메뉴 건너뛰기




Volumn 29, Issue 4, 2010, Pages 359-371

Predicting explosibility properties of chemicals from quantitative structure-property relationships

Author keywords

DFT; Explosibility; QSPR

Indexed keywords

ALTERNATIVE METHODS; DENSITY FUNCTIONAL THEORY CALCULATIONS; DESCRIPTORS; DFT; ECOTOXICOLOGICAL; EUROPEAN REGULATION; EXPLOSIBILITY; HAZARDOUS PROPERTIES; MOLECULAR DESCRIPTORS; MULTI-LINEAR REGRESSION; PHYSICO-CHEMICALS; PHYSICOCHEMICAL PROPERTY; QSPR; QUANTITATIVE STRUCTURE PROPERTY RELATIONSHIPS; QUANTUM CHEMICAL; QUANTUM CHEMICAL CALCULATIONS; SCREENING PROCESS; STATISTICAL ANALYSIS; THEORETICAL CALCULATIONS; THERMAL STABILITY; TYPE METHODS;

EID: 79953760937     PISSN: 10668527     EISSN: 15475913     Source Type: Journal    
DOI: 10.1002/prs.10379     Document Type: Article
Times cited : (23)

References (64)
  • 1
    • 51849127476 scopus 로고    scopus 로고
    • Evaluation, Authorisation and Restriction of Chemicals (REACH)
    • Regulation (EC) No 1907/2006 of the European Parliament and of the Council of 18 December 2006 concerning the Registration, 30.12.2006
    • Regulation (EC) No 1907/2006 of the European Parliament and of the Council of 18 December 2006 concerning the Registration, Evaluation, Authorisation and Restriction of Chemicals (REACH). OJ L 396, 30.12.2006.
    • OJ L , pp. 396
  • 4
    • 0029370350 scopus 로고
    • A review of ASTM CHETAH 7.0 hazard evaluation criteria
    • E.S. Shanley and G.A. Melhem, A review of ASTM CHETAH 7.0 hazard evaluation criteria, J Loss Prev Process Ind 8 (1995), 261-264.
    • (1995) J Loss Prev Process Ind , vol.8 , pp. 261-264
    • Shanley, E.S.1    Melhem, G.A.2
  • 6
    • 33947448327 scopus 로고
    • The relationship between performance and constitution of pure organic explosive compounds
    • W.C. Lothrop and G.R. Handrick, The relationship between performance and constitution of pure organic explosive compounds. Chem Rev 44 (1949), 419-445.
    • (1949) Chem Rev , vol.44 , pp. 419-445
    • Lothrop, W.C.1    Handrick, G.R.2
  • 7
    • 0030241504 scopus 로고    scopus 로고
    • On the estimation of hazard potential for chemical substances
    • G.A. Melhem and E.S. Shanley, On the estimation of hazard potential for chemical substances, Process Saf Prog 15 (1996), 168-172.
    • (1996) Process Saf Prog , vol.15 , pp. 168-172
    • Melhem, G.A.1    Shanley, E.S.2
  • 8
    • 0037450894 scopus 로고    scopus 로고
    • Prediction of reactive hazards based on molecular structure
    • S.R. Saraf, W.J. Rogers, and M.S. Mannan, Prediction of reactive hazards based on molecular structure, J Hazard Mater 98 (2003), 15-29.
    • (2003) J Hazard Mater , vol.98 , pp. 15-29
    • Saraf, S.R.1    Rogers, W.J.2    Mannan, M.S.3
  • 10
    • 0029160177 scopus 로고
    • Quantitative structure-activity relationships and ecological risk assessment: An overview of predictive aquatic toxicology research
    • S.P. Bradbury, Quantitative structure-activity relationships and ecological risk assessment: An overview of predictive aquatic toxicology research, Toxicol Lett 79 (1995), 229-237.
    • (1995) Toxicol Lett , vol.79 , pp. 229-237
    • Bradbury, S.P.1
  • 11
    • 0033096995 scopus 로고    scopus 로고
    • Comparative QSAR analysis of estrogen receptor ligands
    • H. Gao, J.A. Katzenellenbogen, R. Garg, and C. Hansch, Comparative QSAR analysis of estrogen receptor ligands, Chem Rev 99 (1999), 723-744.
    • (1999) Chem Rev , vol.99 , pp. 723-744
    • Gao, H.1    Katzenellenbogen, J.A.2    Garg, R.3    Hansch, C.4
  • 12
    • 0036513590 scopus 로고    scopus 로고
    • The role of quantitative structure-activity relationships (QSAR) in biomolecular discovery
    • D.A. Winkler, The role of quantitative structure-activity relationships (QSAR) in biomolecular discovery, Brief Bioinf 3 (2002), 73-86.
    • (2002) Brief Bioinf , vol.3 , pp. 73-86
    • Winkler, D.A.1
  • 13
    • 0033959235 scopus 로고    scopus 로고
    • Quantitative structure-property relationships in pharmaceutical research-Part 1
    • M. Grover, B. Singh, M. Bakshi, and S. Singh, Quantitative structure-property relationships in pharmaceutical research-Part 1, Pharm Sci Tech Today 3 (2000), 28-35.
    • (2000) Pharm Sci Tech Today , vol.3 , pp. 28-35
    • Grover, M.1    Singh, B.2    Bakshi, M.3    Singh, S.4
  • 14
    • 0034142319 scopus 로고    scopus 로고
    • Quantitative structure-property relationships in pharmaceutical research-Part 2
    • M. Grover, B. Singh, M. Bakshi, and S. Singh, Quantitative structure-property relationships in pharmaceutical research-Part 2, Pharm Sci Tech Today 3 (2000), 50-57.
    • (2000) Pharm Sci Tech Today , vol.3 , pp. 50-57
    • Grover, M.1    Singh, B.2    Bakshi, M.3    Singh, S.4
  • 15
    • 0001321370 scopus 로고
    • QSPR: The correlation and quantitative prediction of chemical and physical-properties from structure
    • A.R. Katritzky, V.S. Lobanov, and M. Karelson, QSPR: The correlation and quantitative prediction of chemical and physical-properties from structure, Chem Soc Rev 24 (1995), 279-287.
    • (1995) Chem Soc Rev , vol.24 , pp. 279-287
    • Katritzky, A.R.1    Lobanov, V.S.2    Karelson, M.3
  • 16
    • 0000087194 scopus 로고    scopus 로고
    • QSPR as a means of predicting and understanding chemical and physical properties in terms of structure
    • A.R. Katritzky, M. Karelson, and V.S. Lobanov, QSPR as a means of predicting and understanding chemical and physical properties in terms of structure, Pure Appl Chem 69 (1997), 245-248.
    • (1997) Pure Appl Chem , vol.69 , pp. 245-248
    • Katritzky, A.R.1    Karelson, M.2    Lobanov, V.S.3
  • 17
    • 0043235835 scopus 로고    scopus 로고
    • Prediction of physicochemical properties based on neural network modelling
    • J. Taskinen and J. Yliruusi, Prediction of physicochemical properties based on neural network modelling, Adv Drug Deliv Rev 55 (2003), 1163-1183.
    • (2003) Adv Drug Deliv Rev , vol.55 , pp. 1163-1183
    • Taskinen, J.1    Yliruusi, J.2
  • 19
    • 79953743135 scopus 로고    scopus 로고
    • PubChem
    • PubChem,http://pubchem.ncbi.nlm.nih.gov.
  • 20
    • 44349109511 scopus 로고    scopus 로고
    • Theoretical study of the decomposition reactions in substituted nitrobenzenes
    • G. Fayet, L. Joubert, P. Rotureau, and C. Adamo, Theoretical study of the decomposition reactions in substituted nitrobenzenes, J Phys Chem A 112 (2008), 4054-4059.
    • (2008) J Phys Chem A , vol.112 , pp. 4054-4059
    • Fayet, G.1    Joubert, L.2    Rotureau, P.3    Adamo, C.4
  • 21
    • 0000455949 scopus 로고
    • Kinetics and mechanisms of thermal decomposition of nitroaromatic explosives
    • T.B. Brill and K.J. James, Kinetics and mechanisms of thermal decomposition of nitroaromatic explosives, Chem Rev 93 (1993), 2667-2692.
    • (1993) Chem Rev , vol.93 , pp. 2667-2692
    • Brill, T.B.1    James, K.J.2
  • 22
    • 72949099122 scopus 로고    scopus 로고
    • A theoretical study of the decomposition mechanisms on substituted ortho-nitrotoluenes
    • G. Fayet, L. Joubert, P. Rotureau, and C. Adamo, A theoretical study of the decomposition mechanisms on substituted ortho-nitrotoluenes, J Phys Chem A 113 (2009), 13621-13627.
    • (2009) J Phys Chem A , vol.113 , pp. 13621-13627
    • Fayet, G.1    Joubert, L.2    Rotureau, P.3    Adamo, C.4
  • 23
    • 23644455519 scopus 로고    scopus 로고
    • Simple empirical method for prediction of impact sensitivity of selected class of explosives
    • M.H. Keshavarz and H.R. Pouretedal, Simple empirical method for prediction of impact sensitivity of selected class of explosives, J Hazard Mater 124 (2005), 27-33.
    • (2005) J Hazard Mater , vol.124 , pp. 27-33
    • Keshavarz, M.H.1    Pouretedal, H.R.2
  • 24
    • 33745781474 scopus 로고    scopus 로고
    • Investigation of the various structure parameters for predicting impact sensitivity of energetic molecules via artificial neural network
    • M.H. Keshavarz and M. Jaafari, Investigation of the various structure parameters for predicting impact sensitivity of energetic molecules via artificial neural network, Propel Explos Pyrotechn 31 (2006), 216-225.
    • (2006) Propel Explos Pyrotechn , vol.31 , pp. 216-225
    • Keshavarz, M.H.1    Jaafari, M.2
  • 25
    • 33847414188 scopus 로고    scopus 로고
    • Novel correlation for predicting impact sensitivity of nitroheterocyclic energetic molecules
    • M.H. Keshavarz, H.R. Pouretedal, and A. Semnani, Novel correlation for predicting impact sensitivity of nitroheterocyclic energetic molecules, J Hazard Mater 141 (2007), 803-807.
    • (2007) J Hazard Mater , vol.141 , pp. 803-807
    • Keshavarz, M.H.1    Pouretedal, H.R.2    Semnani, A.3
  • 26
    • 34548279522 scopus 로고    scopus 로고
    • Prediction of impact sensitivity of nitroaliphatic, nitroaliphatic containing other functional groups and nitrate explosives
    • M.H. Keshavarz, Prediction of impact sensitivity of nitroaliphatic, nitroaliphatic containing other functional groups and nitrate explosives, J Hazard Mater 148 (2007), 648-652.
    • (2007) J Hazard Mater , vol.148 , pp. 648-652
    • Keshavarz, M.H.1
  • 28
    • 0018454474 scopus 로고
    • The relationship of impact sensitivity with structure of organic high explosives. II
    • M.J. Kamlet and H.G. Adolph, The relationship of impact sensitivity with structure of organic high explosives. II. Polynitroaromatic explosives, Propel Explos 4 (1979), 30-34.
    • (1979) Polynitroaromatic explosives, Propel Explos , vol.4 , pp. 30-34
    • Kamlet, M.J.1    Adolph, H.G.2
  • 29
    • 0037035164 scopus 로고    scopus 로고
    • A quantum mechanical investigation of the relation between impact sensitivity and the charge distribution in energetic molecules
    • B.M. Rice and J.J. Hare, A quantum mechanical investigation of the relation between impact sensitivity and the charge distribution in energetic molecules, J Phys Chem A 106 (2002), 1770-1783.
    • (2002) J Phys Chem A , vol.106 , pp. 1770-1783
    • Rice, B.M.1    Hare, J.J.2
  • 30
    • 0037133990 scopus 로고    scopus 로고
    • Density functional calculations of bond dissociation energies for NO2 scission in some nitroaromatic molecules
    • B.M. Rice, S. Sahu, and F.J. Owens, Density functional calculations of bond dissociation energies for NO2 scission in some nitroaromatic molecules, J Mol Struct (THEOCHEM) 583 (2002), 69-72.
    • (2002) J Mol Struct (THEOCHEM) , vol.583 , pp. 69-72
    • Rice, B.M.1    Sahu, S.2    Owens, F.J.3
  • 32
    • 0034868132 scopus 로고    scopus 로고
    • Genetic algorithms in chemometrics and chemistry: A review
    • R. Leardi, Genetic algorithms in chemometrics and chemistry: A review, J Chemometr 15 (2001), 559-569.
    • (2001) J Chemometr , vol.15 , pp. 559-569
    • Leardi, R.1
  • 34
    • 0001728908 scopus 로고    scopus 로고
    • Quantum-chemical descriptors in QSAR/QSPR studies
    • M. Karelson, V.S. Lobanov, and A.R. Katritzky, Quantum-chemical descriptors in QSAR/QSPR studies, Chem Rev 96 (1996), 1027-1044.
    • (1996) Chem Rev , vol.96 , pp. 1027-1044
    • Karelson, M.1    Lobanov, V.S.2    Katritzky, A.R.3
  • 35
    • 0001475454 scopus 로고    scopus 로고
    • Toward reliable density functional methods without adjustable parameters: The PBE0 model
    • C. Adamo and V. Barone, Toward reliable density functional methods without adjustable parameters: The PBE0 model, J Chem Phys 110 (1999), 6158-6170.
    • (1999) J Chem Phys , vol.110 , pp. 6158-6170
    • Adamo, C.1    Barone, V.2
  • 37
    • 0842341771 scopus 로고
    • Development and use of quantum mechanical molecular models. 76. AM1: A new general purpose quantum mechanical molecular model
    • M.J.S. Dewar, E.G. Zoebisch, E.F. Healy, and J.J.P. Stewart, Development and use of quantum mechanical molecular models. 76. AM1: A new general purpose quantum mechanical molecular model, J Am Chem Soc 107 (1985), 3902-3909.
    • (1985) J Am Chem Soc , vol.107 , pp. 3902-3909
    • Dewar, M.J.S.1    Zoebisch, E.G.2    Healy, E.F.3    Stewart, J.J.P.4
  • 38
    • 79953760681 scopus 로고    scopus 로고
    • Hyperchem 7.0, Hypercube Inc., Gainesville
    • Hyperchem 7.0, Hypercube Inc., Gainesville, 2002
    • (2002)
  • 41
    • 34250822989 scopus 로고    scopus 로고
    • QSPR study of critical micelle concentration of anionic surfactants using computational molecular descriptors
    • A.R. Katritzky, L. Pacureanu, D. Dobchev, and M. Karelson, QSPR study of critical micelle concentration of anionic surfactants using computational molecular descriptors, J Chem Inf Model 47 (2007), 782-793.
    • (2007) J Chem Inf Model , vol.47 , pp. 782-793
    • Katritzky, A.R.1    Pacureanu, L.2    Dobchev, D.3    Karelson, M.4
  • 42
    • 34248665536 scopus 로고    scopus 로고
    • Rapid QSPR model development technique for prediction of vapor pressure of organic compounds
    • A.R. Katritzky, S.H. Slavov, D.A. Dobchev, and M. Karelson, Rapid QSPR model development technique for prediction of vapor pressure of organic compounds, Comput Chem Eng 31 (2007) ,1123-1130.
    • (2007) Comput Chem Eng , vol.31 , pp. 1123-1130
    • Katritzky, A.R.1    Slavov, S.H.2    Dobchev, D.A.3    Karelson, M.4
  • 43
    • 79953764474 scopus 로고    scopus 로고
    • CodessaPro, University of Florida
    • CodessaPro, University of Florida, 2002.
    • (2002)
  • 44
    • 79953762308 scopus 로고
    • Thermal Hazards of Chemical Reactions, Elsevier, Amsterdam
    • T. Grewer, Thermal Hazards of Chemical Reactions, Elsevier, Amsterdam, 1994.
    • (1994)
    • Grewer, T.1
  • 45
    • 0035917996 scopus 로고    scopus 로고
    • Chemomet-ric analysis of nonlinear optical chromophores structure and thermal stability
    • L.J.O. Figueiredo and F.M.S. Garrido, Chemomet-ric analysis of nonlinear optical chromophores structure and thermal stability, J Mol Struct (THE-OCHEM) 539 (2001), 75-81.
    • (2001) J Mol Struct (THE-OCHEM) , vol.539 , pp. 75-81
    • Figueiredo, L.J.O.1    Garrido, F.M.S.2
  • 46
    • 33847024292 scopus 로고    scopus 로고
    • Prediction of the thermal decomposition property of polymers using quantum chemical descriptors
    • X. Yu, Z. Xie, B. Yi, X. Wang, and F. Liu, Prediction of the thermal decomposition property of polymers using quantum chemical descriptors, Eur Polym J 43 (2007), 818-823.
    • (2007) Eur Polym J , vol.43 , pp. 818-823
    • Yu, X.1    Xie, Z.2    Yi, B.3    Wang, X.4    Liu, F.5
  • 47
    • 36148985745 scopus 로고    scopus 로고
    • Quantum chemical aided prediction of the thermal decomposition mechanisms and temperatures of ionic liquids
    • M.C. Kroon, W. Buijs, C.J. Peters, and G.-J. Wit-kamp, Quantum chemical aided prediction of the thermal decomposition mechanisms and temperatures of ionic liquids, Thermochim Acta 465 (2007), 40-47.
    • (2007) Thermochim Acta , vol.465 , pp. 40-47
    • Kroon, M.C.1    Buijs, W.2    Peters, C.J.3    Witkamp, G.-J.4
  • 48
    • 0000434964 scopus 로고
    • The influence of chemical structure on exothermic decomposition
    • T. Grewer, The influence of chemical structure on exothermic decomposition, Thermochim Acta 187 (1991), 133-149.
    • (1991) Thermochim Acta , vol.187 , pp. 133-149
    • Grewer, T.1
  • 49
    • 12344310141 scopus 로고    scopus 로고
    • Towards improved models to rationalize and estimate the decomposition temperatures of nitroal-kanes, nitramines and nitric esters
    • E. Theerlynck, D. Mathieu, and P. Simonetti, Towards improved models to rationalize and estimate the decomposition temperatures of nitroal-kanes, nitramines and nitric esters, Thermochim Acta 426 (2005), 123-129.
    • (2005) Thermochim Acta , vol.426 , pp. 123-129
    • Theerlynck, E.1    Mathieu, D.2    Simonetti, P.3
  • 50
    • 0037414154 scopus 로고    scopus 로고
    • Application of transition state theory for thermal stability prediction
    • S.R. Saraf, W.J. Rogers, and M.S. Mannan, Application of transition state theory for thermal stability prediction, Ind Eng Chem Res 42 (2003), 1341-1346.
    • (2003) Ind Eng Chem Res , vol.42 , pp. 1341-1346
    • Saraf, S.R.1    Rogers, W.J.2    Mannan, M.S.3
  • 51
    • 57749190578 scopus 로고    scopus 로고
    • Simple method for prediction of activation energies of the thermal decomposition of nitramines
    • M.H. Keshavarz, Simple method for prediction of activation energies of the thermal decomposition of nitramines, J Hazard Mater 162 (2009), 1557-1562.
    • (2009) J Hazard Mate , vol.162 , pp. 1557-1562
    • Keshavarz, M.H.1
  • 52
    • 54049125338 scopus 로고    scopus 로고
    • Predicting activation energy of thermolysis of polynitro arenes through molecular structure
    • M.H. Keshavarz, H.R. Pouretedal, A. Shokrolahi, A. Zali, and A. Semnani, Predicting activation energy of thermolysis of polynitro arenes through molecular structure, J Hazard Mater 160 (2008), 142-147.
    • (2008) J Hazard Mater , vol.160 , pp. 142-147
    • Keshavarz, M.H.1    Pouretedal, H.R.2    Shokrolahi, A.3    Zali, A.4    Semnani, A.5
  • 54
    • 70349235366 scopus 로고    scopus 로고
    • On the prediction of thermal stability of nitroaromatic compounds using quantum chemical calculations
    • G. Fayet, P. Rotureau, L. Joubert, and C. Adamo, On the prediction of thermal stability of nitroaromatic compounds using quantum chemical calculations, J Hazard Mater 171 (2009), 845-850.
    • (2009) J Hazard Mater , vol.171 , pp. 845-850
    • Fayet, G.1    Rotureau, P.2    Joubert, L.3    Adamo, C.4
  • 55
    • 57749096886 scopus 로고    scopus 로고
    • On the use of descriptors arising from the conceptual density functional theory for the prediction of chemicals explosibility
    • G. Fayet, L. Joubert, P. Rotureau, and C. Adamo, On the use of descriptors arising from the conceptual density functional theory for the prediction of chemicals explosibility, Chem Phys Lett 467 (2009), 407-411.
    • (2009) Chem Phys Lett , vol.467 , pp. 407-411
    • Fayet, G.1    Joubert, L.2    Rotureau, P.3    Adamo, C.4
  • 56
    • 0029231589 scopus 로고
    • The oxygen balance criterion for thermal hazards assessment
    • E.S. Shanley and G.A. Melhem, The oxygen balance criterion for thermal hazards assessment, Process Saf Prog 14 (1995), 29-31.
    • (1995) Process Saf Prog , vol.14 , pp. 29-31
    • Shanley, E.S.1    Melhem, G.A.2
  • 57
    • 40949091952 scopus 로고    scopus 로고
    • Theoretical prediction of electric spark sensitivity of nitroaromatic energetic compounds based on molecular structure
    • M.H. Keshavarz, Theoretical prediction of electric spark sensitivity of nitroaromatic energetic compounds based on molecular structure, J Hazard Mater 153 (2008), 201-206.
    • (2008) J Hazard Mater , vol.153 , pp. 201-206
    • Keshavarz, M.H.1
  • 58
    • 77954574454 scopus 로고    scopus 로고
    • QSPR modeling of thermal stability of nitroaro-matic compounds: DFT vs. AM1 calculated descriptors
    • (in press)
    • G. Fayet, P. Rotureau, L. Joubert, and C. Adamo, QSPR modeling of thermal stability of nitroaromatic compounds: DFT vs. AM1 calculated descriptors. J Mol Model. (in press).
    • J Mol Model
    • Fayet, G.1    Rotureau, P.2    Joubert, L.3    Adamo, C.4
  • 60
    • 0026173126 scopus 로고
    • Electric-spark sensitivity of heat-resistant polynitroaromatic compounds
    • F. Hosoya, K. Shiino, and K. Itabashi, Electric-spark sensitivity of heat-resistant polynitroaromatic compounds, Propel Explos Pyrotechn 16 (1991), 119-122.
    • (1991) Propel Explos Pyrotechn , vol.16 , pp. 119-122
    • Hosoya, F.1    Shiino, K.2    Itabashi, K.3
  • 61
    • 40949114884 scopus 로고    scopus 로고
    • Electric spark sensitivity of nitramines. Part I. Aspects of molecular structure
    • S. Zeman, V. Pelikan, and J. Majzlik, Electric spark sensitivity of nitramines. Part I. Aspects of molecular structure, Centr Eur J Energ Mat 3 (2006), 27-44.
    • (2006) Centr Eur J Energ Mat , vol.3 , pp. 27-44
    • Zeman, S.1    Pelikan, V.2    Majzlik, J.3
  • 62
    • 29744450549 scopus 로고    scopus 로고
    • Electric spark sensitivity of polynitro compounds: Part III. A correlation with detonation velocities of some nitramines
    • V. Zeman, J. Koci, and S. Zeman, Electric spark sensitivity of polynitro compounds: Part III. A correlation with detonation velocities of some nitramines, HanNeng Cailiao 7 (1999), 172-175.
    • (1999) HanNeng Cailiao , vol.7 , pp. 172-175
    • Zeman, V.1    Koci, J.2    Zeman, S.3
  • 63
    • 33750479332 scopus 로고    scopus 로고
    • Calculation of detonation velocity, pressure and electric spark sensitivity of nitro arenas based on quantum chemistry
    • G. Wang, H. Xiao, X. Ju, and X. Gong, Calculation of detonation velocity, pressure and electric spark sensitivity of nitro arenas based on quantum chemistry, Propel Explos Pyrotechn 31 (2006), 361-368.
    • (2006) Propel Explos Pyrotechn , vol.31 , pp. 361-368
    • Wang, G.1    Xiao, H.2    Ju, X.3    Gong, X.4
  • 64
    • 67649252849 scopus 로고    scopus 로고
    • Reliable prediction of electric spark sensitivity of nitramines: A general correlation with detonation pressure
    • M.H. Keshavarz, H.R. Pouretedal, and A. Semnani, Reliable prediction of electric spark sensitivity of nitramines: A general correlation with detonation pressure, J Hazard Mater 167 (2009), 461-466.
    • (2009) J Hazard Mater , vol.167 , pp. 461-466
    • Keshavarz, M.H.1    Pouretedal, H.R.2    Semnani, A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.