Abstract
This paper presents a review of the reported research works that are related to the solid particle erosion behavior of polymers and polymeric composites. Attention is paid to the effects of test parameters such as erodent type, size of the erodent, impingement angle, impact velocity and stand of distance. on the erosion wear rate of polymer composites. Various predictions and models proposed by different authors to describe and quantify the erosion rate are mentioned and their suitability is checked. Recent findings on the erosion response of multi-component hybrid composites are also presented. Lastly the implementation of design of experiments and statistical techniques in making the parametric appraisal of the erosion process of composites is discussed.
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References
Finnie I (1996) Some reflections on the past and future of erosion. Wear 186(/187): 1–10
Meng HC, Ludema KC (1995) Solid particle erosion resistance of ductile wrought super alloys and their weld overlay coatings. Wear 181–183:443
Pool K V, Dharan C K H, Finnie I (1986) Erosion wear of composite materials. Wear 107: 1–12
Aglan H A, Chenock T A Jr (1993) Erosion damage features of polyimide thermoset composites. SAMPE Q: 41–47
Rao P V (1995) Characterization of optical and surface parameters during particle impact damage. ASME/Fluids Eng Publ 23: 87–96
Tennyson R C (1991) LDEF mission update: composites in space. Adv Mater Process 5: 33–36
Kulkarani S M (2001) Influence of matrix modification on the solid particle erosion of glass/epoxy composites. Polym Compos 9: 25–30
Tilly G P (1973) A two stage mechanisms of ductile erosion. Wear 23: 87–96
Ruff A W, Wiederhorn S M (1979) Erosion by solid particle impact. In: Preece CM (ed) Treatise on materials science and technology, vol 16. Academic Press, New York, pp 69–125
Humphrey J A C (1990) Fundamentals of fluid motion in erosion by solid particle impact. Int J Heat Fluid Flow 11(3): 170–195
Hollaway L (1994) Handbook of polymer composites for engineers, p 1. Woodhead Publishing Ltd., Cambridge
Pritchard G (1999) Reinforced plastics durability, p 1
Mason J S, Smith B V (1972) The erosion of bends by pneumatically conveyed suspensions of abrasive particles. Powder Technol 6: 323–335
Tsai W, Humphrey J A C, Cornet I, Levy A V (1981) Experimental measurement of accelerated erosion in a slurry pot tester. Wear 68: 289–303
Hojo H, Tsuda K, Yabu T (1986) Erosion damage of polymeric material by slurry. Wear 112: 17–28
Kumar R, Verma A P, Lal G K (1983) Nozzle wear during the flow of a gas–particle mixture. Wear 91: 33–43
Crowley M S (1969) Influence of particle size on erosion resistance of refractory concretes. Am Ceram Soc Bull 48: 707–710
Wright I G (1979) Proc. corrosion/erosion of coal conversion systems materials. Conf., Berkeley, pp 103–0138
Jansson S A (1982) Proc. corrosion-erosion-wear of materials in emerging fossil energy systems. Berkeley, pp 548–560
Neilson J H, Gilchrist A (1968) An experimental investigation into aspects of erosion in rocket motor tail nozzles. Wear 11: 123–143
Hibbert W A (1965) Helicopter trials over sand and sea. J Roy Aeronaut Soc 69: 769–776
Miyazaki N, Hamaom T (1994) Solid particle erosion of thermoplastic resins reinforced by short fibres. J Comp Mater 28: 871–883
Barkoula N M, Karger-Kocsis J (2002) Effect of fibre content and relative fibre orientation on the solid particle erosion of gf/pp composites. Wear 252: 80–87
Tilly G P (1969) Erosion caused by airborne particles. Wear 14(1): 63–79
Zahavi J, Nadiv S, Schmitt GF Jr (1981) Indirect damage in composite materials due to raindrop impact. Wear 72(3): 305–313
Tilly G P, Sage W (1970) The interaction of particle and material behaviour in erosion processes. Wear 16(6): 447–465
Tsiang TH (1989) Sand erosion of fiber composites: Testing and evaluation. In: Chamis CC (ed) Test Methods for Design Allowable for Fibrous Composites, 2. American Society for Testing and Materials, (ASTM) STP I003, 55–74, Philadelphia
Mathias P J, Wu W, Goretta K C, Routbort L J, Groppi D P, Karasek K R (1989) Solid particle erosion of a graphite-fiber reinforced bismaleimide polymer composite. Wear I35: 161–169
Latif A, Ahmed A (1987) Geostatistical estimation of reserves in the abu-tartur phosphate deposits western desert, Egypt. King Fahd University of Petroleum and Minerals, Masters thesis
Karasek K R, Goretta K C, Helberg D A, Routbort J L (1992) Erosion in bismaleimide polymers and bismaleimide polymer composites. J Mater Sci Lett 11: 1143–1144
Tilly G P (1969) Sand erosion of metals and plastics: A brief review. Wear 14(4): 241–248
Brandstädter A, Goretta K C, Routbort J L, Groppi D P, Karasek K R (1991) Solid particle erosion of bismaleimide polymers. Wear 147: 155–164
Roy M, Vishwanathan B, Sundararajan G (1994) The solid particle erosion of polymer matrix composites. Wear 17: 149–161
Miyazaki N, Hamao T (1996) Effect of interfacial strength on erosion behaviour of frps. J Comp Mater 30: 35–50
Barkoula N M, Karger-Kocsis J (2000) Solid particle erosion of unidirectional gf reinforced ep composites with different fbre/matrix adhesion. J Reinforced Plast Comp 19: 1–12
Tewari U S, Harsha A P, Häger A M, Friedrich K (2002) Solid particle erosion of unidirectional carbon fibre reinforced polyetheretherketone composites. Wear 252: 992–1000
Harsha A P, Tewari U S, Venkatraman B (2003) Solid particle erosion behaviour of various polyaryletherketone composites. Wear 254: 693–712
Tewari U S, Harsha A P, Hager A M, Friedrich K (2003) Solid particle erosion of carbon fiber and glass fiber-epoxy composites. Compos Sci Technol 63(3): 549–557
Zhou R, Lu D H, Jiang Y H, Li Q N (2005) Mechanical properties and erosion wear resistance of polyurethane matrix composites. Wear 259: 676–683
Tsuda K, Kubouchi M, Sakai T, Saputra H A, Mitomo N (2006) General method for predicting the sand erosion rate of GFRP. Wear 260: 1045–1052
Miyazaki N (2006) Solid particle erosion behavior of FRPs with prior impact damage. J Compos Mater 41: 703–712
Srivastava V K, Pawar A G (2006) Solid particle erosion of glass fibre reinforced fly ash filled epoxy resin composites. Compos Sci Technol 66: 3021–3028
Srivastava V K (2006) Effects of wheat starch on erosive wear of e-glass fiber reinforced epoxy resin composite materials. Mater Sci Eng A 435–436: 282–287
Sınmazcelik T, Taskıran I (2007) Erosive wear behaviour of polyphenylenesulphide (pps) composites. Mater Des 28: 471–2477
Yang N, Nayeb-Hashemi H (2007) The effect of solid particle erosion on the mechanical properties and fatigue life of fiber-reinforced composites. J Compos Mater 41: 559–574
Rattan R, Bijwe J (2007) Influence of impingement angle on solid particle erosion of carbon fabric reinforced polyetherimide composite. Wear 262: 568–574
George K (2002) Experimental investigation of composite material, erosion characteristics under conditions encountered in turbofan engines. Doctor of Philosophy, M.S. University of Cincinnati, Cincinnati
Sarı N (2007) Erosive wear behaviour of carbon fibre/polyetherimide composites under low particle speed. Mater Des 28: 351–355
Harsha A P, Thakre A A (2007). Investigation on solid particle erosion behaviour of polyetherimide and its composites Wear 262: 807–818
Sinmazcelik T, Fidan S, Günay V (2008) Residual mechanical properties of carbon/polyphenylenesulphide composites after solid particle erosion. Mater Des 29: 1419–1426
Arjula S, Harsha A P, Ghosh M K (2008) Erosive wear of unidirectional carbon fibre reinforced polyetherimide composite. Mater Lett 62: 3246–3249
Yang N H, Nayeb-Hashemi H, Vaziri A (2008) Non-destructive evaluation of erosion damage on e-glass/epoxy composites. Compos Part A 39: 56–66
Harsha A P, Jha S K (2008) Erosive wear studies of epoxy-based composites at normal incidence. Wear 265: 1129–1135
Patnaik A, Satapathy A, Mahapatra S S, Dash R R (2008) A taguchi approach for investigation of erosion of glass fiber-polyester composites. J Reinf Plast Compos 27(8): 871–888
Patnaik A, Satapathy A, Mahapatra S S, Dash R R (2008) Parametric optimization of erosion wear of polyester-gf-alumina hybrid composites using taguchi method. J Reinf Plast Compos 27(10): 1039–1058
Patnaik A, Satapathy A, Mahapatra S S, Dash R R (2008) Implementation of taguchi design for erosion of fiber reinforced polyester composite systems with SiC filler. J Reinf Plast Compos 27(10): 1093–1111
Patnaik A, Satapathy A, Mahapatra S S, Dash R R (2008) A modeling approach for prediction of erosion behaviour of glass fiber- polyester composites. J Polym Res 15(2): 147–160
Kim A, Kim L (2009). Solid particle erosion of cfrp composite with different laminate orientations Wear 262: 1922–1926
Suresh A, Harsha A P, Ghosh M K (2009) Solid particle erosion of unidirectional fiber reinforced thermoplastic composites. Wear 267: 1516–1524
Suresh A, Harsha A P, Ghosh M K (2009) Solid particle erosion studies on polyphenylene sulfide composites and prediction on erosion data using artificial neural networks. Wear 266: 184–193
Satapathy A, Patnaik A, Pradhan M K (2009) A study on processing, characterization and erosion behaviour of fish (labeo-rohita) scaled filled epoxy matrix composite. Mater Des 30: 2359–2371
Biswas S, Ray S, Satapathy A, Patnaik A (2009) Erosion wear behaviour of tio 2 filled glass fiber reinforced epoxy composite. Mater Sci An Indian J 5:1–9
Patnaik A, Satapathy A, Biswas S (2010) Effect of particulate fillers on erosion wear of glass polyester composites: a comparative study using taguchi approach. Malays Polym J 5(2): 49–68
Biswas S, Satapathy A (2010) A comparative study on erosion characteristics of red mud filled bamboo-epoxy and glass-epoxy composites. Mater Des 31: 1752–1767
Mohan N, Natarajan S, Kumaresh Babu S P, Lee J H (2010) Solid particle erosion of uhmwpe filled aramid fabric-epoxy hybrid composites. Adv Mater Res 123–125: 1051–1054
Fouad A, EI-Meniawi M, Afifi A (2011) Erosion behaviour of epoxy based unidirectional (GFRP) composite materials. Alex Eng J 50: 29–34
Bagci M (2011) Solid particle erosion behaviour of glass fiber reinforced boric acid filled epoxy resin composites. Tribology International
Bagci M, Imrek H, Khalfan OM (2011) Effects of silicon oxide filler material and fiber orientation on erosive wear of GF/EP composites. World Acad Sci Eng Technol 5:78
Patel B C, Acharya S K, Mishra D (2011) Effect of stacking sequence on the erosive wear behavior of jute and jute-glass fabric reinforced epoxy composite. Int J Eng Sci Technol 3(1): 213–219
Kumar S, Satapathy B K, Patnaik A (2011) Thermo-mechanical correlations to erosion performance of short carbon fiber reinforced vinyl ester resin composites. Mater Des 32: 2260–2268
Powell K L, Yeomans J A, Smith P A (1997) A study of the erosive wear behaviour of continuous fibre reinforced ceramic matrix composites. Acta Mater 45(1): 321–330
Barkoula N M, Gremmels J, Karger-Kocsis J (2001) Dependence of solid particle erosion on the cross-link density in an epoxy resin modified by hygro thermally decomposed polyurethane. Wear 247: 100–108
Miyazaki N, Funakura S (1998) Solid particle erosion behaviour of frp degraded by hot water. J Comp Mater 32(13): 1295–1305
Stachowiak G W, Batchelor A W (1993) In engineering tribology, tribology series 24: 586
Friedrich K (1986) Erosive wear of polymer surfaces by steel ball blasting. J Mater Sci 21: 3317–3332
Hutching I M (1992) Ductile-brittle transitions and wear maps for the erosion and abrasion of brittle materials. J Phys D Appl Phys 25: 212
Stack M M, Pungwiwat N (1999) Slurry erosion of metallics, polymers and ceramics: particle size effects. Mater Sci Technol 15: 337–334
Latifi A M (1987) Solid particles erosion in composite materials. Masters thesis. Wichita State University
Gross KJ (1988) Dissertation, Universität Stuttgart
Arnold J C, Hutchings I M (1989) Flux rate effects in the erosive wear of elastomers. J Mater Sci 24: 833–839
Shipway P H, Hutchings I M (1994) A method for optimizing the particle flux in erosion testing with a gas-blast apparatus. Wear 174: 169–175
Anand K, Hovis S K, Conrad H, Scattergood R O (1987) Flux effect in solid particle erosion testing. Wear 118: 243
Biswas S (2010) Processing. characterization and wear response of particulate filled epoxy based hybrid composites. Ph.D thesis, NIT Rourkela
Barkoula N M, Karger-Kocsis J (2002) Processes and influencing parameters of the solid particle erosion of polymers and their composites: a review. J Mater Sci 37(18): 3807–3820
Brandt W, Goldsworthy & Associates (2004) Encyclopedia of polymer science and technology. In: Handbook/reference book, 3rd edn. Wiley. ISBN-10: 0-471-27507-7
Rabinowicz E (1979) The wear equation for erosion of metals by abrasive particles. Department of ME., MIT
Finnie I (1958) The mechanism of erosion of ductile metals. In: Proceedings of 3rd US National congress of applied mechanics, pp 527–532
Nesic S (1991) Computation of localized erosion-corrosion in disturbed two-phase flow. PhD thesis. University of Saskatchewan, Saskatoon
Bitter J G A (1963) A study of erosion phenomena part I. Wear 6: 5–21
Bitter J G A (1963) A study of erosion phenomena part II. Wear 6: 169–90
Laitone J A (1979) Erosion prediction near a stagnation point resulting from aerodynamically entrained solid particles. J Aircraft 16(12): 809–814
Salama M M, Venkatesh E S (1983) Evaluation of erosion velocity limitations of offshore gas wells. In: 15th Annual OTC, Houston, TX: May 2–5 OTC No. 4485
Bourgoyne A T (1989) Experimental study of erosion in diverter systems due to sand production, presented at the SPE/IADC drilling conference. New Orleans, LA.SPE/IADC 18716: 807–816
Chase D P, Rybicki E F, Shadley J R (1992) A model for the effect of velocity on erosion of N80 steel tubing due to the normal impingement of solid particles. Trans ASME J Energy Resour Technol 114: 54–64
McLaury BS (1993) A model to predict solid particle erosion in oil field geometries. MS Thesis, The University of Tulsa
Svedeman SJ, Arnold KE (1993) Criteria for sizing multiphase flow lines for erosive/corrosive services. SPE 26569, 68th Annual Technical Conference of the Society of Petroleum Engineers, Houston, Texas
Jordan K (1998) erosion in multiphase production of oil and gas, corrosion 98. Paper No. 58. NACE International Annual Conference, San Antonio
Shirazi S A (2000) Erosion modeling of elbows in multiphase flow. In: Proceedings of 2000 ASME fluids engineering summer meeting, June 11–15, Boston, MA: Paper No. FEDSM, pp 2000–11251
Gomes F C, Ciampini D, Papini M (2004) The effect of inter-particle collisions in international, vol 37, pp 791–807. Erosive streams on the distribution of energy flux incident to a flat surface, tribology
Papini M, Ciampini D, Krajac T, Spelt J K (2003) Computer modelling of interference effects in erosion testing: effect of plume shape. Wear 255(1–6): 85–97
Gorham D A, Kharaz A H (2000) The measurement of particle rebound characteristics. Powder Technol 112: 193–202
Wu C, Li L, Thornton C (2003) Rebound behaviour of spheres for plastic impacts. Int J Impact Eng 28: 929–946
Karaz A H, Gorham D A (2000) A study of the restitution coefficient in elastic–plastic impact. Philos Mag Lett 80: 549–559
Molinari J. F., Ortiz M. (2002) A study of solid-particle erosion of metallic targets. Int J Impact Eng 27: 347–358
Kleis I, Hussainova I (1998) Investigation of particle-wall impact process. Wear: 168–173
Hutchings I M, Winter R E, Field J E (1976) Solid particle erosion of metals: the removal of surface material by spherical projectiles, vol 348, pp 379–392
Hutchings I M (1979) Erosion: prevention and useful applications, ASTM STP664, pp 59–76. In: Adler W F (ed) Mechanisms of the erosion of metals by solid particles. American Society for Testing and Materials, Philadelphia
Hutchings I M (1977) Deformation of metal surfaces by the oblique impact of square plates. Int J Mech Sci 19: 45–52
Rickerby D G, MacMillan N H (1980) On the oblique impact of a rigid sphere against a rigid plastic solid. Int J Mech Sci 22: 491–494
Hutchings I M, Macmillan N H, Rickerby D G (1981) Further studies of the oblique impact of a hard sphere against a ductile solid. Int J Mech Sci 23(11): 639–646
Sundararajan G, Shewmon P G (1987) The oblique impact of a hard ball against ductile, semi-infinite, target materials – experiment and analysis. Int J Impact Eng 6(1): 3–22
Tirupataiah Y, Venkataraman B, Sundararajan G. (1990) The nature of the elastic rebound of a hard ball impacting on ductile, metallic target materials. Mater Sci Eng A 24: 133–140
Sundararajan G (1991) The depth of the plastic deformation beneath eroded surfaces: the influence of impact angle and velocity, particle shape and material properties. Wear 149: 129–153
Papini M, Spelt J K (1998) The plowing erosion of organic coatings by spherical particles. Wear 222: 38–48
Papini M (1999) Organic coating removal by single particle impact. PhD thesis, Department of Mechanical and Industrial Engineering. University of Toronto, Toronto
Papini M, Spelt J K (2000) Impact of rigid angular particles with fully plastic targets – part, I., analysis. Int J Mech Sci 42(5): 991–1006
Papini M, Spelt J K (2000) Impact of rigid angular particles with fully plastic targets – Part II: parametric study of erosion phenomena. Int J Mech Sci 42(5): 1007–1025
Barkoula NM (2002) In Solid particle erosion behaviour of polymers and polymeric composites. (IVW-Schriftreihe 29, Kaiserslautern)
Hutchings I M (1981) A model for the erosion of metals by spherical particles at normal incidence. Wear 70: 269–281
Brown R, Jun E, Edington J (1982) Mechanisms of solid particle erosive wear for 908 impact on copper and iron. Wear 74: 143–156
Patnaik A, Satapathy A, Mahapatra S S, Dash R R (2009) Tribo-performance of polyester hybrid composites: damage assessment and parameter optimization using taguchi design. Mater Des 30: 57–67
Patnaik A, Satapathy A, Mahapatra S S, Dash R R (2008) Modeling and prediction of erosion response of glass reinforced polyester-flyash composites. J Reinf Plast Compos 28: 513–536
Patnaik A, Satapathy A, Mahapatra S S, Dash R R (2008) A comparative study on different ceramic fillers affecting mechanical properties of glass-polyester composites. J Reinf Plast Compos 28: 1305–1318
Patnaik A, Satapathy A, Mahapatra S S, Dash R R (2008) Erosive wear assesment of glass reinforced polyester-flyash composites using taguchi method. Int Polym Process 13: 192–199
Mahapatra S S, Patnaik A, Satapathy A, Dash R R (2008) Taguchi method applied to parametric appraisal of erosion behaviour of gf-reinforced polyester composites. Wear 265: 214–222
Biswas S, Satapathy A (2009) Tribo-performance analysis of red mud filled glass-epoxy composites using taguchi experimental design. Mater Des 30: 2841–2853
Khruschov MM (1974) Principles of abrasive wear. Wear 28: 69–88
Hovis S K, Talia J E, Scattergood R O (1986) Erosion in multiphase systems. Wear 108: 139–155
Ballout Y A, Hovis S K, Talia J E (1990) Erosion in glass–fiber reinforced epoxy composite. Scr Metall Mater 24: 195–200
Zahavi J, Schmitt G F (1981) Solid particle erosion of reinforced composite materials. Wear 71: 179–190
Miyazaki N, Takeda N (1993) Solid particle erosion of fiber reinforced plastics. J Compos Mater 27: 21–31
Hager A, Friedrich K, Dzenis Y A, Paipetis S A (1995) Study on erosion wear of advanced polymer composites. In: Street K. (ed) Proceedings of ICCM- 10, pp 155–162. Whistler, B.C., Canada, Woodhead Publishing Ltd., Cambridge
Marei A I, Izvozchikov P V (1967) Determination of the wear of rubbers in a stream of abrasive. Abrasion of Rubber (MacLaren, London), pp 274–280
Besztercey G, Karger-Kocsis J, Szaplonczay P (1999) Solid particle erosion of electrically insulating silicone and epdm rubber compounds. Polym Bull 42: 717–724
Fernández J E, Fernandez M D R, Diaz R V, Navarro R T (2003) Abrasive wear analysis using factorial experiment design. Wear 255(1-6): 38–43
Spuzic S, Zec M, Abhary K, Ghomashchi R, Reid I (1997) Fractional design of experiments applied to a wear simulation. Wear 212(1): 131–139
Prasad B K (2002) Abrasive wear characteristics of a zinc-based alloy and zinc-alloy/ sic composite. Wear 252(3–4): 250–263
Deuis R L, Subramanian C, ellup J M (1998) Three-body abrasive wear of composite coatings in dry and wet environments. Wear 214(1): 112–130
Banerji A, Prasad S V, Surappa M K, Rohatgi P K (1982) Abrasive wear of cast aluminium alloy-zircon particle composites. Wear 82(2): 141–151
Mondal D P, Das S, Jha A K, Yegneswaran A H (1998) Abrasive wear of al alloy–al 2 o 3 particle composite: a study on the combined effect of load and size of abrasive. Wear 223(1–2): 131–138
Taguchi G, Konishi S (1987) Orthogonal arrays and linear graphs: tools for quality engineering, p 72. American Supplier Institute Inc. Dearborn, Mich.
Taguchi G (1990) Introduction to quality engineering, asian productivity organization. Tokyo
Phadke M.S (1989) Quality engineering using robust design. Prentice- Hall, Englewood Cliffs, NJ
Wu Y, Moore W H (1986) Quality Engineering: Product & Process Design Optimization. American Supplier Institute Inc., Dearborn
Logothetis N, Haigh A (1987) The statistical flexibility of the taguchi method in the optimization of multi-response processes. Prof Stat 6(7): 10–16
Logothetis N, Haigh A (1988) Characterizing and optimizing multi-response processes by the taguchi method. Qual Reliab Eng Int 4: 159–169
Shoemaker A C, Kacker R N (1988) A methodology for planning experiments in robust product and process design. Qual Reliab Eng Int 4(2): 95–103
Phadke M S, Dehnad K (1988) Optimization of product and process design for quality and cost. Qual Reliab Eng Int 4(2): 105–112
Mahapatra S S, Patnaik A, Khan M S (2006) Development and analysis of wear resistance model for composites of aluminium reinforced with red mud. J Solid Waste Technol Manag 32(1): 28–35
Mahapatra S S, Patnaik A (2006) Optimization of parameter combinations in wire electrical discharge machining using taguchi method. Indian J Eng Mater Sci 13: 493–502
Mahapatra S S, Patnaik A (2006) Optimization of wire electrical discharge machining (WEDM) process parameters using taguchi method. Int J Adv Manuf Technol 34(9–10): 911–925
Mahapatra S S, Patnaik A (2007) Parametric optimization of wire electrical discharge machining (WEDM) process using taguchi method. J Braz Soc Mech Sci 28(4): 423–430
Mahapatra S S, Patnaik A (2006) Determination of optimal parameters settings in wire electrical discharge machining (WEDM) process using taguchi method. Inst Eng (India) 87: 16–24
Mahapatra S S, Patnaik A (2006) Parametric analysis and optimization of drilling of metal matrix composites based on the taguchi method. Int J Manuf Sci Technol 8(1): 5–12
Mahapatra S S, Patnaik A (2007) Optimization of wire electrical discharge machining (wedm) process parameters using taguchi method. J Manuf Sci Technol 9(2): 129–144
Patnaik A, Satapathy A, Mahapatra SS, Dash RR (2010) Modified erosion wear characteristics of glass-polyester composites by silicon carbide filling: a parametric study using taguchi technique, vol 38, pp 131–152
Sarle WS (1997) Neural network FAQ: Part 1 of 7—Introduction, periodic posting to the use net news group Comp.ai.neural-nets. Available from: ftp://ftp.sas.com/pub/neural/FAQ.html
Velten K, Reinicke R, Friedrich K (2000) Wear volume prediction with artificial neural networks. Tribol Int 33(10): 731–736
Zhang Z, Friedrich K, Velten K (2002) Prediction on tribological properties of short fiber composites is using artificial neural networks. Wear 252(7–8): 668–675
Kang J Y, Song J H (1998) Neural network applications in determining the fatigue crack opening load. Int J Fatigue 20: 57–69
Malinova T, Malinov S, Pantev N (2001) Grinding mode identification and surface quality prediction using neural networks in grinding of silicon nitride. Surf Coat Technol 135: 258–267
Zeng Q, Zu J, Zhang L, Dai G (2002) Designing expert system with artificial neural networks for in situ toughened Si 3 N 4. Mater Des 23: 287–290
Yescas M A, Bhadieshia H K D H, MacKay D J (2001) Estimation of the amount of retained austenite in austempered ductile irons using neural networks. Mater Sci Eng Part A 311: 162–173
Jain R K, Jain V K, Kalra P K (1999) Modelling of abrasive flow machining process: a neural network approach. Wear 231: 242–248
Zhang Z, Friedrich K (2003) Artificial neural network applied to polymer composites: a review. Compos Sci Technol 63(14): 2029–2044
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Kaundal, R. Role of Process Variables on Solid Particle Erosion of Polymer Composites: A Critical Review. Silicon 9, 223–238 (2017). https://doi.org/10.1007/s12633-014-9191-5
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DOI: https://doi.org/10.1007/s12633-014-9191-5