메뉴 건너뛰기




Volumn 37, Issue 8, 2013, Pages 5705-5714

Modeling the relationship between hydrogen content and mechanical property of Ti600 alloy by using ANFIS

Author keywords

Fuzzy inference system; Hydrogenation; Tensile strength; Ti600 alloy

Indexed keywords

ADAPTIVE NETWORK BASED FUZZY INFERENCE SYSTEM; EXPERIMENTAL TEST; FUZZY INFERENCE SYSTEMS; FUZZY SUBSET; GAUSSIANS; HYDROGEN CONTENTS; HYDROGENATION TEMPERATURE; INPUT VARIABLES; MODEL ACCURACY; MODELING APPROACH; MULTIPLE LINEAR REGRESSION METHOD; MULTIPLE LINEAR REGRESSIONS; PARAMETER OPTIMIZATION; PROCESSING PARAMETERS; RELATIVE ERRORS; STRUCTURE IDENTIFICATION; TI600 ALLOYS; TRAINING AND TESTING; TRIANGULAR MEMBERSHIP FUNCTIONS;

EID: 84874557376     PISSN: 0307904X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.apm.2012.11.008     Document Type: Article
Times cited : (14)

References (32)
  • 1
    • 0031385548 scopus 로고    scopus 로고
    • The effect of microstructure on the mechanical properties of two-phase titanium alloys
    • Sieniawski J., Filip R., Ziaja W. The effect of microstructure on the mechanical properties of two-phase titanium alloys. Mater. Des. 1997, 18:361-363.
    • (1997) Mater. Des. , vol.18 , pp. 361-363
    • Sieniawski, J.1    Filip, R.2    Ziaja, W.3
  • 2
    • 34548622307 scopus 로고    scopus 로고
    • Developing mathematical models to predict tensile properties of pulsed current gas tungsten arc welded Ti-6Al-4V alloy
    • Balasubramanian M., Jayabalan V., Balasubramanian V. Developing mathematical models to predict tensile properties of pulsed current gas tungsten arc welded Ti-6Al-4V alloy. Mater. Des. 2008, 29:92-97.
    • (2008) Mater. Des. , vol.29 , pp. 92-97
    • Balasubramanian, M.1    Jayabalan, V.2    Balasubramanian, V.3
  • 3
    • 0001955296 scopus 로고    scopus 로고
    • Hot workability of titanium and titanium aluminide alloys - an overview
    • Semiatin S.L., Seetharaman V., Weiss I. Hot workability of titanium and titanium aluminide alloys - an overview. Mater. Sci. Eng., A 1998, 243:1-24.
    • (1998) Mater. Sci. Eng., A , vol.243 , pp. 1-24
    • Semiatin, S.L.1    Seetharaman, V.2    Weiss, I.3
  • 4
    • 58649123907 scopus 로고    scopus 로고
    • Influence of thermo hydrogen treatment on hot deformation behavior of Ti600 alloy
    • Zhao J.W., Ding H., Wang Y.Q. Influence of thermo hydrogen treatment on hot deformation behavior of Ti600 alloy. Trans. Nonferrous Met. Soc. China 2009, 19:65-71.
    • (2009) Trans. Nonferrous Met. Soc. China , vol.19 , pp. 65-71
    • Zhao, J.W.1    Ding, H.2    Wang, Y.Q.3
  • 5
    • 0033349610 scopus 로고    scopus 로고
    • Microstructures observation and mechanical properties test of near alpha titanium alloy Ti600
    • Zhang Z.Q., Luo G.Z., Hong Q., Yang G.J. Microstructures observation and mechanical properties test of near alpha titanium alloy Ti600. J. Aero. Mater. 1999, 19:6-10.
    • (1999) J. Aero. Mater. , vol.19 , pp. 6-10
    • Zhang, Z.Q.1    Luo, G.Z.2    Hong, Q.3    Yang, G.J.4
  • 6
    • 24344485692 scopus 로고    scopus 로고
    • Effect of rolling process on microstructure and properties of Ti600 alloy plates
    • Hong Q., Qi Y.L., Zhao Y.Q., Yang G.J. Effect of rolling process on microstructure and properties of Ti600 alloy plates. Rare. Met. Mater. Eng. 2005, 34:1334-1337.
    • (2005) Rare. Met. Mater. Eng. , vol.34 , pp. 1334-1337
    • Hong, Q.1    Qi, Y.L.2    Zhao, Y.Q.3    Yang, G.J.4
  • 7
    • 0032643229 scopus 로고    scopus 로고
    • Thermohydrogen processing of titanium alloys
    • Senkov O.N., Froes F.H. Thermohydrogen processing of titanium alloys. Int. J. Hydrogen Energy 1999, 24:565-576.
    • (1999) Int. J. Hydrogen Energy , vol.24 , pp. 565-576
    • Senkov, O.N.1    Froes, F.H.2
  • 8
    • 0027259829 scopus 로고
    • Effect of hydrogen as a temporary alloying element on the microstructure of a Ti3Al Intermetallic
    • Yang K., Edmonds D.V. Effect of hydrogen as a temporary alloying element on the microstructure of a Ti3Al Intermetallic. Scr. Metall. Mater. 1993, 28:71-76.
    • (1993) Scr. Metall. Mater. , vol.28 , pp. 71-76
    • Yang, K.1    Edmonds, D.V.2
  • 9
    • 0040571204 scopus 로고    scopus 로고
    • Hydrogenation behavior of Ti-25Al-10Nb-3V-1Mo alloy and effect of hydrogen on its microstructure and hot deformability
    • Zhang Y., Zhang S.Q., Tao C. Hydrogenation behavior of Ti-25Al-10Nb-3V-1Mo alloy and effect of hydrogen on its microstructure and hot deformability. Int. J. Hydrogen Energy 1997, 22:125-129.
    • (1997) Int. J. Hydrogen Energy , vol.22 , pp. 125-129
    • Zhang, Y.1    Zhang, S.Q.2    Tao, C.3
  • 10
    • 0040571203 scopus 로고    scopus 로고
    • Mezzoscopic grain refinement and improved mechanical properties of titanium materials by hydrogen treatments
    • Yoshimura H. Mezzoscopic grain refinement and improved mechanical properties of titanium materials by hydrogen treatments. Int. J. Hydrogen Energy 1997, 22:145-150.
    • (1997) Int. J. Hydrogen Energy , vol.22 , pp. 145-150
    • Yoshimura, H.1
  • 11
    • 77950341671 scopus 로고    scopus 로고
    • Effect of hydrogen on the superplasticity of Ti600 alloy
    • Zhang X.M., Zhao Y.Q., Zeng W.D. Effect of hydrogen on the superplasticity of Ti600 alloy. Int. J. Hydrogen Energy 2010, 35:4353-4360.
    • (2010) Int. J. Hydrogen Energy , vol.35 , pp. 4353-4360
    • Zhang, X.M.1    Zhao, Y.Q.2    Zeng, W.D.3
  • 12
    • 38149072320 scopus 로고    scopus 로고
    • The effect of hydrogen on the strengthening and softening of Ti-6Al-4V alloy
    • Shan D.B., Zong Y.Y., Lv Y., et al. The effect of hydrogen on the strengthening and softening of Ti-6Al-4V alloy. Scripta Mater. 2008, 58:449-452.
    • (2008) Scripta Mater. , vol.58 , pp. 449-452
    • Shan, D.B.1    Zong, Y.Y.2    Lv, Y.3
  • 13
    • 64849105450 scopus 로고    scopus 로고
    • Hydrogen-induced hardening and softening of a-β titanium alloy
    • He W.J., Zhang S.H., Song H.W., et al. Hydrogen-induced hardening and softening of a-β titanium alloy. Scripta Mater. 2009, 61:16-19.
    • (2009) Scripta Mater. , vol.61 , pp. 16-19
    • He, W.J.1    Zhang, S.H.2    Song, H.W.3
  • 14
    • 77950866160 scopus 로고    scopus 로고
    • Effect of hydrogen on the superplasticity of Ti40 alloy with large grains
    • Zhang X.M., Zhao Y.Q., Zeng W.D. Effect of hydrogen on the superplasticity of Ti40 alloy with large grains. Mater. Sci. Eng., A 2010, 527:3489-3492.
    • (2010) Mater. Sci. Eng., A , vol.527 , pp. 3489-3492
    • Zhang, X.M.1    Zhao, Y.Q.2    Zeng, W.D.3
  • 15
    • 0041536989 scopus 로고    scopus 로고
    • Mechanical properties of a Ti-15V-3Cr-3Sn-3Al alloy affected by the impurity hydrogen
    • Goroh I., Motohiro K., Naotake N. Mechanical properties of a Ti-15V-3Cr-3Sn-3Al alloy affected by the impurity hydrogen. Mater. Sci. Eng., A 1996, 213:93-97.
    • (1996) Mater. Sci. Eng., A , vol.213 , pp. 93-97
    • Goroh, I.1    Motohiro, K.2    Naotake, N.3
  • 16
    • 45049086097 scopus 로고    scopus 로고
    • Predicting the strength development of cements produced with different pozzolans by neural network and fuzzy Logic
    • Topçu I.B., Karakurt C., Sari{dotless}demir M. Predicting the strength development of cements produced with different pozzolans by neural network and fuzzy Logic. Mater. Des. 2008, 29:1986-1991.
    • (2008) Mater. Des. , vol.29 , pp. 1986-1991
    • Topçu, I.B.1    Karakurt, C.2    Saridemir, M.3
  • 17
    • 79953162278 scopus 로고    scopus 로고
    • A study on the prediction of mechanical properties of titanium alloy based on adaptive fuzzy neural network
    • Han Y.F., Zeng W.D., Zhao Y.Q. A study on the prediction of mechanical properties of titanium alloy based on adaptive fuzzy neural network. Mater. Des. 2011, 32:3354-3360.
    • (2011) Mater. Des. , vol.32 , pp. 3354-3360
    • Han, Y.F.1    Zeng, W.D.2    Zhao, Y.Q.3
  • 19
    • 0027601884 scopus 로고
    • ANFIS: adaptive-network-based fuzzy inference systems
    • Jang J.S.R. ANFIS: adaptive-network-based fuzzy inference systems. IEEE Trans. Syst. Man Cybern. 1993, 23:665-685.
    • (1993) IEEE Trans. Syst. Man Cybern. , vol.23 , pp. 665-685
    • Jang, J.S.R.1
  • 20
    • 77953616620 scopus 로고    scopus 로고
    • Modeling of constitutive relationship of Ti-25V-15Cr-0.2Si alloy during hot deformation process by fuzzy-neural network
    • Han Y.F., Zeng W.D., Zhao Y.Q. Modeling of constitutive relationship of Ti-25V-15Cr-0.2Si alloy during hot deformation process by fuzzy-neural network. Mater. Des. 2010, 31:4380-4385.
    • (2010) Mater. Des. , vol.31 , pp. 4380-4385
    • Han, Y.F.1    Zeng, W.D.2    Zhao, Y.Q.3
  • 21
    • 72149117385 scopus 로고    scopus 로고
    • Shear strength prediction of Ni-Ti alloys manufactured by powder metallurgy using fuzzy rule-based model
    • Tajdari M., Mehraban A.G., Khoogar A.R. Shear strength prediction of Ni-Ti alloys manufactured by powder metallurgy using fuzzy rule-based model. Mater. Des. 2010, 31:1180-1185.
    • (2010) Mater. Des. , vol.31 , pp. 1180-1185
    • Tajdari, M.1    Mehraban, A.G.2    Khoogar, A.R.3
  • 22
    • 84859876116 scopus 로고    scopus 로고
    • Modeling ductile to brittle transition temperature of functionally graded steels by ANFIS
    • Nazari A., Milani A.A., Khalaj G. Modeling ductile to brittle transition temperature of functionally graded steels by ANFIS. Appl. Math. Model. 2012, 36:3903-3915.
    • (2012) Appl. Math. Model. , vol.36 , pp. 3903-3915
    • Nazari, A.1    Milani, A.A.2    Khalaj, G.3
  • 23
    • 84855203181 scopus 로고    scopus 로고
    • IC of functionally graded steels
    • IC of functionally graded steels. Math. Comput. Model 2012, 55:1339-1353.
    • (2012) Math. Comput. Model , vol.55 , pp. 1339-1353
    • Nazari, A.1
  • 24
    • 84864835594 scopus 로고    scopus 로고
    • Analytical modeling of Charpy impact energy of functionally graded steels by ANFIS
    • Nazari A. Analytical modeling of Charpy impact energy of functionally graded steels by ANFIS. Int. J. Damage Mech. 2012, 10.1177/1056789511431269.
    • (2012) Int. J. Damage Mech.
    • Nazari, A.1
  • 25
    • 0029273384 scopus 로고
    • Neuro-fuzzy modeling and control
    • Jang J.S.R., Sun C.T. Neuro-fuzzy modeling and control. Proc. IEEE 1995, 83:378-404.
    • (1995) Proc. IEEE , vol.83 , pp. 378-404
    • Jang, J.S.R.1    Sun, C.T.2
  • 26
    • 57349084702 scopus 로고    scopus 로고
    • Prediction of the flow stress of 6061 Al-15% SiC-MMC composites using adaptive network based fuzzy inference system
    • Kalaichelvi V., Sivakumar D., Karthikeyan R., et al. Prediction of the flow stress of 6061 Al-15% SiC-MMC composites using adaptive network based fuzzy inference system. Mater. Design. 2009, 30:1362-1370.
    • (2009) Mater. Design. , vol.30 , pp. 1362-1370
    • Kalaichelvi, V.1    Sivakumar, D.2    Karthikeyan, R.3
  • 27
    • 80255137571 scopus 로고    scopus 로고
    • Experimental investigations and ANFIS prediction of water absorption of geopolymers produced by waste ashes
    • Nazari A., et al. Experimental investigations and ANFIS prediction of water absorption of geopolymers produced by waste ashes. J. Non-Cryst. Solids 2012, 358:40-47.
    • (2012) J. Non-Cryst. Solids , vol.358 , pp. 40-47
    • Nazari, A.1
  • 28
    • 84859876116 scopus 로고    scopus 로고
    • Modeling ductile to brittle transition temperature of functionally graded steels by ANFIS
    • Nazari A., Milani A.A., et al. Modeling ductile to brittle transition temperature of functionally graded steels by ANFIS. Appl. Math. Model. 2012, 36:3903-3915.
    • (2012) Appl. Math. Model. , vol.36 , pp. 3903-3915
    • Nazari, A.1    Milani, A.A.2
  • 29
    • 84864185287 scopus 로고    scopus 로고
    • Application of ANFIS for analytical modeling of tensile strength of functionally graded steels
    • Nazari Ali. Application of ANFIS for analytical modeling of tensile strength of functionally graded steels. Mater. Res. 2012, 15:383-396.
    • (2012) Mater. Res. , vol.15 , pp. 383-396
    • Nazari, A.1
  • 30
    • 70449094828 scopus 로고    scopus 로고
    • Prediction of mechanical properties in magnesia based refractory materials using ANN
    • Koksal N.S. Prediction of mechanical properties in magnesia based refractory materials using ANN. Comput. Mater. Sci. 2009, 47:86-92.
    • (2009) Comput. Mater. Sci. , vol.47 , pp. 86-92
    • Koksal, N.S.1
  • 31
    • 84861344088 scopus 로고    scopus 로고
    • Prediction compressive strength of lightweight geopolymers by ANFIS
    • Nazari A., Khalaj G. Prediction compressive strength of lightweight geopolymers by ANFIS. Ceram. Int. 2012, 38:4501-4510.
    • (2012) Ceram. Int. , vol.38 , pp. 4501-4510
    • Nazari, A.1    Khalaj, G.2
  • 32
    • 84875077423 scopus 로고    scopus 로고
    • Prediction microhardness profile of functionally graded steels by ANFIS
    • Bohlooli H., Nazari A. Prediction microhardness profile of functionally graded steels by ANFIS. Neural Comput. Appl. 2011, 10.1007/s00521-011-0775-3.
    • (2011) Neural Comput. Appl.
    • Bohlooli, H.1    Nazari, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.