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Volumn 26, Issue 1-2, 2009, Pages 41-52

A neural network model for estimating the particle size distribution of dilute latex from multiangle dynamic light scattering measurements

Author keywords

Dynamic light scattering; Latex; Multiangle easurements; Neural network; Particle size distribution

Indexed keywords

AVERAGE DIAMETERS; CONVENTIONAL TECHNIQUES; GENERAL REGRESSION NEURAL NETWORKS; LOGARITHMIC DISTRIBUTIONS; MULTIANGLE DYNAMIC LIGHT SCATTERINGS; MULTIANGLE EASUREMENTS; NEURAL NETWORK MODELS; NUMERICAL INVERSIONS; PARTICLE-SIZE DISTRIBUTIONS; TIKHONOV REGULARIZATIONS; UNIMODAL;

EID: 65449171262     PISSN: 09340866     EISSN: 15214117     Source Type: Journal    
DOI: 10.1002/ppsc.200800010     Document Type: Article
Times cited : (62)

References (49)
  • 4
    • 0001718890 scopus 로고    scopus 로고
    • Particle size distribution of SBR and NBR latexes by UV-VIS turbidimetry near the Rayleigh region
    • M. A. Llosent, L. M. Gugliotta, G. R. Meira, Particle Size Distribution of SBR and NBR Latexes by UV-Vis Turbidimetry Near the Rayleigh Region. Rubb. Chem. Technol. 1996, 69, 696-712. (Pubitemid 126575161)
    • (1996) Rubber Chemistry and Technology , vol.69 , Issue.4 , pp. 696-711
    • Llosent, M.A.1    Gugliotta, L.M.2    Meira, G.R.3
  • 5
    • 36349034558 scopus 로고    scopus 로고
    • Preparation and characterization of particles with small differences in polydispersity
    • DOI 10.1021/la7018132
    • H. J. Schöpe, O. Marnette, W. van Megen, G. Bryant, Preparation and Characterization of Particles with Small Differences in Polydispersity. Langmuir 2007, 23, 11534-11539. (Pubitemid 350139074)
    • (2007) Langmuir , vol.23 , Issue.23 , pp. 11534-11539
    • Schope, H.J.1    Marnette, O.2    Van Megen, W.3    Bryant, G.4
  • 6
    • 22144440569 scopus 로고    scopus 로고
    • Wet STEM: A new development in environmental SEM for imaging nano-objects included in a liquid phase
    • DOI 10.1016/j.ultramic.2005.05.005, PII S0304399105000926
    • A. Bogner, G. Thollet, D. Basset, P. H. Jouneau, C. Gauthier, Wet STEM: A New Development in Environmental SEM for Imaging Nano-objects Included in a Liquid Phase. Ultramicroscopy 2005, 104, 290-301. (Pubitemid 40982472)
    • (2005) Ultramicroscopy , vol.104 , Issue.3-4 , pp. 290-301
    • Bogner, A.1    Thollet, G.2    Basset, D.3    Jouneau, P.-H.4    Gauthier, C.5
  • 7
    • 33846439052 scopus 로고    scopus 로고
    • A history of scanning electron microscopy developments: Towards wet-STEM imaging
    • DOI 10.1016/j.micron.2006.06.008, PII S0968432806001016
    • A. Bogner, P. H. Jouneau, G. Thollet, D. Basset, C. Gauthier, A History of Scanning Electron Microscopy Developments: Towards "Wet-STEM" Imaging. Micron 2007, 38, 390-401. (Pubitemid 46149334)
    • (2007) Micron , vol.38 , Issue.4 , pp. 390-401
    • Bogner, A.1    Jouneau, P.-H.2    Thollet, G.3    Basset, D.4    Gauthier, C.5
  • 9
    • 0024716209 scopus 로고
    • Axial dispersion of submicron particles in capillary hydrodynamic fractionation
    • C. A. Silebi, J.G. Dos Ramos, Axial Dispersion of Submicron Particles in Capillary Hydrodynamic Fractionation. AIChE J. 1989, 35, 1351-1364.
    • (1989) AIChE J. , vol.35 , pp. 1351-1364
    • Silebi, C.A.1    Dos Ramos, J.G.2
  • 10
    • 0034451764 scopus 로고    scopus 로고
    • Particle size distribution measurements of polymeric dispersions: A comparative study
    • O. Elizalde, G. P. Leal, J. R. Leiza, Particle Size Distribution Measurements of Polymeric Dispersions: A Comparative Study. Part. & Part. Syst. Charact. 2000, 17, 236-243.
    • (2000) Part. & Part. Syst. Charact. , vol.17 , pp. 236-243
    • Elizalde, O.1    Leal, G.P.2    Leiza J., R.3
  • 11
    • 0028282293 scopus 로고
    • Polybutadiene latex particle size distribution analysis utilizing a disk centrifuge
    • E. M. Verdurmen, J.G. Albers, A.L. German, Polybutadiene latex particle size distribution analysis utilizing a disk centrifuge. Colloid Polym. Sci. 1994, 272, 57-63.
    • (1994) Colloid Polym. Sci. , vol.272 , pp. 57-63
    • Verdurmen E., M.1    Albers, J.G.2    German, A.L.3
  • 15
    • 0022076372 scopus 로고
    • Interpretation of elastic light-scattering data in real space
    • O. Glatter, M. Hofer, C. Jorde, W. Eigner, Interpretation of Elastic Light-Scattering Data in Real Space. J. Colloid Interface Sci. 1985, 105, 577-586.
    • (1985) J. Colloid Interface Sci. , vol.105 , pp. 577-586
    • Glatter, O.1    Hofer, M.2    Jorde, C.3    Eigner, W.4
  • 16
    • 0000964153 scopus 로고
    • Inversion of static light scattering measurements for particle size distributions
    • R. Finsy, L. Deriemaeker, E. Geladé, J. Joosten, Inversion of Static Light Scattering Measurements for Particle Size Distributions. J. Colloid Interface Sci. 1992, 153, 337-354.
    • (1992) J. Colloid Interface Sci. , vol.153 , pp. 337-354
    • Finsy, R.1    Deriemaeker, L.2    Geladé, E.3    Joosten, J.4
  • 17
    • 0034255801 scopus 로고    scopus 로고
    • Latex particle size distribution by dynamic light scattering: Computer evaluation of two alternative calculation paths
    • DOI 10.1006/jcis.2000.6923
    • L. M. Gugliotta, J. R. Vega, G. R. Meira, Latex Particle Size Distribution by Dynamic Light Scattering: Computer Evaluation of Two Alternative Calculation Paths. J Colloid Interface Sci. 2000, 228, 14-17. (Pubitemid 30483367)
    • (2000) Journal of Colloid and Interface Science , vol.228 , Issue.1 , pp. 14-17
    • Gugliotta, L.M.1    Vega, J.R.2    Meira, G.R.3
  • 18
    • 22144460337 scopus 로고    scopus 로고
    • PCS particle sizing in turbid suspensions: Scope and limitations
    • (Eds.: T. Provder and J. Texter), ACS Symposium Series 881, American Chemical Society, Washington D.C.
    • F. Scheffold, A. Shalkevich, R. Vavrin, J. Crassous, P. Schurtenberger, PCS Particle Sizing in Turbid Suspensions: Scope and Limitations, in Particle Sizing and Characterization (Eds.: T. Provder and J. Texter), ACS Symposium Series 881, American Chemical Society, Washington D. C., 2004, pp. 3-32.
    • (2004) Particle Sizing and Characterization , pp. 3-32
    • Scheffold, F.1    Shalkevich, A.2    Vavrin, R.3    Crassous, J.4    Schurtenberger, P.5
  • 19
    • 0022097612 scopus 로고
    • Interpretation of photon correlation spectroscopy data: A comparison of analysis methods
    • R. S. Stock, W. H. Ray, Interpretation of Photon Correlation Spectroscopy Data: A Comparison of Analysis Methods. J. Polym. Sci., Part B: Polym. Phys. 1994, 23, 1393-1447.
    • (1994) J. Polym. Sci., Part B: Polym. Phys. , vol.23 , pp. 1393-1447
    • Stock, R.S.1    Ray W., H.2
  • 20
    • 0029906389 scopus 로고    scopus 로고
    • Determination of the particle size distribution of latex using a combination of elastic light scattering and turbidimetry: A simulation study
    • DOI 10.1006/jcis.1996.0427
    • G. Eliçabe, G. Frontini, Determination of the Particle Size Distribution of Latex Using a Combination of Elastic Light Scattering and Turbidimetry: A Simulation Study. J. Colloid Interface Sci. 1996, 181, 669-672. (Pubitemid 26252016)
    • (1996) Journal of Colloid and Interface Science , vol.181 , Issue.2 , pp. 669-672
    • Elicabe, G.1    Frontini, G.2
  • 21
    • 0033659862 scopus 로고    scopus 로고
    • A novel methodology to estimate the particle size distribution of latex using relative measurements of elastic light scattering and turbidimetry: A simulation study.
    • G. Frontini, G. Eliçabe, A Novel Methodology to Estimate the Particle Size Distribution of Latex Using Relative Measurements of Elastic Light Scattering and Turbidimetry: A Simulation Study. J. Chemom. 2000, 14, 51-61.
    • (2000) J. Chemom. , vol.14 , pp. 51-61
    • Frontini, G.1    Eliçabe, G.2
  • 22
    • 1542648295 scopus 로고    scopus 로고
    • Particle size distribution by combined elastic light scattering and turbidity measurements. A novel method to estimate the required normalization factor.
    • J. R. Vega, G. L. Frontini, L. M. Gugliotta, G. E. Eliçabe, Particle Size Distribution by Combined Elastic Light Scattering and Turbidity Measurements. A Novel Method to Estimate the Required Normalization Factor. Part. Part. Syst. Charact. 2003, 20, 361-369.
    • (2003) Part. Part. Syst. Charact. , vol.20 , pp. 361-369
    • Vega, J.R.1    Frontini, G.L.2    Gugliotta, L.M.3    Eliçabe, G.E.4
  • 23
    • 0000446281 scopus 로고
    • Particle size distributions determined by a multiangle analysis of photon correlation spectroscopy data
    • P.G. Cummins, E. J. Staples, Particle Size Distributions Determined by a Multiangle Analysis of Photon Correlation Spectroscopy Data. Langmuir 1987, 3, 1109-1113.
    • (1987) Langmuir , vol.3 , pp. 1109-1113
    • Cummins, P.G.1    Staples, E.J.2
  • 24
    • 0003097111 scopus 로고
    • Enhanced resolution particle size distributions by multiple angle photon correlation spectroscopy
    • (Ed.: P. J. Lloyd), J. Wiley & Sons,Washington D.C.
    • S. E. Bott, Enhanced Resolution Particle Size Distributions by Multiple Angle Photon Correlation Spectroscopy, in Particle Size Analysis (Ed.: P. J. Lloyd), J. Wiley & Sons,Washington D. C., 1988, pp. 77-88.
    • (1988) Particle Size Analysis , pp. 77-88
    • Bott, S.E.1
  • 25
    • 0002776773 scopus 로고
    • Improved particle size distribution measurements using multiangle dynamic light scattering
    • G. Bryant, J. Thomas, Improved Particle Size Distribution Measurements Using Multiangle Dynamic Light Scattering. Langmuir 1995, 11, 2480-2485.
    • (1995) Langmuir , vol.11 , pp. 2480-2485
    • Bryant, G.1    Thomas, J.2
  • 26
    • 0001551294 scopus 로고    scopus 로고
    • Improved particle size distribution measurements using multiangle dynamic light scattering
    • 2. Refinements and Applications
    • G. Bryant, C. Abeynayake, J. Thomas, Improved Particle Size Distribution Measurements Using Multiangle Dynamic Light Scattering. 2. Refinements and Applications. Langmuir 1996, 12, 6224-6228.
    • (1996) Langmuir , vol.12 , pp. 6224-6228
    • Bryant, G.1    Abeynayake, C.2    Thomas, J.3
  • 27
    • 0037405854 scopus 로고    scopus 로고
    • Latex particle size distribution by dynamic light scattering: Novel data processing for multiangle measurements
    • DOI 10.1016/S0021-9797(03)00040-7
    • J. R. Vega, L. M. Gugliotta, V.D. Gonzalez, G. R. Meira, Latex Particle Size Distribution by Dynamic Light Scattering. A Novel Data Processing for Multi-angle Measurements. J. Colloid Interface Sci. 2003, 261, 74-81. (Pubitemid 36506540)
    • (2003) Journal of Colloid and Interface Science , vol.261 , Issue.1 , pp. 74-81
    • Vega, J.R.1    Gugliotta, L.M.2    Gonzalez, V.D.G.3    Meira, G.R.4
  • 28
    • 17444398647 scopus 로고    scopus 로고
    • Contamination by larger particles of two almost-uniform latices: Analysis by combined dynamic light scattering and turbidimetry
    • DOI 10.1016/j.jcis.2004.12.001
    • V.D. Gonzalez, L. M. Gugliotta, J. R. Vega, G. R. Meira, Contamination by Larger Particles of Two Almost-Uniform Latexes: Analysis by Combined Dynamic Light Scattering and Turbidimetry. J. Colloid Interface Sci. 2005, 285(2), 581-589. (Pubitemid 40544677)
    • (2005) Journal of Colloid and Interface Science , vol.285 , Issue.2 , pp. 581-589
    • Gonzalez, V.D.G.1    Gugliotta, L.M.2    Vega, J.R.3    Meira, G.R.4
  • 29
    • 36849103950 scopus 로고
    • Analysis of macromolecular polydispersity in intensity correlation spectroscopy: The method of cumulants
    • D. E. Koppel, Analysis of Macromolecular Polydispersity in Intensity Correlation Spectroscopy: The Method of Cumulants. J. Chem. Phys. 1972, 57, 4814-4820.
    • (1972) J. Chem. Phys. , vol.57 , pp. 4814-4820
    • Koppel, D.E.1
  • 33
    • 0001632418 scopus 로고
    • The use of the L-curve in the regularization of discrete Ill-posed problems
    • P.C. Hansen, D. P. O'Leary, The Use of the L-curve in the Regularization of Discrete Ill-posed Problems. SIAM J. Sci. Comput. 1993, 14, 1487-1503.
    • (1993) SIAM J. Sci. Comput. , vol.14 , pp. 1487-1503
    • Hansen, P.C.1    O'Leary, D.P.2
  • 34
    • 0020176542 scopus 로고
    • CONSTRAINED REGULARIZATION METHOD FOR INVERTING DATA REPRESENTED BY LINEAR ALGEBRAIC OR INTEGRAL EQUATIONS.
    • DOI 10.1016/0010-4655(82)90173-4
    • S.W. Provencher, A Constrained Regularization Method for Inverting Data Represented by Linear Algebraic or Integral Equations. Comput. Phys. Commun. 1982, 27, 213-227. (Pubitemid 13539924)
    • (1982) Computer Physics Communications , vol.27 , Issue.3 , pp. 213-227
    • Provencher Stephen, W.1
  • 35
    • 0020176708 scopus 로고
    • CONTIN: A GENERAL PURPOSE CONSTRAINED REGULARIZATION PROGRAM FOR INVERTING NOISY LINEAR ALGEBRAIC AND INTEGRAL EQUATIONS.
    • DOI 10.1016/0010-4655(82)90174-6
    • S.W. Provencher, CONTIN: A General Purpose Constrained Regularization Program for Inverting Noisy Linear Algebraic and Integral Equations. Comput. Phys. Commun. 1982, 27, 229-242. (Pubitemid 13539923)
    • (1982) Computer Physics Communications , vol.27 , Issue.3 , pp. 229-242
    • Provencher Stephen, W.1
  • 36
    • 13344267706 scopus 로고
    • Regularization tools: A matlab package for analysis and solution of discrete Ill-posed problems
    • P.C. Hansen, Regularization Tools: A Matlab Package for Analysis and Solution of Discrete Ill-posed Problems. Numerical Algorithms 1994, 6, 1-35.
    • (1994) Numerical Algorithms , vol.6 , pp. 1-35
    • Hansen, P.C.1
  • 37
    • 0000741607 scopus 로고
    • Detection of small polydispersities by photon correlation spectroscopy
    • P.N. Pusey, W. van Megen, Detection of Small Polydispersities by Photon Correlation Spectroscopy. J. Chem. Phys. 1984, 80(8), 3513-3520.
    • (1984) J. Chem. Phys. , vol.80 , Issue.8 , pp. 3513-3520
    • Pusey, P.N.1    Van Megen, W.2
  • 38
    • 0037418017 scopus 로고    scopus 로고
    • Accurate measurement of small polydispersities in colloidal suspensions
    • G. Bryant, S. Martin, A. Budi, W. van Megen, Accurate Measurement of Small Polydispersities in Colloidal Suspensions. Langmuir 2003, 19, 616-621.
    • (2003) Langmuir , vol.19 , pp. 616-621
    • Bryant, G.1    Martin, S.2    Budi, A.3    Van Megen, W.4
  • 39
    • 0005185941 scopus 로고    scopus 로고
    • Application of neural networks to the inverse light scattering problem for spheres
    • Z. Ulanowski, Z. Wang, P. Kaye, I. Ludlow, Application of neural networks to the inverse light scattering problem for spheres. Appl. Optics 1998, 37(18), 4027-4033. (Pubitemid 128659451)
    • (1998) Applied Optics , vol.37 , Issue.18 , pp. 4027-4033
    • Ulanowski, Z.1    Wang, Z.2    Kaye, P.H.3    Ludlow, I.K.4
  • 40
    • 0035904315 scopus 로고    scopus 로고
    • Particle size distribution determination from spectral extinction using neural networks
    • M. Li, T. Frette, D. Wilkinson, Particle Size Distribution Determination from Spectral Extinction Using Neural Networks. Ind. Eng. Chem. Res. 2001, 40, 4615-4622. (Pubitemid 32995267)
    • (2001) Industrial and Engineering Chemistry Research , vol.40 , Issue.21 , pp. 4615-4622
    • Li, M.1    Frette, T.2    Wilkinson, D.3
  • 41
    • 0037182791 scopus 로고    scopus 로고
    • Use of neural networks in the analysis of particle size distribution by laser diffraction: Tests with different particle systems
    • DOI 10.1016/S0032-5910(02)00036-0, PII S0032591002000360
    • R. Guardani, C. A.O. Nascimento, R. S. Onimaru, Use of Neural Networks in the Analysis of Particle Size Distribution by Laser Diffraction: Tests with Different Particle Systems. Powder Technol. 2002, 126, 42-50. (Pubitemid 34556769)
    • (2002) Powder Technology , vol.126 , Issue.1 , pp. 42-50
    • Guardani, R.1    Nascimento, C.A.O.2    Onimaru, R.S.3
  • 42
    • 4344659802 scopus 로고    scopus 로고
    • Sizing of soft spheroidal particles by multiangle scattered light intensity data: Application of neural networks
    • DOI 10.1016/j.jqsrt.2004.05.028, PII S0022407304001864
    • V.V. Berdnik, R.D. Mukhamedyarov, V.A. Loiko, Sizing of Soft Spheroidal Particles by Multiangle Scattered Light Intensity Data: Applications of Neural Networks. J. Quant. Spectr. Rad. Transfer 2004, 89, 279-289. (Pubitemid 39131145)
    • (2004) Journal of Quantitative Spectroscopy and Radiative Transfer , vol.89 , Issue.1-4 , pp. 279-289
    • Berdnik, V.V.1    Mukhamedyarov, R.D.2    Loiko, V.A.3
  • 43
    • 8844265378 scopus 로고    scopus 로고
    • Sizing of spheroidal and cylindrical particles in a binary mixture by measurement of scattered light intensity: Application of neural networks
    • DOI 10.1016/j.jqsrt.2004.05.027, PII S0022407304001852
    • V.V. Berdnik, V. A. Loiko, Sizing of Spheroidal and Cylindrical Particles in a Binary Mixture by Measurement of Scattered Light Intensity: Applications of Neural Networks. J. Quant. Spectr. Rad. Transfer 2005, 91, 1-10. (Pubitemid 39538621)
    • (2005) Journal of Quantitative Spectroscopy and Radiative Transfer , vol.91 , Issue.1 , pp. 1-10
    • Berdnik, V.V.1    Loiko, V.A.2
  • 44
    • 20444435945 scopus 로고    scopus 로고
    • Shape and size determination by laser diffraction: Average aspect ratio and size distribution by volume; feasibility of data analysis by neural networks.
    • L. Deriemaeker, R. Finsy, Shape and Size Determination by Laser Diffraction: Average Aspect Ratio and Size Distribution by Volume; Feasibility of Data Analysis by Neural Networks. Part. Part. Syst. Charact. 2005, 22, 5-13.
    • (2005) Part. Part. Syst. Charact. , vol.22 , pp. 5-13
    • Deriemaeker, L.1    Finsy, R.2
  • 45
    • 84941284423 scopus 로고
    • The general regression neural network- rediscovered
    • D. F. Specht, The General Regression Neural Network- Rediscovered. Neural Networks 1993, 6(7), 1033-1034.
    • (1993) Neural Networks , vol.6 , Issue.7 , pp. 1033-1034
    • Specht, D.F.1
  • 46
    • 0003413187 scopus 로고    scopus 로고
    • Englewood Cliffs, NJ: Prentice Hall
    • S. Haykin, Neural Networks: A Comprehensive Foundation, 2nd ed. Englewood Cliffs, NJ: Prentice Hall, 1999.
    • (1999) nd ed.
    • Haykin, S.1
  • 48
    • 0000332839 scopus 로고
    • Optical properties of polystyrene from the near infrared to the X-ray region and convergence of optical sum rules
    • T. Inagaki, E.T. Arakawa, R.N. Hamm, M.W. Williams, Optical Properties of Polystyrene from the Near Infrared to the X-Ray Region and Convergence of Optical Sum Rules. Phys. Rev. B 1977, 15, 3243-3253.
    • (1977) Phys. Rev. B , vol.15 , pp. 3243-3253
    • Inagaki, T.1    Arakawa, E.T.2    Hamm, R.N.3    Williams, M.W.4


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