:179–182CrossRef Bissacco G, Tristo G, Hansen HN et al (2013) Reliability of electrode wear compensation based on material removal per discharge in micro EDM milling. CIRP Ann Manuf Technol 623:179–182CrossRef
17.
Zurück zum Zitat Teimouri R, Sohrabpoor H (2013) Application of adaptive neuro-fuzzy inference system and cuckoo optimization algorithm for analysing electrochemical machining process. Front Mech Eng 8(4):429–442CrossRef Teimouri R, Sohrabpoor H (2013) Application of adaptive neuro-fuzzy inference system and cuckoo optimization algorithm for analysing electrochemical machining process. Front Mech Eng 8(4):429–442CrossRef
18.
Zurück zum Zitat Caydas U, Hascalik A, Ekici S (2009) An adaptive neuro-fuzzy inference system (ANFIS) model for wire-EDM. Expert Syst with Appl 36:6135–6139CrossRef Caydas U, Hascalik A, Ekici S (2009) An adaptive neuro-fuzzy inference system (ANFIS) model for wire-EDM. Expert Syst with Appl 36:6135–6139CrossRef
19.
Zurück zum Zitat Maji K, Pratihar DK (2010) Forward and reverse mappings of electrical discharge machining process using adaptive network-based fuzzy inference system. Expert Syst Appl 37:8566–8574CrossRef Maji K, Pratihar DK (2010) Forward and reverse mappings of electrical discharge machining process using adaptive network-based fuzzy inference system. Expert Syst Appl 37:8566–8574CrossRef
20.
Zurück zum Zitat Suganthi XH, Natarajan U, Sathiyamurthy S et al (2013) Prediction of quality responses in micro-EDM process using adaptive neuro-fuzzy inference system (ANFIS) model. Int J Adv Manuf Technol 68(1):339–347CrossRef Suganthi XH, Natarajan U, Sathiyamurthy S et al (2013) Prediction of quality responses in micro-EDM process using adaptive neuro-fuzzy inference system (ANFIS) model. Int J Adv Manuf Technol 68(1):339–347CrossRef
21.
Zurück zum Zitat Al-Ghamdi K, Taylan O (2015) A comparative study on modelling material removal rate by ANFIS and polynomial methods in electrical discharge machining process. Computers Ind Eng 79:27–41CrossRef Al-Ghamdi K, Taylan O (2015) A comparative study on modelling material removal rate by ANFIS and polynomial methods in electrical discharge machining process. Computers Ind Eng 79:27–41CrossRef
22.
Zurück zum Zitat Shabgard MR, Badamchizadeh MA, Ranjbary G et al (2013) Fuzzy approach to select machining parameters in electrical discharge machining (EDM) and ultrasonic-assisted EDM process. J Manuf Syst 32:32–39CrossRef Shabgard MR, Badamchizadeh MA, Ranjbary G et al (2013) Fuzzy approach to select machining parameters in electrical discharge machining (EDM) and ultrasonic-assisted EDM process. J Manuf Syst 32:32–39CrossRef
23.
Zurück zum Zitat Azhiri RB, Teimouri R, Baboly MG et al (2014) Application of Taguchi, ANFIS and grey relational analysis for studying, modelling and optimization of wire EDM process while using gaseous media. Int J Adv Manuf Technol 71:279–295CrossRef Azhiri RB, Teimouri R, Baboly MG et al (2014) Application of Taguchi, ANFIS and grey relational analysis for studying, modelling and optimization of wire EDM process while using gaseous media. Int J Adv Manuf Technol 71:279–295CrossRef
25.
Zurück zum Zitat Jang JS (1993) ANFIS: adaptive-network-based fuzzy inference system. Syst Man Cybern IEEE Trans 23(3):665–685CrossRef Jang JS (1993) ANFIS: adaptive-network-based fuzzy inference system. Syst Man Cybern IEEE Trans 23(3):665–685CrossRef
26.
Zurück zum Zitat Jang JS. Sun CT, Mizutani E (1997) Neuro-fuzzy and soft computing—a computational-approach to learning and machine intelligence. Prentice-Hall, Upper Saddle River, NJ Jang JS. Sun CT, Mizutani E (1997) Neuro-fuzzy and soft computing—a computational-approach to learning and machine intelligence. Prentice-Hall, Upper Saddle River, NJ
27.
Zurück zum Zitat Wei M, Bai B, Sung AH et al (2007) Predicting injection profiles using ANFIS. Inf Sci 177(20):4445–4461CrossRef Wei M, Bai B, Sung AH et al (2007) Predicting injection profiles using ANFIS. Inf Sci 177(20):4445–4461CrossRef
28.
Zurück zum Zitat Dave HK, Desai KP, Raval HK (2013) Development of semi empirical model for predicting material removal rate during orbital electro discharge machining of Inconel 718. Int J Mach Mach Mater 13(2–3):215–230 Dave HK, Desai KP, Raval HK (2013) Development of semi empirical model for predicting material removal rate during orbital electro discharge machining of Inconel 718. Int J Mach Mach Mater 13(2–3):215–230
Metadaten
Titel
End wear compensation during planetary EDM of Ti–6Al–4V by adaptive neuro fuzzy inference system
verfasst von
Vishal John Mathai
Harshit K. Dave
Keyur P. Desai
Publikationsdatum
04.12.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
Production Engineering / Ausgabe 1/2018
Print ISSN: 0944-6524
Elektronische ISSN: 1863-7353
DOI
https://doi.org/10.1007/s11740-017-0778-8

Weitere Artikel der Ausgabe 1/2018

Production Engineering 1/2018 Zur Ausgabe

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.