메뉴 건너뛰기




Volumn 48, Issue 1, 2006, Pages 10-20

Artificial intelligence techniques for the automatic interpretation of data from non-destructive testing

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER VISION; CONDITION MONITORING; FUZZY SETS; GENETIC ALGORITHMS; KNOWLEDGE BASED SYSTEMS; NEURAL NETWORKS; NONDESTRUCTIVE EXAMINATION; RAILROAD TRANSPORTATION;

EID: 30744464333     PISSN: 13542575     EISSN: None     Source Type: Journal    
DOI: 10.1784/insi.2006.48.1.10     Document Type: Review
Times cited : (32)

References (95)
  • 1
    • 0028401306 scopus 로고
    • 'Case-based reasoning: Foundational nos, methodological variations, and system'
    • A Aamodt and E Plaza, 'Case-based reasoning: foundational nos, methodological variations, and system', AICom-Artificial Intelligence Communications, Vol 7, No 1, pp 39-59, 1994.
    • (1994) AICom-Artificial Intelligence Communications , vol.7 , Issue.1 , pp. 39-59
    • Aamodt, A.1    Plaza, E.2
  • 4
    • 25444499950 scopus 로고    scopus 로고
    • 'Flaw detection in radiographic weld images using morphological approach'
    • R S Alaknanda and P Kumar, 'Flaw detection in radiographic weld images using morphological approach', NDT and E International, Vol 39, No 1, pp 29-33, 2006.
    • (2006) NDT and E International , vol.39 , Issue.1 , pp. 29-33
    • Alaknanda, R.S.1    Kumar, P.2
  • 5
    • 46149144657 scopus 로고
    • 'Artificial intelligence techniques for the automated analysis of ultrasonic NDT data'
    • Equipment and Data Processing to Improve the Reliability of NDT
    • A McNab and I Dunlop, 'Artificial intelligence techniques for the automated analysis of ultrasonic NDT data', IEE Colloquium on Advances in Transducers, Equipment and Data Processing to Improve the Reliability of NDT, pp 6/1-6/8, 1990.
    • (1990) IEE Colloquium on Advances in Transducers
    • McNab, A.1    Dunlop, I.2
  • 6
    • 0036444904 scopus 로고    scopus 로고
    • 'Design an artificially intelligent automaton for the real-world dynamics of the Amtrak rail road track'
    • 37th IAS Annual Meeting
    • A Rubaai, 'Design an artificially intelligent automaton for the real-world dynamics of the Amtrak rail road track', Conference Record of the Industry Applications Conference, 37th IAS Annual Meeting, Vol 2, pp 1424-1431, 2002.
    • (2002) Conference Record of the Industry Applications Conference , vol.2 , pp. 1424-1431
    • Rubaai, A.1
  • 7
    • 0015490385 scopus 로고
    • 'Investigation of an electronic image enhancer for radiographs'
    • Columbus, OH, USA; ASNT
    • A Vary, 'Investigation of an electronic image enhancer for radiographs', Materials Evaluation, Vol 30, No 12, Columbus, OH, USA; ASNT, pp 259-267, 1972.
    • (1972) Materials Evaluation , vol.30 , Issue.12 , pp. 259-267
    • Vary, A.1
  • 8
    • 0037400193 scopus 로고    scopus 로고
    • 'Increasing rail life by forecasting fatigue failure'
    • B Bogdaniuk, A Massel and R Radomski, 'Increasing rail life by forecasting fatigue failure', NDT and E International, Vol 36, No 3, pp 131-134, 2003.
    • (2003) NDT and E International , vol.36 , Issue.3 , pp. 131-134
    • Bogdaniuk, B.1    Massel, A.2    Radomski, R.3
  • 12
    • 0035546780 scopus 로고    scopus 로고
    • 'Application of neural networks to laser ultrasonic NDE of bonded structures'
    • C-D Tsai, T-T Wu and Y H Liu, 'Application of neural networks to laser ultrasonic NDE of bonded structures', NDT and E International, Vol 34, No 8, pp 537-546, 2001.
    • (2001) NDT and E International , vol.34 , Issue.8 , pp. 537-546
    • Tsai, C.-D.1    Wu, T.-T.2    Liu, Y.H.3
  • 13
    • 30744436383 scopus 로고    scopus 로고
    • 'Practical railway engineering'
    • Imperial College Press, Cop. London
    • C F Bonnett, 'Practical railway engineering', Imperial College Press, Cop. London, pp 207, 1996.
    • (1996) , pp. 207
    • Bonnett, C.F.1
  • 18
    • 0030087156 scopus 로고    scopus 로고
    • 'The role of artificial intelligence in non-destructive testing and evaluation'
    • C Rajagopalan, R Baldev and P Kalyanasundaram, 'The role of artificial intelligence in non-destructive testing and evaluation', Insight Vol 38, No 2, 1996.
    • (1996) Insight , vol.38 , Issue.2
    • Rajagopalan, C.1    Baldev, R.2    Kalyanasundaram, P.3
  • 19
    • 0003394548 scopus 로고    scopus 로고
    • 'Case-based reasoning: Experiences, lessons and future directions'
    • AAAI Press, Menlo Park, CA
    • D B Leake, 'Case-based reasoning: experiences, lessons and future directions', AAAI Press, Menlo Park, CA, pp 3-30, 1996.
    • (1996) , pp. 3-30
    • Leake, D.B.1
  • 22
    • 0242337420 scopus 로고    scopus 로고
    • 'Fatigue and fracture of engineering materials and structures'
    • D F Cannon, K O Edel, S L Grassie and K Sawley, 'Fatigue and fracture of engineering materials and structures', Vol 26, No 10, pp 865-886, 2003.
    • (2003) , vol.26 , Issue.10 , pp. 865-886
    • Cannon, D.F.1    Edel, K.O.2    Grassie, S.L.3    Sawley, K.4
  • 23
    • 30744444255 scopus 로고    scopus 로고
    • 'The application of case-based reasoning to ultrasonic data for use in inspection qualification'
    • D McNab, A McNab and P Leggat, 'The application of case-based reasoning to ultrasonic data for use in inspection qualification', Proceedings of AIP Conference, Vol 657, No 1, pp1862-1870, 2003.
    • (2003) Proceedings of AIP Conference , vol.657 , Issue.1 , pp. 1862-1870
    • McNab, D.1    McNab, A.2    Leggat, P.3
  • 25
    • 0000395517 scopus 로고
    • 'The use of a neural network for automatic impact-echo signal interpretation'
    • D O Thompson, D E Chimenti (Eds.), Plenum Publishing, New York
    • D Pratt and M Sansalone, 'The use of a neural network for automatic impact-echo signal interpretation', In: Review of Progress in Quantitative Nondestructive Evaluation, Vol 10A, D O Thompson, D E Chimenti (Eds.), Plenum Publishing, New York, pp 667-674, 1991.
    • (1991) Review of Progress in Quantitative Nondestructive Evaluation , vol.10 A , pp. 667-674
    • Pratt, D.1    Sansalone, M.2
  • 26
    • 0003883982 scopus 로고    scopus 로고
    • 'The omnipresence of case-based reasoning in science and application'
    • Naval Research Laboratory, Navy Center for Applied Research in Artificial Intelligence, Technical Report AIC-98-002, Washington, DC
    • D W Aha, 'The omnipresence of case-based reasoning in science and application', Naval Research Laboratory, Navy Center for Applied Research in Artificial Intelligence, Technical Report AIC-98-002, Washington, DC. 1997.
    • (1997)
    • Aha, D.W.1
  • 28
    • 2942642475 scopus 로고    scopus 로고
    • 'A vision system for surface roughness characterization using the gray level co-occurrence matrix'
    • E S Gadelmawla, 'A vision system for surface roughness characterization using the gray level co-occurrence matrix', NDT and E International, Vol 37, No 7, pp 577-588, 2004.
    • (2004) NDT and E International , vol.37 , Issue.7 , pp. 577-588
    • Gadelmawla, E.S.1
  • 30
    • 0027576870 scopus 로고
    • 'Interpreting ultrasonic images using rules, algorithms and neural networks'
    • F F Hopgood, N Woodcock, N J Hallam and P D Picton, 'Interpreting ultrasonic images using rules, algorithms and neural networks', European Journal of NDT, Vol 2, No 4, pp 135-149, 1993.
    • (1993) European Journal of NDT , vol.2 , Issue.4 , pp. 135-149
    • Hopgood, F.F.1    Woodcock, N.2    Hallam, N.J.3    Picton, P.D.4
  • 32
    • 0013391998 scopus 로고
    • 'Artificial intelligence and the design of expert systems'
    • The Benjamin Cummings Pub Co, Inc, Redwood City, California, USA
    • F L George and S William, 'Artificial intelligence and the design of expert systems', The Benjamin Cummings Pub Co, Inc, Redwood City, California, USA 1989.
    • (1989)
    • George, F.L.1    William, S.2
  • 33
    • 0036604709 scopus 로고    scopus 로고
    • 'Advanced monitoring of cracked structures using video microscope and automated image analysis'
    • G De Schutter, 'Advanced monitoring of cracked structures using video microscope and automated image analysis', NDT and E International, Vol 35, No 4, pp 209-212, 2002.
    • (2002) NDT and E International , vol.35 , Issue.4 , pp. 209-212
    • De Schutter, G.1
  • 34
    • 0004209735 scopus 로고
    • 'A mathematical theory of evidence'
    • Princeton University Press, Princeton
    • G Shafer, 'A mathematical theory of evidence', Princeton University Press, Princeton, 1976.
    • (1976)
    • Shafer, G.1
  • 37
    • 2442626918 scopus 로고    scopus 로고
    • 'Assessment of welding defects for gas pipeline radiographs using computer vision'
    • H I Shafeek, E S Gadelmawla, AAAbdel-Shafy and I M Elewa, 'Assessment of welding defects for gas pipeline radiographs using computer vision', NDT and E International, Vol 37, No 4, pp 291-299, 2004.
    • (2004) NDT and E International , vol.37 , Issue.4 , pp. 291-299
    • Shafeek, H.I.1    Gadelmawla, E.S.2    Abdel-Shafy, A.A.3    Elewa, I.M.4
  • 38
    • 2442475629 scopus 로고    scopus 로고
    • 'Automatic inspection of gas pipeline welding defects using an expert vision system'
    • H I Shafeek, E S Gadelmawla, AAAbdel-Shafy and I M Elewa, 'Automatic inspection of gas pipeline welding defects using an expert vision system', NDT and E International, Vol 37, No 4, pp301-307, 2004.
    • (2004) NDT and E International , vol.37 , Issue.4 , pp. 301-307
    • Shafeek, H.I.1    Gadelmawla, E.S.2    Abdel-Shafy, A.A.3    Elewa, I.M.4
  • 39
    • 0033101981 scopus 로고    scopus 로고
    • 'Towards automated interpretation of ultrasonic NDT data'
    • I Cornwell and A McNab, 'Towards automated interpretation of ultrasonic NDT data,' NDT and E International, Vol 32, No 2, pp 101-107, 1999.
    • (1999) NDT and E International , vol.32 , Issue.2 , pp. 101-107
    • Cornwell, I.1    McNab, A.2
  • 40
  • 41
    • 0003770610 scopus 로고
    • 'Neural networks-algorithms, applications and programming techniques'
    • Addison Wesley Pub Co, Reading, Massachusetts, USA
    • J A Freeman and D M Skapura, 'Neural networks-algorithms, applications and programming techniques', Addison Wesley Pub Co, Reading, Massachusetts, USA, 1992.
    • (1992)
    • Freeman, J.A.1    Skapura, D.M.2
  • 43
    • 0003979924 scopus 로고
    • 'Introduction to the theory of neural computation'
    • Addison-Wesley Pub Co, Redwood City California, USA
    • J Hertz, A Krogh and R C Palmer, 'Introduction to the theory of neural computation', Addison-Wesley Pub Co, Redwood City, California, USA., 1991.
    • (1991)
    • Hertz, J.1    Krogh, A.2    Palmer, R.C.3
  • 44
    • 30744437246 scopus 로고    scopus 로고
    • 'Case-based reasoning for automatic interpretation of data from eddy-current inspection'
    • D O Thompson and D E Chimenti (Eds.), Plenum Publishing, New York
    • J Jarmulak, 'Case-based reasoning for automatic interpretation of data from eddy-current inspection', In: Review of Progress in Quantitative Nondestructive Evaluation, D O Thompson and D E Chimenti (Eds.), Plenum Publishing, New York, Vol 17, pp 767-774, 1998.
    • (1998) Review of Progress in Quantitative Nondestructive Evaluation , vol.17 , pp. 767-774
    • Jarmulak, J.1
  • 47
    • 30744468655 scopus 로고    scopus 로고
    • 'Applying expert system and fuzzy logic to an intelligent diagnosis system for fabric inspection'
    • J J Lin, C H Lin and T S Tsai, 'Applying expert system and fuzzy logic to an intelligent diagnosis system for fabric inspection', NDT and E International, Vol 30, No 5, pp 330, 1997.
    • (1997) NDT and E International , vol.30 , Issue.5 , pp. 330
    • Lin, J.J.1    Lin, C.H.2    Tsai, T.S.3
  • 49
    • 0003602869 scopus 로고
    • Morgan Kauffman Publishers, Inc., San Mateo, CA
    • J Kolodenor, 'Case-based reasoning', Morgan Kauffman Publishers, Inc., San Mateo, CA, 1993.
    • (1993) 'Case-Based Reasoning'
    • Kolodenor, J.1
  • 50
    • 5744245159 scopus 로고    scopus 로고
    • Third edition, Harlow, England: Addison Wesley Longman
    • J Peter, 'Introduction to expert systems', Third edition, Harlow, England: Addison Wesley Longman, 1999.
    • (1999) 'Introduction to Expert Systems'
    • Peter, J.1
  • 52
    • 0034540049 scopus 로고    scopus 로고
    • 'Characterization of gas pipeline inspection signals using wavelet basis function neural networks'
    • K Hwang, S Mandayam, S S Udpa, L Udpa, W Lord and M Atzal, 'Characterization of gas pipeline inspection signals using wavelet basis function neural networks', NDT and E International, Vol 33, No 8, pp 531-545, 2000.
    • (2000) NDT and E International , vol.33 , Issue.8 , pp. 531-545
    • Hwang, K.1    Mandayam, S.2    Udpa, S.S.3    Udpa, L.4    Lord, W.5    Atzal, M.6
  • 53
    • 0000378359 scopus 로고
    • 'Image processing for non-destructive testing'
    • K Murakami, 'Image processing for non-destructive testing', Weld International, Vol 4, No 2, pp 144-149, 1990.
    • (1990) Weld International , vol.4 , Issue.2 , pp. 144-149
    • Murakami, K.1
  • 54
    • 85040273293 scopus 로고
    • 'Syntactic pattern recognition and applications'
    • Prentice Hall
    • K S Fu, 'Syntactic pattern recognition and applications', Prentice Hall, 1982.
    • (1982)
    • Fu, K.S.1
  • 55
    • 49349133217 scopus 로고
    • 'Fuzzy sets as a basis for a theory of possibility'
    • L A Zadeh, 'Fuzzy sets as a basis for a theory of possibility', Fuzzy Sets and Systems, Vol 1, No 1, pp 3-28, 1978.
    • (1978) Fuzzy Sets and Systems , vol.1 , Issue.1 , pp. 3-28
    • Zadeh, L.A.1
  • 57
    • 0032687737 scopus 로고    scopus 로고
    • 'Dedicated sensor and classifier of rail head defects'
    • January
    • L Oukhellou, P Aknin and J P Perrin, 'Dedicated sensor and classifier of rail head defects', Control Engineering Practice, Vol 7, No 1, pp 57-61, January 1999.
    • (1999) Control Engineering Practice , vol.7 , Issue.1 , pp. 57-61
    • Oukhellou, L.1    Aknin, P.2    Perrin, J.P.3
  • 58
    • 0025401737 scopus 로고
    • 'Eddy current defect characterization using neural networks'
    • L Udpa and S S Udpa, 'Eddy current defect characterization using neural networks', Materials Evaluation 48, pp 342-347, 1990.
    • (1990) Materials Evaluation , vol.48 , pp. 342-347
    • Udpa, L.1    Udpa, S.S.2
  • 59
    • 0033101594 scopus 로고    scopus 로고
    • 'Neural network solution of the inverse vibration problem'
    • M A Mahmoud and M A Abu Kief, 'Neural network solution of the inverse vibration problem', NDT and E International, Vol 32, No 2, pp 91-99, 1999.
    • (1999) NDT and E International , vol.32 , Issue.2 , pp. 91-99
    • Mahmound, M.A.1    Abu Kief, M.A.2
  • 60
    • 0031256937 scopus 로고    scopus 로고
    • 'An artificial neural network interpreter for transient thermography image data'
    • M B Saintey and D P Almond, 'An artificial neural network interpreter for transient thermography image data', NDT and E International, Vol 30, No 5, pp 291-295, 1997.
    • (1997) NDT and E International , vol.30 , Issue.5 , pp. 291-295
    • Saintey, M.B.1    Almond, D.P.2
  • 61
    • 0036779091 scopus 로고    scopus 로고
    • 'Image processing with neural networks - A review'
    • M E Petersen, D de Ridder and H Handels, 'Image processing with neural networks - a review', Pattern Recognition 35, pp 2279-2301, 2002.
    • (2002) Pattern Recognition , vol.35 , pp. 2279-2301
    • Petersen, M.E.1    de Ridder, D.2    Handels, H.3
  • 65
    • 30744444759 scopus 로고    scopus 로고
    • 'Overcoming the image problem'
    • Moore and Bert, 'Overcoming the image problem', Automatic I.D. News Vol 13, No 3, pp 34-36, 1997.
    • (1997) Automatic I.D. News , vol.13 , Issue.3 , pp. 34-36
    • Moore1    Bert2
  • 66
    • 12344282175 scopus 로고    scopus 로고
    • 'Location of steel reinforcement in concrete using ground penetrating radar and neural networks'
    • M R Shaw, S G Millard, T C K Molyneaux, M J Taylor and J H Bungey, 'Location of steel reinforcement in concrete using ground penetrating radar and neural networks', NDT and E International, Vol 38, No 3, pp 203-212, 2005.
    • (2005) NDT and E International , vol.38 , Issue.3 , pp. 203-212
    • Shaw, M.R.1    Millard, S.G.2    Molyneaux, T.C.K.3    Taylor, M.J.4    Bungey, J.H.5
  • 68
    • 30744460719 scopus 로고    scopus 로고
    • accessed March
    • Non-destructive Testing (NDT), http://www.ndt-ed.org/AboutNDT/ aboutndt.htm, accessed March 2005.
    • (2005) Non-destructive Testing (NDT)
  • 70
    • 0032687737 scopus 로고    scopus 로고
    • 'Dedicated sensor and classifier of rail head defects'
    • January
    • O Latifa, A Patrice and P Jean-Paul, 'Dedicated sensor and classifier of rail head defects', Control Engineering Practice, Vol 7, No 1, pp 57-61, January 1999.
    • (1999) Control Engineering Practice , vol.7 , Issue.1 , pp. 57-61
    • Latifa, O.1    Patrice, A.2    Jean-Paul, P.3
  • 71
    • 16244415006 scopus 로고    scopus 로고
    • On-line high-speed rail defect detection
    • Research Results, Federal Railroad Administration, US Department of Transportation, (Online)
    • On-line high-speed rail defect detection, Research Results, Federal Railroad Administration, US Department of Transportation, (Online) 2004.
    • (2004)
  • 72
    • 16244415006 scopus 로고    scopus 로고
    • 'On-line high-speed rail defect detection'
    • Research Results, Federal Railroad Administration, US Department of Transportation, [Online]. Available
    • 'On-line high-speed rail defect detection', Research Results, Federal Railroad Administration, US Department of Transportation, [Online]. Available: http://www.fra.dot.gov/downloads/Research/rr0402.pdf, 2004.
    • (2004)
  • 73
    • 30744457924 scopus 로고    scopus 로고
    • 'A general purpose image analysis inspection system'
    • Publisher: Elsevier
    • P J Sincebaugh, 'A general purpose image analysis inspection system', NDT and E International, Publisher: Elsevier, Vol 30, No 5, pp 327, 1997.
    • (1997) NDT and E International , vol.30 , Issue.5 , pp. 327
    • Sincebaugh, P.J.1
  • 75
    • 0007620395 scopus 로고
    • 'Case-based reasoning for image interpretation in non-destructive testing'
    • P Perner, 'Case-based reasoning for image interpretation in non-destructive testing', Proceedings of EWCBR-93 Vol 2, pp 403-409, 1993.
    • (1993) Proceedings of EWCBR-93 , vol.2 , pp. 403-409
    • Perner, P.1
  • 77
    • 0005484613 scopus 로고
    • 'A study on electronic shear speckle technique'
    • Q Yuwen, 'A study on electronic shear speckle technique', Acta Mechanica Sinica, Vol 22, No 6, pp 725, 1990.
    • (1990) Acta Mechanica Sinica , vol.22 , Issue.6 , pp. 725
    • Yuwen, Q.1
  • 78
    • 0347985116 scopus 로고    scopus 로고
    • 'Rail flaw detection: Overview and needs for future developments'
    • R Clark, 'Rail flaw detection: Overview and needs for future developments', NDT and E International, Vol 37, pp 111-118, 2004.
    • (2004) NDT and E International , vol.37 , pp. 111-118
    • Clark, R.1
  • 79
    • 0003464642 scopus 로고
    • 'Syntactic pattern recognition: An introduction'
    • Addison-Wesley Pub. Co.
    • R Gonzalez, 'Syntactic pattern recognition: an introduction', Addison-Wesley Pub. Co. 1978.
    • (1978)
    • Gonzalez, R.1
  • 80
    • 0003626435 scopus 로고
    • 'Digital image processing'
    • Addison-Wesley, Reading, MA
    • R C Gonzalez and R E Woods, 'Digital image processing', Addison-Wesley, Reading, MA, 1993.
    • (1993)
    • Gonzalez, R.C.1    Woods, R.E.2
  • 81
    • 30744476041 scopus 로고    scopus 로고
    • Rail Safety & Standards Board, accessed on 2005-10-08
    • Rail Safety & Standards Board, http://www.rssb.co.uk/hatfield.asp, accessed on 2005-10-08.
  • 83
    • 30744431961 scopus 로고
    • 'Choosing NDT: Applications, costs and benefits of non-destructive testing in your quality assurance program'
    • Columbus, OH, USA, ASNT, ISBN 093140309X
    • S A Wenk and R C McMaster, 'Choosing NDT: applications, costs and benefits of non-destructive testing in your quality assurance program', Columbus, OH, USA, ASNT, ISBN 093140309X, pp 96, 1987.
    • (1987) , pp. 96
    • Wenk, S.A.1    McMaster, R.C.2
  • 84
    • 0029254094 scopus 로고
    • 'Hybrid knowledge-based architecture for building an intelligent nondestructive signal inspection system'
    • S J Kang and Y R Kwon, 'Hybrid knowledge-based architecture for building an intelligent nondestructive signal inspection system', Knowledge-Based Systems, Vol 8, No 1, pp 21-31, 1995.
    • (1995) Knowledge-Based Systems , vol.8 , Issue.1 , pp. 21-31
    • Kang, S.J.1    Kwon, Y.R.2
  • 85
    • 0036610236 scopus 로고    scopus 로고
    • 'Reaching out for rail flaws'
    • S Kalay, J Lundgren and V Sharma, 'Reaching out for rail flaws', Railway Age, Vol 203, No 6, pp 58-61, 2002.
    • (2002) Railway Age , vol.203 , Issue.6 , pp. 58-61
    • Kalay, S.1    Lundgren, J.2    Sharma, V.3
  • 87
    • 0007671414 scopus 로고
    • 'Radial basis functions network for defect sizing'
    • D O Thompson, D E Chimenti, (Eds.), Plenum Publishing, New York
    • S Nair, S Udpa and L Udpa, 'Radial basis functions network for defect sizing', In: Review of Progress in Quantitative Evaluation, Vol 12A, D O Thompson, D E Chimenti, (Eds.), Plenum Publishing, New York, pp 819-825, 1993.
    • (1993) Review of Progress in Quantitative Evaluation , vol.12 A , pp. 819-825
    • Nair, S.1    Udpa, S.2    Udpa, L.3
  • 90
    • 0031121987 scopus 로고    scopus 로고
    • 'Automated extraction of welds from digitized radiographic images based on MLP neural networks'
    • T W Liao and K Tang, 'Automated extraction of welds from digitized radiographic images based on MLP neural networks', Applied Artificial Intelligence, Vol 11, pp 197-218, 1997.
    • (1997) Applied Artificial Intelligence , vol.11 , pp. 197-218
    • Liao, T.W.1    Tang, K.2
  • 91
    • 0036346797 scopus 로고    scopus 로고
    • 'Signal processing in defect detection using back-propagation neural networks'
    • V Khandetsky and I Antonyuk, 'Signal processing in defect detection using back-propagation neural networks', NDT and E International, Vol 35, No 7, pp 483-488, 2002.
    • (2002) NDT and E International , vol.35 , Issue.7 , pp. 483-488
    • Khandetsky, V.1    Antonyuk, I.2
  • 92
    • 0031396914 scopus 로고    scopus 로고
    • 'A genetic algorithm for railway scheduling with environmental considerations'
    • V Salim and C Xiaoqiang, 'A genetic algorithm for railway scheduling with environmental considerations', Environmental Modelling and Software, Vol 12, No 4, pp 301-309, 1997.
    • (1997) Environmental Modelling and Software , vol.12 , Issue.4 , pp. 301-309
    • Salim, V.1    Xiaoqiang, C.2
  • 93
    • 0037431658 scopus 로고    scopus 로고
    • 'Prediction of demand of the railway sleepers: A simulation model for replacement strategies'
    • W Y Yun and L Ferreira, 'Prediction of demand of the railway sleepers: A simulation model for replacement strategies', International journal of production economics (81-82), pp 589-595, 2003.
    • (2003) International Journal of Production Economics , Issue.81-82 , pp. 589-595
    • Yun, W.Y.1    Ferreira, L.2
  • 94
    • 30744442183 scopus 로고
    • 'Theory and implementation of NDT data fusion'
    • X Gros, P Strachan and D Lowden, 'Theory and implementation of NDT data fusion', Vol 6, No 4, 10 pgs, 1995.
    • (1995) , vol.6 , Issue.4 , pp. 10
    • Gros, X.1    Strachan, P.2    Lowden, D.3
  • 95
    • 0036028142 scopus 로고    scopus 로고
    • 'Detection and classification of flaws in concrete structure using bispectra and neural networks'
    • Y Xiang and S K Tso, 'Detection and classification of flaws in concrete structure using bispectra and neural networks', NDT and E International, Vol 35, No 1, pp 19-27, 2002.
    • (2002) NDT and E International , vol.35 , Issue.1 , pp. 19-27
    • Xiang, Y.1    Tso, S.K.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.