zhpsЖурнал прикладной спектроскопииZhurnal Prikladnoii Spektroskopii0514-7506B. I. Stepanov Institute of Physics of the National Academy of Scienceszhps-204Research ArticleСтатьиОПТИМАЛЬНЫЕ ДЛИНЫ ВОЛН ДЛЯ ИЗМЕРЕНИЯ МЕТОДОМ СПЕКТРОСКОПИИ ПОГЛОЩЕНИЯ НА ОСНОВЕ ГЕНЕТИЧЕСКОГО АЛГОРИТМА И ОПТИМИЗАЦИИ РОЯ ЧАСТИЦTHE OPTIMAL WAVELENGTHS FOR LIGHT ABSORPTION SPECTROSCOPY MEASUREMENTS BASED ON GENETIC ALGORITHM-PARTICLE SWARM OPTIMIZATIONTangG. .TangG. .noemail@neicon.ruWeiB. .WeiB. .weibiao@cqu.edu.cnWuD. .WuD. .noemail@neicon.ruFengP. .FengP. .noemail@neicon.ruLiuJ. .LiuJ. .noemail@neicon.ruTangY. .TangY. .noemail@neicon.ruXiongSh. .XiongSh. .noemail@neicon.ruZhangZ. .ZhangZ. .noemail@neicon.ruУниверситет ЧунцинаРоссияChongqing UniversityRussian FederationУниверситет Чунцина; Чунцинский индустриально-политехнический колледжРоссияChongqing University; Chongqing Industry Polytechnic CollegeRussian Federation201810032020851119128Copyright © Tang G..., Wei B..., Wu D..., Feng P..., Liu J..., Tang Y..., Xiong S..., Zhang Z..., 20202020Tang G..., Wei B..., Wu D..., Feng P..., Liu J..., Tang Y..., Xiong S..., Zhang Z...Tang G..., Wei B..., Wu D..., Feng P..., Liu J..., Tang Y..., Xiong S..., Zhang Z...Данная работа распространяется под лицензией Creative Commons Attribution 4.0.This work is licensed under a Creative Commons Attribution 4.0 License.https://zhps.ejournal.by/jour/article/view/204

Для выбора оптимальных длин волн для измерения методом спектроскопии поглощения разработан метод на основе генетического алгоритма (GA) и оптимизации роя частиц (PSO). Оценено изменение оптимальных длин волн для образцов с различными свойствами и размерами. Для определения количества оптимальных длин волн использован метод Монте-Карло. Для проверки алгоритма вычислены спектры в диапазоне 200-1000 нм, которые сопоставлены с измеренными данными рассеяния стандартных частиц.

To select the optimal wavelengths in the light extinction spectroscopy measurement, genetic algorithm-particle swarm optimization (GAPSO) based on genetic algorithm (GA) and particle swarm optimization (PSO) is adopted. The change of the optimal wavelength positions in different feature size parameters and distribution parameters is evaluated. Moreover, the Monte Carlo method based on random probability is used to identify the number of optimal wavelengths, and good inversion effects of the particle size distribution are obtained. The method proved to have the advantage of resisting noise. In order to verify the feasibility of the algorithm, spectra with bands ranging from 200 to 1000 nm are computed. Based on this, the measured data of standard particles are used to verify the algorithm.

обнаружение частиц в водеспектроскопия поглощенияраспределение размеров частицоптимальная длина волныгенетический алгоритмоптимизация роя частицwater particles detectionlight extinction spectroscopyparticle size distributionoptimal wavelengthparticle swarm genetic hybrid optimization algorithmReferencesN. N. Wang, G. Zheng, X. S. Cai, Part. Part. Syst. Char., 11, No. 4, 309-314 (1994).N. N. Wang, G. Zheng, X. S. Cai, Part. Part. Syst. Char., 11, No. 4, 309-314 (1994).L. Ma, R. K. Hanson, Appl. Phys. B: Lasers Opt., 81, No. 4, 567-576 (2005).L. Ma, R. K. Hanson, Appl. Phys. B: Lasers Opt., 81, No. 4, 567-576 (2005).R. So, R. Vingarzan, K. Jones, M. Pitchford, J. Air Waste Manag., 65, No. 6, 707-720 (2015).R. So, R. Vingarzan, K. Jones, M. Pitchford, J. Air Waste Manag., 65, No. 6, 707-720 (2015).M. H. Long, M. X. Su, X. S. Cai, Opt. Instrum., 32, No. 3, 18-22 (2010).M. H. Long, M. X. Su, X. S. Cai, Opt. Instrum., 32, No. 3, 18-22 (2010).R. Todeschini, D. Galvagni, J. L. Vielchez, M. del Olmo, N. Navas, Trends Anal. Chem., 18, No. 2, 93-98 (1999).R. Todeschini, D. Galvagni, J. L. Vielchez, M. del Olmo, N. Navas, Trends Anal. Chem., 18, No. 2, 93-98 (1999).R. M. Balabina, S. V. Smirnovb, Anal. Chim. Acta, 692, No. 1-2, 63-72 (2011).R. M. Balabina, S. V. Smirnovb, Anal. Chim. Acta, 692, No. 1-2, 63-72 (2011).A. S. Bangalore, R. E. Shaffer, G. W. Small, M. A. Arnold, Anal. Chem., 68, No. 23, 4200-4212 (1996).A. S. Bangalore, R. E. Shaffer, G. W. Small, M. A. Arnold, Anal. Chem., 68, No. 23, 4200-4212 (1996).T. Lestander, R. Leardi, P. Geladi, J. Near Infrared Spectrosc., 11, No. 1, 433 (2003).T. Lestander, R. Leardi, P. Geladi, J. Near Infrared Spectrosc., 11, No. 1, 433 (2003).B. Cheng, D. Z. Chen, X. H. Wu, Chin. J. Anal. Chem., 34, 123-126 (2006).B. Cheng, D. Z. Chen, X. H. Wu, Chin. J. Anal. Chem., 34, 123-126 (2006).J. Kennedy, R. Eberhart, IEEE Int. Conf. Neural Networks, 4, No. 8, 1942-1948 (1995).J. Kennedy, R. Eberhart, IEEE Int. Conf. Neural Networks, 4, No. 8, 1942-1948 (1995).J. A. Hageman, M. Streppel, R. Wehrens, L. M. C Buydens, J. Chemom., 17, No. 8-9, 427-437 (2003).J. A. Hageman, M. Streppel, R. Wehrens, L. M. C Buydens, J. Chemom., 17, No. 8-9, 427-437 (2003).L. Wang, X. Jian, X. G. Sun, J. Mod. Opt., 59, No. 21, 1829-1840 (2012).L. Wang, X. Jian, X. G. Sun, J. Mod. Opt., 59, No. 21, 1829-1840 (2012).X. G. Sun, H. Tang, G. B. Yuan. Spectrosc. Spect. Anal., 28, No. 9, 1968-1973 (2008).X. G. Sun, H. Tang, G. B. Yuan. Spectrosc. Spect. Anal., 28, No. 9, 1968-1973 (2008).H. Tang, W. B. Zheng, X. X. Li, Opt. Precis. Eng., 18, No. 8, 1691-1698 (2010).H. Tang, W. B. Zheng, X. X. Li, Opt. Precis. Eng., 18, No. 8, 1691-1698 (2010).L. Wang, X. G. Sun, SPIE: Int. Soc. Opt. Eng., 8201, 82012H (2011).L. Wang, X. G. Sun, SPIE: Int. Soc. Opt. Eng., 8201, 82012H (2011).K. Premalatha, A. M. Natarajan, Int. J. Open Probl. Comput. Math., 2, No.4, 597-608 (2009).K. Premalatha, A. M. Natarajan, Int. J. Open Probl. Comput. Math., 2, No.4, 597-608 (2009).F. K. Zhang, S. W. Zhang, G. Z. Ba, Adv. Mater. Res., 1014, 404-412 (2014).F. K. Zhang, S. W. Zhang, G. Z. Ba, Adv. Mater. Res., 1014, 404-412 (2014).M. I. Mishchenko, L. D. Travis, A. A. Lacis. Scattering, Absorption, and Emission of Light by Small Particles, Cambridge University Press, Cambridge, Ch. 2, pp. 31-67 (2002).M. I. Mishchenko, L. D. Travis, A. A. Lacis. Scattering, Absorption, and Emission of Light by Small Particles, Cambridge University Press, Cambridge, Ch. 2, pp. 31-67 (2002).E. Marioth, B. Koenig, A. H. Krause, S. Loebbecke, Ind. Eng. Chem. Res., 39, No. 12, 4853-4857 (2000).E. Marioth, B. Koenig, A. H. Krause, S. Loebbecke, Ind. Eng. Chem. Res., 39, No. 12, 4853-4857 (2000).M. Kerker, The Scattering of Light and Other Electromagnetic Radiation, Academic Press, New York, Ch. 4, pp. 97-185 (1969).M. Kerker, The Scattering of Light and Other Electromagnetic Radiation, Academic Press, New York, Ch. 4, pp. 97-185 (1969).M. Z. Li, D. Wilkinson, Chem. Eng. Sci., 56, No. 10, 3045-3052 (2001).M. Z. Li, D. Wilkinson, Chem. Eng. Sci., 56, No. 10, 3045-3052 (2001).D. L. Phillips, J. ACM, 9, No. 1, 84-97 (1962).D. L. Phillips, J. ACM, 9, No. 1, 84-97 (1962).S. Twomey, J. ACM, 10, No. 1, 97-101 (1963).S. Twomey, J. ACM, 10, No. 1, 97-101 (1963).B. R. Lienert, J. N. Porter, S. K. Sharma, Appl. Opt., 40, No. 21, 3476-3482 (2001).B. R. Lienert, J. N. Porter, S. K. Sharma, Appl. Opt., 40, No. 21, 3476-3482 (2001).Q. S. Xu, Y. Z. Liang, Chemometr. Intell. Lab., 56, No. 1, 1-11 (2001).Q. S. Xu, Y. Z. Liang, Chemometr. Intell. Lab., 56, No. 1, 1-11 (2001).M. Sudhakaran, P. Ajay-D-Vimalraj, T. G. Palanivelu, J. Zhejiang Univ., 8, No. 6, 896-903 (2007).M. Sudhakaran, P. Ajay-D-Vimalraj, T. G. Palanivelu, J. Zhejiang Univ., 8, No. 6, 896-903 (2007).X. M. Yang, J. S. Yuan, J. Y. Yuan, H. N. Mao, Appl. Math. Comput., 189, No. 2, 1205-1213 (2007).X. M. Yang, J. S. Yuan, J. Y. Yuan, H. N. Mao, Appl. Math. Comput., 189, No. 2, 1205-1213 (2007).P. Rosin, E. Rammler, J. Inst. Fuel, 7, 29-36 (1933).P. Rosin, E. Rammler, J. Inst. Fuel, 7, 29-36 (1933).A. Macı́as-Garcı́a, E. M. Cuerda-Correa, M. A. Dı́az-Dı́ez, Mater. Charact., 52, No. 2, 159-164 (2004).A. Macı́as-Garcı́a, E. M. Cuerda-Correa, M. A. Dı́az-Dı́ez, Mater. Charact., 52, No. 2, 159-164 (2004).M. Jonasz, G. Fournier, Light Scattering by Particles in Water: Theoretical and Experimental Foundations, Academic Press, New York, Ch. 6, pp. 447-559 (2007).M. Jonasz, G. Fournier, Light Scattering by Particles in Water: Theoretical and Experimental Foundations, Academic Press, New York, Ch. 6, pp. 447-559 (2007).M. Daimon, A. Masumura, Appl. Opt., 46, No. 18, 3811-3820 (2007).M. Daimon, A. Masumura, Appl. Opt., 46, No. 18, 3811-3820 (2007).G. M. Jia, Z. Zhang, G. Z. Zhang, W. H. Xiang, Acta Photon. Sin., 34, No. 10, 1473-1475 (2005).G. M. Jia, Z. Zhang, G. Z. Zhang, W. H. Xiang, Acta Photon. Sin., 34, No. 10, 1473-1475 (2005).

The authors declare that there are no conflicts of interest present.