Molecular weight prediction in polystyrene blends. Unprecedented use of a genetic algorithm in pulse field gradient spin echo (PGSE) NMR

被引:3
作者
Arrabal-Campos, Francisco M. [1 ]
Alvarez, Jose D. [2 ]
Garcia-Sancho, Amador [3 ]
Fernandez, Ignacio [1 ]
机构
[1] Univ Almeria, Dept Chem & Phys, Res Ctr Agr & Food Biotechnol BITAL, Ctra Sacramento S-N, Almeria 04120, Spain
[2] Univ Almeria, Dept Informat CIESOL, ceiA3, Ctra Sacramento S-N, Almeria 04120, Spain
[3] AIMPLAS, Plast Technol Ctr, Chem Lab, Parque Tecnol,C Gustave Eiffel 4, Paterna 46980, Spain
关键词
MAGNETIC-RESONANCE-SPECTROSCOPY; DIFFUSION-ORDERED SPECTROSCOPY; DOSY-NMR; FEATURE-SELECTION; WAVELENGTH SELECTION; POLYMERS; RESOLUTION; TOOL; POLYDISPERSITY; REGULARIZATION;
D O I
10.1039/c7sm01569k
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
A genetic algorithm that uses boxcar functions (diffGA) has been applied for the first time in PGSE NMR. It reconstructs accurate diffusion coefficients for all the components of the mixture, and therefore predicts correct weight-average molecular weights for all of them. The results reported herein complement those obtained with established methods such as ITAMeD, CONTIN and TRAIn algorithms, and provide a detailed solution picture. Its robustness and limits have been stretched in order to ascertain the minimum separation within diffusion coefficients or relative proportion between components. In addition, the new genetic algorithm has been also applied to a mixture of small molecules, providing excellent results at very low computational times.
引用
收藏
页码:6620 / 6626
页数:7
相关论文
共 60 条
[1]   Using pulsed gradient spin echo NMR for chemical mixture analysis: How to obtain optimum results [J].
Antalek, B .
CONCEPTS IN MAGNETIC RESONANCE, 2002, 14 (04) :225-258
[2]   Genetic algorithm-based wavelength selection method for spectral calibration [J].
Arakawa, Masamoto ;
Yamashita, Yosuke ;
Funatsu, Kimito .
JOURNAL OF CHEMOMETRICS, 2011, 25 (01) :10-19
[3]   Molecular weight prediction with no dependence on solvent viscosity. A quantitative pulse field gradient diffusion NMR approach [J].
Arrabal-Campos, Francisco M. ;
Ona-Burgos, Pascual ;
Fernandez, Ignacio .
POLYMER CHEMISTRY, 2016, 7 (26) :4326-4329
[4]   Diffusion NMR of molecular cages and capsules [J].
Avram, Liat ;
Cohen, Yoram .
CHEMICAL SOCIETY REVIEWS, 2015, 44 (02) :586-602
[5]  
Back T., 1996, EVOLUTIONARY ALGORIT, DOI DOI 10.1093/OSO/9780195099713.001.0001
[6]   Convection in liquid-state NMR: expect the unexpected [J].
Barbosa, T. M. ;
Rittner, R. ;
Tormena, C. F. ;
Morris, G. A. ;
Nilsson, M. .
RSC ADVANCES, 2016, 6 (97) :95173-95176
[7]  
Bersini H., 1992, P 2 INT C PAR PROBL
[8]   CONFORMATIONAL-ANALYSIS OF A DINUCLEOTIDE PHOTODIMER WITH THE AID OF THE GENETIC ALGORITHM [J].
BLOMMERS, MJJ ;
LUCASIUS, CB ;
KATEMAN, G ;
KAPTEIN, R .
BIOPOLYMERS, 1992, 32 (01) :45-52
[9]   Diffusion-Ordered NMR Spectroscopy as a Reliable Alternative to TEM for Determining the Size of Gold Nanoparticles in Organic Solutions [J].
Canzi, Gabriele ;
Mrse, Anthony A. ;
Kubiak, Clifford P. .
JOURNAL OF PHYSICAL CHEMISTRY C, 2011, 115 (16) :7972-7978
[10]   Application of diffusion ordered-1H-nuclear magnetic resonance spectroscopy to quantify sucrose in beverages [J].
Cao, Ruge ;
Nonaka, Airi ;
Komura, Fusae ;
Matsui, Toshiro .
FOOD CHEMISTRY, 2015, 171 :8-12