Multi-objective optimization in titanium powder mixed electrical discharge machining process parameters for die steels

In this paper, it has been proposed a viable optimal solution for achieving multi-objective optimization in powder mixed electrical discharge machining (PMEDM) process parameters, using titanium powder. Taguchi–AHP–Deng’s method is used to solve the multi-criteria decision making (MCDM) problem for...

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Published inAlexandria engineering journal Vol. 59; no. 6; pp. 4063 - 4079
Main Author Huu, Phan-Nguyen
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.12.2020
Elsevier
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Abstract In this paper, it has been proposed a viable optimal solution for achieving multi-objective optimization in powder mixed electrical discharge machining (PMEDM) process parameters, using titanium powder. Taguchi–AHP–Deng’s method is used to solve the multi-criteria decision making (MCDM) problem for this technology. The process parameters selected are workpiece material, electrode material, electrode polarity, pulse on time (Ton), pulse off time (Tof), current (I), and powder concentration. The material removal rate (MRR), tool wear rate (TWR), surface roughness (SR), hardness surface (HV), and white layer thickness (WLT) were determined simultaneously. The results showed that the optimal material for the workpiece is SKD11 die steel; the optimal material for the electrode is Gr; and the polarity of the electrode should be positive. The optimal values for the other process parameters were determined to be Ton = 20 μs, Tof = 57 μs, and I = 8 A, and that for the powder concentration was 10 g/l. The quality criteria for the optimal process parameters were determined to be MRR = 59.669 mm3/min, TWR = 14.073 mm3/min, SR = 4.45 μm, HV = 907.64 HV and WLT = 8.56 μm. The results were verified through experiments, which revealed a good accuracy (error ≈ 11.67%). The white-layer formation on the machined surface was reduced using titanium powder-based PMEDM for die steel at the optimal conditions. The results showed that Deng’s similarity method is the most suitable for MCDM in PMEDM using titanium powder.
AbstractList In this paper, it has been proposed a viable optimal solution for achieving multi-objective optimization in powder mixed electrical discharge machining (PMEDM) process parameters, using titanium powder. Taguchi–AHP–Deng’s method is used to solve the multi-criteria decision making (MCDM) problem for this technology. The process parameters selected are workpiece material, electrode material, electrode polarity, pulse on time (Ton), pulse off time (Tof), current (I), and powder concentration. The material removal rate (MRR), tool wear rate (TWR), surface roughness (SR), hardness surface (HV), and white layer thickness (WLT) were determined simultaneously. The results showed that the optimal material for the workpiece is SKD11 die steel; the optimal material for the electrode is Gr; and the polarity of the electrode should be positive. The optimal values for the other process parameters were determined to be Ton = 20 μs, Tof = 57 μs, and I = 8 A, and that for the powder concentration was 10 g/l. The quality criteria for the optimal process parameters were determined to be MRR = 59.669 mm3/min, TWR = 14.073 mm3/min, SR = 4.45 μm, HV = 907.64 HV and WLT = 8.56 μm. The results were verified through experiments, which revealed a good accuracy (error ≈ 11.67%). The white-layer formation on the machined surface was reduced using titanium powder-based PMEDM for die steel at the optimal conditions. The results showed that Deng’s similarity method is the most suitable for MCDM in PMEDM using titanium powder.
Author Huu, Phan-Nguyen
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Cites_doi 10.1016/j.ijmachtools.2016.12.005
10.1080/10910344.2017.1283957
10.1016/j.measurement.2014.09.029
10.1007/s00170-016-9130-2
10.1504/IJPQM.2018.092984
10.1007/s12633-018-9877-1
10.1016/j.matpr.2017.02.051
10.1016/j.measurement.2018.09.038
10.1016/j.measurement.2014.11.025
10.1515/meceng-2016-0003
10.1016/j.matpr.2017.05.042
10.1088/2053-1591/ab1ae0
10.1016/j.eswa.2011.01.026
10.1016/j.measurement.2018.01.057
10.1016/j.proeng.2013.09.163
10.3311/PPme.10431
10.1016/j.measurement.2018.03.076
10.1007/s13369-019-03978-5
10.1007/s00170-013-5274-5
10.1007/s40092-015-0112-z
10.1080/10426914.2016.1176182
10.1007/s00170-007-1061-5
10.1016/j.jclepro.2019.117894
10.1016/j.ijmachtools.2006.08.026
10.1016/j.measurement.2018.04.096
10.7736/KSPE.2019.36.9.793
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Keywords Powder mixed electrical discharge machining
Multi-objective optimization
Deng’s similarity-based method
Multi-criteria decision making
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References Khanna, Kumar, Garg, Singh, Sharma (b0105) 2015; 11
Sakthivel, Saravanakumar, Muthuramalingam (b0165) 2018; 24
Muniappan, Jaivaakheish, Jayakumar, Arunagiri, Senthilkumar (b0095) 2018; 402
Tiwary, Pradhan, Bhattacharyya (b0055) 2014; 2
Gadakh (b0075) 2012; 7
Tripathy, Tripathy (b0010) 2017; 4
Dastagiri M, Rao PS and Valli PM. TOPSIS, GRA Methods for Parametric Optimization on Wire Electrical Discharge Machining (WEDM) Process. All India Manufacturing Technology, Design and Research Conference 2016; 497–504.
Diyaley, Shilal, Shivakoti, Ghadai, Kalita (b0065) 2017; 61
Peças, Henriques (b0180) 2008; 37
Atul, Pankaj, Rana (b0145) 2017; 4
Dewangan, Gangopadhyay, Biswas (b0060) 2015; 63
Das, Gupta, Das, Pradhan, Chakraborty (b0080) 2017; 297
Kumaran, Ko, Kurniawan (b0120) 2018; 123
Abidi, Ahmari, Umer, Rasheed (b0135) 2018; 125
Tang, Du (b0015) 2014; 70
Tripathy, Tripathy (b0030) 2017; 21
Durairaj, Sudharsun, Swamynathan (b0045) 2013; 64
Babu, Venkataramaiah, Dileep (b0170) 2017; 6
Jiaofei Huo, Shoufa Liu, Yinwei Wang, T Muthuramalingam, Vu Ngoc Pi, “Influence of process factors on surface measures on electrical discharge machined stainless steel using TOPSIS,” Materials Research Express, 6(8), 086507, 2019.
Nayak B. Multi–Response Optimization in Machining: Exploration of TOPSIS and Deng’s Similarity Based Approach. Master of Technology (M. Tech.), National institute of technology – India 2016.
Manivannan, Kumar (b0110) 2017; 32
Rajiv, Jagdeep (b0025) 2014; 230
Muthuramalingam, Mohan (b0050) 2014; 58
Vijay, Man (b0020) 2017; 89
Khan, Ning, Liang, Jamil (b0175) 2018; 119
Shahri, Mahdavinejad, Ashjaee, Abdullah (b0195) 2017; 114
Roy RA. Primer on the Taguchi Method. New York : Van Nostrand Reinhold 1990.
Tansel, Dengiz, Dengiz (b0140) 2014
Sivapirakasam, Mathew, Surianarayanan (b0040) 2011; 38
Raj, Prabhu (b0100) 2017; 19
Tripathy, Tripathy (b0085) 2016; 19
Namdev V, Singh AK, Patidar P and Pradhan MK. Multi-criteria Decision Making for the Optimization of Machining Process Parameters in EDM. In: Proceedings of 1st International Conference on Mechanical Engineering: Emerging Trends for Sustainability 2014; 343–350.
Mohd, Darius, Solomon, Bahari (b0005) 2007; 47
Nguyen Huu-Phan, Banh Tien-Long, Le Quang-Dung, Nguyen Duc-Toan, T Muthuramalingam, “Multi-Criteria Decision Making Using Preferential Selection Index in Titanium based Die-Sinking PMEDM, ” Journal of the Korean Society for Precision Engineering, 36(9), 793-802, 2019.
Naik, Khan, Majumder, Garg (b0125) 2019; 11
Muthuramalingam (b0115) 2019; 238
Geethapriyan, Muthuramalingam, Kalaichelvan (b0155) 2019; 44
Prabhu, Vinayagam (b0035) 2016; 63
Saaty (b0185) 2008; 1
Muthuramalingam (10.1016/j.aej.2020.07.012_b0050) 2014; 58
Tansel (10.1016/j.aej.2020.07.012_b0140) 2014
10.1016/j.aej.2020.07.012_b0070
Tripathy (10.1016/j.aej.2020.07.012_b0030) 2017; 21
Naik (10.1016/j.aej.2020.07.012_b0125) 2019; 11
10.1016/j.aej.2020.07.012_b0150
Khanna (10.1016/j.aej.2020.07.012_b0105) 2015; 11
10.1016/j.aej.2020.07.012_b0130
Mohd (10.1016/j.aej.2020.07.012_b0005) 2007; 47
Geethapriyan (10.1016/j.aej.2020.07.012_b0155) 2019; 44
Prabhu (10.1016/j.aej.2020.07.012_b0035) 2016; 63
Raj (10.1016/j.aej.2020.07.012_b0100) 2017; 19
10.1016/j.aej.2020.07.012_b0090
10.1016/j.aej.2020.07.012_b0190
Rajiv (10.1016/j.aej.2020.07.012_b0025) 2014; 230
Vijay (10.1016/j.aej.2020.07.012_b0020) 2017; 89
Abidi (10.1016/j.aej.2020.07.012_b0135) 2018; 125
Muthuramalingam (10.1016/j.aej.2020.07.012_b0200) 2019; 131
Atul (10.1016/j.aej.2020.07.012_b0145) 2017; 4
Diyaley (10.1016/j.aej.2020.07.012_b0065) 2017; 61
Saaty (10.1016/j.aej.2020.07.012_b0185) 2008; 1
Manivannan (10.1016/j.aej.2020.07.012_b0110) 2017; 32
Kumaran (10.1016/j.aej.2020.07.012_b0120) 2018; 123
Babu (10.1016/j.aej.2020.07.012_b0170) 2017; 6
Tripathy (10.1016/j.aej.2020.07.012_b0085) 2016; 19
Khan (10.1016/j.aej.2020.07.012_b0175) 2018; 119
10.1016/j.aej.2020.07.012_b0160
Tripathy (10.1016/j.aej.2020.07.012_b0010) 2017; 4
Gadakh (10.1016/j.aej.2020.07.012_b0075) 2012; 7
Sakthivel (10.1016/j.aej.2020.07.012_b0165) 2018; 24
Muniappan (10.1016/j.aej.2020.07.012_b0095) 2018; 402
Das (10.1016/j.aej.2020.07.012_b0080) 2017; 297
Sivapirakasam (10.1016/j.aej.2020.07.012_b0040) 2011; 38
Shahri (10.1016/j.aej.2020.07.012_b0195) 2017; 114
Durairaj (10.1016/j.aej.2020.07.012_b0045) 2013; 64
Dewangan (10.1016/j.aej.2020.07.012_b0060) 2015; 63
Tang (10.1016/j.aej.2020.07.012_b0015) 2014; 70
Tiwary (10.1016/j.aej.2020.07.012_b0055) 2014; 2
Muthuramalingam (10.1016/j.aej.2020.07.012_b0115) 2019; 238
Peças (10.1016/j.aej.2020.07.012_b0180) 2008; 37
References_xml – volume: 70
  start-page: 469
  year: 2014
  end-page: 475
  ident: b0015
  article-title: Experimental study on green electrical discharge machining in tap water of Ti–6Al–4V and parameters optimization
  publication-title: Int. J. Adv. Manufact. Technol.
  contributor:
    fullname: Du
– volume: 4
  start-page: 5320
  year: 2017
  end-page: 5329
  ident: b0145
  article-title: Applications of TOPSIS algorithm on various manufacturing processes: a review
  publication-title: Mater. Today:. Proc.
  contributor:
    fullname: Rana
– volume: 114
  start-page: 35
  year: 2017
  end-page: 53
  ident: b0195
  article-title: A comparative investigation on temperature distribution in electric discharge machining process through analytical, numerical and experimental methods
  publication-title: Int. J. Mach. Tools Manuf
  contributor:
    fullname: Abdullah
– volume: 24
  start-page: 398
  year: 2018
  end-page: 423
  ident: b0165
  article-title: Application of failure mode and effects analysis in manufacturing industry- an integrated approach with FAHP - FUZZY TOPSIS and FAHP -FUZZY VIKOR
  publication-title: Int. J. Product. Qual. Manage.
  contributor:
    fullname: Muthuramalingam
– volume: 1
  start-page: 83
  year: 2008
  end-page: 98
  ident: b0185
  article-title: Decision making with the analytic hierarchy process
  publication-title: Int. J. Serv. Sci.
  contributor:
    fullname: Saaty
– volume: 19
  start-page: 76
  year: 2017
  end-page: 94
  ident: b0100
  article-title: Analysis of multi objective optimisation using TOPSIS method in EDM process with CNT infused copper electrode
  publication-title: Int. J. Mach. Machinability Mater.
  contributor:
    fullname: Prabhu
– volume: 123
  start-page: 203
  year: 2018
  end-page: 212
  ident: b0120
  article-title: Grey fuzzy optimization of ultrasonic-assisted EDM process parameters for deburring CFRP composites
  publication-title: Measurement
  contributor:
    fullname: Kurniawan
– volume: 4
  start-page: 2058
  year: 2017
  end-page: 2067
  ident: b0010
  article-title: Surface characterization and multi–response optimization of EDM process parameters using powder mixed dielectric
  publication-title: Mater. Today:. Proc.
  contributor:
    fullname: Tripathy
– volume: 125
  start-page: 336
  year: 2018
  end-page: 349
  ident: b0135
  article-title: Multi-objective optimization of micro-electrical discharge machining of nickel-titanium-based shape memory alloy using MOGA-II
  publication-title: Measurement
  contributor:
    fullname: Rasheed
– volume: 47
  start-page: 1214
  year: 2007
  end-page: 1228
  ident: b0005
  article-title: A review on current research trends in electrical discharge machining (EDM)
  publication-title: Int. J. Mach. Tools Manuf
  contributor:
    fullname: Bahari
– volume: 63
  start-page: 364
  year: 2015
  end-page: 376
  ident: b0060
  article-title: Study of surface integrity and dimensional accuracy in EDM using Fuzzy TOPSIS and sensitivity analysis
  publication-title: Measurement
  contributor:
    fullname: Biswas
– volume: 58
  start-page: 495
  year: 2014
  end-page: 502
  ident: b0050
  article-title: Application of Taguchi-grey multi responses optimization on process parameters in electro erosion
  publication-title: Measurement
  contributor:
    fullname: Mohan
– volume: 21
  start-page: 362
  year: 2017
  end-page: 384
  ident: b0030
  article-title: Multi-response optimization of machining process parameters for powder mixed electro-discharge machining of H-11 die steel using grey relational analysis and topsis
  publication-title: J. Mach. Sci. Technol. Int. J.
  contributor:
    fullname: Tripathy
– volume: 7
  start-page: 157
  year: 2012
  end-page: 164
  ident: b0075
  article-title: Parametric optimization of wire electrical discharge machining using TOPSIS method
  publication-title: Adv. Prod. Eng. Manage.
  contributor:
    fullname: Gadakh
– volume: 119
  start-page: 175
  year: 2018
  end-page: 177
  ident: b0175
  article-title: Comment to paper entitled “Experimental investigation of machinability characteristics and multi response optimization of end milling in aluminium composites using RSM based grey relational analysis” Measurement 105(2017), 78–86
  publication-title: Measurement
  contributor:
    fullname: Jamil
– start-page: 2147
  year: 2014
  end-page: 2155
  ident: b0140
  article-title: TOPSIS based Taguchi method for multi–response simulation optimization of flexible manufacturing system
  publication-title: Proc. Winter Simulat. Conf.
  contributor:
    fullname: Dengiz
– volume: 64
  start-page: 868
  year: 2013
  end-page: 877
  ident: b0045
  article-title: Analysis of process parameters in wire EDM with stainless steel using single objective taguchi method and multi objective grey relational grade
  publication-title: Procedia Eng.
  contributor:
    fullname: Swamynathan
– volume: 32
  start-page: 209
  year: 2017
  end-page: 215
  ident: b0110
  article-title: Multi–attribute decision–making of cryogenically cooled micro–EDM drilling process parameters using TOPSIS method
  publication-title: J. Mater. Manufact. Process.
  contributor:
    fullname: Kumar
– volume: 6
  start-page: 1
  year: 2017
  end-page: 14
  ident: b0170
  article-title: AHP–DENG’S similarity based optimization of WEDM process parameters of Al/SiCp composite
  publication-title: Am. J. Mater. Sci. Technol.
  contributor:
    fullname: Dileep
– volume: 19
  start-page: 62
  year: 2016
  end-page: 70
  ident: b0085
  article-title: Multi–attribute optimization of machining process parameters in powder mixed electro–discharge machining using TOPSIS and grey relational analysis
  publication-title: Eng. Sci. Technol. Int. J.
  contributor:
    fullname: Tripathy
– volume: 38
  start-page: 8370
  year: 2011
  end-page: 8374
  ident: b0040
  article-title: Multi–attribute decision making for green electrical discharge machining
  publication-title: Expert Syst. Appl.
  contributor:
    fullname: Surianarayanan
– volume: 402
  start-page: 1
  year: 2018
  end-page: 10
  ident: b0095
  article-title: Multi objective optimization of process parameters in WEDM of aluminium hybrid composite using taguchi and TOPSIS techniques
  publication-title: Mater. Sci. Eng.
  contributor:
    fullname: Senthilkumar
– volume: 2
  start-page: 251
  year: 2014
  end-page: 258
  ident: b0055
  article-title: Application of multi–criteria decision making methods for selection of micro–EDM process parameters
  publication-title: Int. J. Adv. Manufact. Technol.
  contributor:
    fullname: Bhattacharyya
– volume: 89
  start-page: 897
  year: 2017
  end-page: 904
  ident: b0020
  article-title: Micro–EDM multiple parameter optimization for Cp titanium
  publication-title: Int. J. Adv. Manufact. Technol.
  contributor:
    fullname: Man
– volume: 11
  start-page: 899
  year: 2019
  end-page: 907
  ident: b0125
  article-title: Experimental investigation of the PMEDM of nickel free austenitic stainless steel: a promising coronary stent material
  publication-title: Silicon
  contributor:
    fullname: Garg
– volume: 61
  start-page: 255
  year: 2017
  end-page: 260
  ident: b0065
  article-title: PSI and TOPSIS based selection of process parameters in WEDM
  publication-title: Periodica Polytechnica Mech. Eng.
  contributor:
    fullname: Kalita
– volume: 37
  start-page: 1120
  year: 2008
  end-page: 1132
  ident: b0180
  article-title: Effect of the powder concentration and dielectric flow in the surface morphology in electrical discharge machining with powder–mixed dielectric
  publication-title: The International Journal of Advanced Manufacturing Technology
  contributor:
    fullname: Henriques
– volume: 297
  start-page: 1
  year: 2017
  end-page: 8
  ident: b0080
  article-title: Application of grey–fuzzy approach in parametric optimization of EDM process in machining of MDN 300 steel
  publication-title: Mater. Sci. Eng.
  contributor:
    fullname: Chakraborty
– volume: 63
  start-page: 45
  year: 2016
  end-page: 71
  ident: b0035
  article-title: Multiresponse optimization of EDM process with nanofluids using TOPSIS method and Genetic Algorithm
  publication-title: Arch. Mech. Eng.
  contributor:
    fullname: Vinayagam
– volume: 238
  year: 2019
  ident: b0115
  article-title: Effect of diluted dielectric medium on spark energy in green EDM process using TGRA approach
  publication-title: J. Cleaner Prod.
  contributor:
    fullname: Muthuramalingam
– volume: 230
  start-page: 303
  year: 2014
  end-page: 312
  ident: b0025
  article-title: Determination of multi–performance characteristics for powder mixed electric discharge machining of tungsten carbide alloy
  publication-title: ProcIME Part B: J. Eng. Manufact.
  contributor:
    fullname: Jagdeep
– volume: 44
  start-page: 7945
  year: 2019
  end-page: 7955
  ident: b0155
  article-title: Influence of process parameters on machinability of inconel 718 by electrochemical micromachining process using TOPSIS technique
  publication-title: Arab. J. Sci. Eng.
  contributor:
    fullname: Kalaichelvan
– volume: 11
  start-page: 459
  year: 2015
  end-page: 472
  ident: b0105
  article-title: Multiple performance characteristics optimization for Al 7075 on electric discharge drilling by Taguchi grey relational theory
  publication-title: J. Industrial Eng. Int.
  contributor:
    fullname: Sharma
– volume: 114
  start-page: 35
  year: 2017
  ident: 10.1016/j.aej.2020.07.012_b0195
  article-title: A comparative investigation on temperature distribution in electric discharge machining process through analytical, numerical and experimental methods
  publication-title: Int. J. Mach. Tools Manuf
  doi: 10.1016/j.ijmachtools.2016.12.005
  contributor:
    fullname: Shahri
– volume: 21
  start-page: 362
  year: 2017
  ident: 10.1016/j.aej.2020.07.012_b0030
  article-title: Multi-response optimization of machining process parameters for powder mixed electro-discharge machining of H-11 die steel using grey relational analysis and topsis
  publication-title: J. Mach. Sci. Technol. Int. J.
  doi: 10.1080/10910344.2017.1283957
  contributor:
    fullname: Tripathy
– volume: 58
  start-page: 495
  year: 2014
  ident: 10.1016/j.aej.2020.07.012_b0050
  article-title: Application of Taguchi-grey multi responses optimization on process parameters in electro erosion
  publication-title: Measurement
  doi: 10.1016/j.measurement.2014.09.029
  contributor:
    fullname: Muthuramalingam
– volume: 402
  start-page: 1
  year: 2018
  ident: 10.1016/j.aej.2020.07.012_b0095
  article-title: Multi objective optimization of process parameters in WEDM of aluminium hybrid composite using taguchi and TOPSIS techniques
  publication-title: Mater. Sci. Eng.
  contributor:
    fullname: Muniappan
– volume: 89
  start-page: 897
  year: 2017
  ident: 10.1016/j.aej.2020.07.012_b0020
  article-title: Micro–EDM multiple parameter optimization for Cp titanium
  publication-title: Int. J. Adv. Manufact. Technol.
  doi: 10.1007/s00170-016-9130-2
  contributor:
    fullname: Vijay
– volume: 24
  start-page: 398
  issue: 3
  year: 2018
  ident: 10.1016/j.aej.2020.07.012_b0165
  article-title: Application of failure mode and effects analysis in manufacturing industry- an integrated approach with FAHP - FUZZY TOPSIS and FAHP -FUZZY VIKOR
  publication-title: Int. J. Product. Qual. Manage.
  doi: 10.1504/IJPQM.2018.092984
  contributor:
    fullname: Sakthivel
– volume: 11
  start-page: 899
  year: 2019
  ident: 10.1016/j.aej.2020.07.012_b0125
  article-title: Experimental investigation of the PMEDM of nickel free austenitic stainless steel: a promising coronary stent material
  publication-title: Silicon
  doi: 10.1007/s12633-018-9877-1
  contributor:
    fullname: Naik
– volume: 4
  start-page: 2058
  year: 2017
  ident: 10.1016/j.aej.2020.07.012_b0010
  article-title: Surface characterization and multi–response optimization of EDM process parameters using powder mixed dielectric
  publication-title: Mater. Today:. Proc.
  doi: 10.1016/j.matpr.2017.02.051
  contributor:
    fullname: Tripathy
– volume: 131
  start-page: 694
  year: 2019
  ident: 10.1016/j.aej.2020.07.012_b0200
  article-title: Measuring the influence of discharge energy on white layer thickness in electrical discharge machining process
  publication-title: Measurement
  doi: 10.1016/j.measurement.2018.09.038
  contributor:
    fullname: Muthuramalingam
– volume: 63
  start-page: 364
  year: 2015
  ident: 10.1016/j.aej.2020.07.012_b0060
  article-title: Study of surface integrity and dimensional accuracy in EDM using Fuzzy TOPSIS and sensitivity analysis
  publication-title: Measurement
  doi: 10.1016/j.measurement.2014.11.025
  contributor:
    fullname: Dewangan
– volume: 19
  start-page: 62
  year: 2016
  ident: 10.1016/j.aej.2020.07.012_b0085
  article-title: Multi–attribute optimization of machining process parameters in powder mixed electro–discharge machining using TOPSIS and grey relational analysis
  publication-title: Eng. Sci. Technol. Int. J.
  contributor:
    fullname: Tripathy
– start-page: 2147
  year: 2014
  ident: 10.1016/j.aej.2020.07.012_b0140
  article-title: TOPSIS based Taguchi method for multi–response simulation optimization of flexible manufacturing system
  publication-title: Proc. Winter Simulat. Conf.
  contributor:
    fullname: Tansel
– ident: 10.1016/j.aej.2020.07.012_b0090
– volume: 19
  start-page: 76
  year: 2017
  ident: 10.1016/j.aej.2020.07.012_b0100
  article-title: Analysis of multi objective optimisation using TOPSIS method in EDM process with CNT infused copper electrode
  publication-title: Int. J. Mach. Machinability Mater.
  contributor:
    fullname: Raj
– volume: 2
  start-page: 251
  year: 2014
  ident: 10.1016/j.aej.2020.07.012_b0055
  article-title: Application of multi–criteria decision making methods for selection of micro–EDM process parameters
  publication-title: Int. J. Adv. Manufact. Technol.
  contributor:
    fullname: Tiwary
– ident: 10.1016/j.aej.2020.07.012_b0130
– volume: 63
  start-page: 45
  year: 2016
  ident: 10.1016/j.aej.2020.07.012_b0035
  article-title: Multiresponse optimization of EDM process with nanofluids using TOPSIS method and Genetic Algorithm
  publication-title: Arch. Mech. Eng.
  doi: 10.1515/meceng-2016-0003
  contributor:
    fullname: Prabhu
– volume: 1
  start-page: 83
  year: 2008
  ident: 10.1016/j.aej.2020.07.012_b0185
  article-title: Decision making with the analytic hierarchy process
  publication-title: Int. J. Serv. Sci.
  contributor:
    fullname: Saaty
– volume: 4
  start-page: 5320
  year: 2017
  ident: 10.1016/j.aej.2020.07.012_b0145
  article-title: Applications of TOPSIS algorithm on various manufacturing processes: a review
  publication-title: Mater. Today:. Proc.
  doi: 10.1016/j.matpr.2017.05.042
  contributor:
    fullname: Atul
– ident: 10.1016/j.aej.2020.07.012_b0160
  doi: 10.1088/2053-1591/ab1ae0
– volume: 38
  start-page: 8370
  year: 2011
  ident: 10.1016/j.aej.2020.07.012_b0040
  article-title: Multi–attribute decision making for green electrical discharge machining
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2011.01.026
  contributor:
    fullname: Sivapirakasam
– volume: 119
  start-page: 175
  year: 2018
  ident: 10.1016/j.aej.2020.07.012_b0175
  article-title: Comment to paper entitled “Experimental investigation of machinability characteristics and multi response optimization of end milling in aluminium composites using RSM based grey relational analysis” Measurement 105(2017), 78–86
  publication-title: Measurement
  doi: 10.1016/j.measurement.2018.01.057
  contributor:
    fullname: Khan
– volume: 64
  start-page: 868
  year: 2013
  ident: 10.1016/j.aej.2020.07.012_b0045
  article-title: Analysis of process parameters in wire EDM with stainless steel using single objective taguchi method and multi objective grey relational grade
  publication-title: Procedia Eng.
  doi: 10.1016/j.proeng.2013.09.163
  contributor:
    fullname: Durairaj
– volume: 61
  start-page: 255
  year: 2017
  ident: 10.1016/j.aej.2020.07.012_b0065
  article-title: PSI and TOPSIS based selection of process parameters in WEDM
  publication-title: Periodica Polytechnica Mech. Eng.
  doi: 10.3311/PPme.10431
  contributor:
    fullname: Diyaley
– volume: 123
  start-page: 203
  year: 2018
  ident: 10.1016/j.aej.2020.07.012_b0120
  article-title: Grey fuzzy optimization of ultrasonic-assisted EDM process parameters for deburring CFRP composites
  publication-title: Measurement
  doi: 10.1016/j.measurement.2018.03.076
  contributor:
    fullname: Kumaran
– volume: 44
  start-page: 7945
  issue: 9
  year: 2019
  ident: 10.1016/j.aej.2020.07.012_b0155
  article-title: Influence of process parameters on machinability of inconel 718 by electrochemical micromachining process using TOPSIS technique
  publication-title: Arab. J. Sci. Eng.
  doi: 10.1007/s13369-019-03978-5
  contributor:
    fullname: Geethapriyan
– volume: 6
  start-page: 1
  year: 2017
  ident: 10.1016/j.aej.2020.07.012_b0170
  article-title: AHP–DENG’S similarity based optimization of WEDM process parameters of Al/SiCp composite
  publication-title: Am. J. Mater. Sci. Technol.
  contributor:
    fullname: Babu
– volume: 70
  start-page: 469
  year: 2014
  ident: 10.1016/j.aej.2020.07.012_b0015
  article-title: Experimental study on green electrical discharge machining in tap water of Ti–6Al–4V and parameters optimization
  publication-title: Int. J. Adv. Manufact. Technol.
  doi: 10.1007/s00170-013-5274-5
  contributor:
    fullname: Tang
– volume: 11
  start-page: 459
  year: 2015
  ident: 10.1016/j.aej.2020.07.012_b0105
  article-title: Multiple performance characteristics optimization for Al 7075 on electric discharge drilling by Taguchi grey relational theory
  publication-title: J. Industrial Eng. Int.
  doi: 10.1007/s40092-015-0112-z
  contributor:
    fullname: Khanna
– volume: 32
  start-page: 209
  year: 2017
  ident: 10.1016/j.aej.2020.07.012_b0110
  article-title: Multi–attribute decision–making of cryogenically cooled micro–EDM drilling process parameters using TOPSIS method
  publication-title: J. Mater. Manufact. Process.
  doi: 10.1080/10426914.2016.1176182
  contributor:
    fullname: Manivannan
– ident: 10.1016/j.aej.2020.07.012_b0190
– volume: 37
  start-page: 1120
  year: 2008
  ident: 10.1016/j.aej.2020.07.012_b0180
  article-title: Effect of the powder concentration and dielectric flow in the surface morphology in electrical discharge machining with powder–mixed dielectric
  publication-title: The International Journal of Advanced Manufacturing Technology
  doi: 10.1007/s00170-007-1061-5
  contributor:
    fullname: Peças
– volume: 238
  year: 2019
  ident: 10.1016/j.aej.2020.07.012_b0115
  article-title: Effect of diluted dielectric medium on spark energy in green EDM process using TGRA approach
  publication-title: J. Cleaner Prod.
  doi: 10.1016/j.jclepro.2019.117894
  contributor:
    fullname: Muthuramalingam
– ident: 10.1016/j.aej.2020.07.012_b0150
– volume: 47
  start-page: 1214
  year: 2007
  ident: 10.1016/j.aej.2020.07.012_b0005
  article-title: A review on current research trends in electrical discharge machining (EDM)
  publication-title: Int. J. Mach. Tools Manuf
  doi: 10.1016/j.ijmachtools.2006.08.026
  contributor:
    fullname: Mohd
– volume: 297
  start-page: 1
  year: 2017
  ident: 10.1016/j.aej.2020.07.012_b0080
  article-title: Application of grey–fuzzy approach in parametric optimization of EDM process in machining of MDN 300 steel
  publication-title: Mater. Sci. Eng.
  contributor:
    fullname: Das
– volume: 125
  start-page: 336
  year: 2018
  ident: 10.1016/j.aej.2020.07.012_b0135
  article-title: Multi-objective optimization of micro-electrical discharge machining of nickel-titanium-based shape memory alloy using MOGA-II
  publication-title: Measurement
  doi: 10.1016/j.measurement.2018.04.096
  contributor:
    fullname: Abidi
– ident: 10.1016/j.aej.2020.07.012_b0070
  doi: 10.7736/KSPE.2019.36.9.793
– volume: 7
  start-page: 157
  year: 2012
  ident: 10.1016/j.aej.2020.07.012_b0075
  article-title: Parametric optimization of wire electrical discharge machining using TOPSIS method
  publication-title: Adv. Prod. Eng. Manage.
  contributor:
    fullname: Gadakh
– volume: 230
  start-page: 303
  year: 2014
  ident: 10.1016/j.aej.2020.07.012_b0025
  article-title: Determination of multi–performance characteristics for powder mixed electric discharge machining of tungsten carbide alloy
  publication-title: ProcIME Part B: J. Eng. Manufact.
  contributor:
    fullname: Rajiv
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Snippet In this paper, it has been proposed a viable optimal solution for achieving multi-objective optimization in powder mixed electrical discharge machining (PMEDM)...
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SubjectTerms Deng’s similarity-based method
Multi-criteria decision making
Multi-objective optimization
Powder mixed electrical discharge machining
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Title Multi-objective optimization in titanium powder mixed electrical discharge machining process parameters for die steels
URI https://dx.doi.org/10.1016/j.aej.2020.07.012
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