×

Modified variational iteration method and its convergence analysis for solving nonlinear aggregation population balance equation. (English) Zbl 07875876

Summary: This study proposes a novel approach based on the variational iteration method to solve the nonlinear aggregation population balance equation. The approach provides great flexibility by allowing the selection of appropriate linear operators and efficiently determining the Lagrange multiplier in the nonlinear aggregation population balance equation. The mathematical derivation is supported by conducting a detailed convergence analysis using the contraction mapping principle in the Banach space. Furthermore, error estimates for the approximate solutions are derived, thereby improving our understanding of the accuracy and reliability of the proposed method. To validate the new approach, the obtained solutions are compared with the exact solutions for analytically tractable kernels. However, for more complex physically relevant kernels including polymerization, Ruckenstein/Pulvermacher, and bilinear kernels, due to lack exact solutions, the obtained series solutions corresponding to different initial conditions are verified against the finite volume scheme [J. Kumar et al., Kinet. Relat. Models 9, No. 2, 373–391 (2016; Zbl 1333.45008)]. The outcomes illustrate that the proposed approach offers superior approximations of number density functions with fewer terms and demonstrates higher accuracy over extended time domains than the traditional variational iterative method. The new approach also has the tendency to capture the zeroth and first order moments of the number density function with high precision.

MSC:

76-XX Fluid mechanics
34A12 Initial value problems, existence, uniqueness, continuous dependence and continuation of solutions to ordinary differential equations
35Q70 PDEs in connection with mechanics of particles and systems of particles
45K05 Integro-partial differential equations
47J35 Nonlinear evolution equations

Citations:

Zbl 1333.45008
Full Text: DOI

References:

[1] Samsel, Richard W.; Perelson, Alan S., Kinetics of rouleau formation. I. A mass action approach with geometric features, Biophys J, 37, 2, 493-514, 1982
[2] Lissauer, Jack J., Planet formation, Ann Rev Astron Astrophys, 31, 1, 129-172, 1993
[3] Ramkrishna, Doraiswami, Population balances: Theory and applications to particulate systems in engineering, 2000, Elsevier
[4] Gunawan, Rudiyanto; Fusman, Irene; Braatz, Richard D., High resolution algorithms for multidimensional population balance equations, AIChE J, 50, 11, 2738-2749, 2004
[5] Eggersdorfer, Maximilian L.; Pratsinis, Sotiris E., Agglomerates and aggregates of nanoparticles made in the gas phase, Adv Powder Technol, 25, 1, 71-90, 2014
[6] Hasseine, Abdelmalek; Bart, Hans Jörg, Adomian decomposition method solution of population balance equations for aggregation, nucleation, growth and breakup processes, Appl Math Model, 39, 7, 1975-1984, 2015 · Zbl 1443.65271
[7] Singh, Mehakpreet; Singh, Randhir; Singh, Sukhjit; Singh, Gagandeep; Walker, Gavin, Finite volume approximation of multidimensional aggregation population balance equation on triangular grid, Math Comput Simulation, 172, 191-212, 2020 · Zbl 1510.65223
[8] Singh, Mehakpreet; Matsoukas, Themis; Walker, Gavin, Two moments consistent discrete formulation for binary breakage population balance equation and its convergence, Appl Numer Math, 166, 76-91, 2021 · Zbl 07354415
[9] Singh, Mehakpreet; Ismail, Hamza Y.; Matsoukas, Themis; Albadarin, Ahmad B.; Walker, Gavin, Mass-based finite volume scheme for aggregation, growth and nucleation population balance equation, Proc R Soc Lond Ser A Math Phys Eng Sci, 475, 2231, Article 20190552 pp., 2019 · Zbl 1472.82044
[10] Singh, Mehakpreet; Matsoukas, Themis; Walker, Gavin, Mathematical analysis of finite volume preserving scheme for nonlinear Smoluchowski equation, Physica D, 402, Article 132221 pp., 2020 · Zbl 1453.65260
[11] Smoluchowski, Marian V., Versuch einer mathematischen Theorie der Koagulationskinetik kolloider Lösungen, Z Phys Chem, 92, 1, 129-168, 1918
[12] Leyvraz, François, Scaling theory and exactly solved models in the kinetics of irreversible aggregation, Phys Rep, 383, 2-3, 95-212, 2003
[13] Kaur, Gurmeet; Singh, Randhir; Singh, Mehakpreet; Kumar, Jitendra; Matsoukas, Themis, Analytical approach for solving population balances: a homotopy perturbation method, J Phys A, 52, 38, Article 385201 pp., 2019 · Zbl 1504.92098
[14] Yadav, Nisha; Singh, Mehakpreet; Singh, Sukhjit; Singh, Randir; Kumar, Jitendra, A note on homotopy perturbation approach for nonlinear coagulation equation to improve series solutions for longer times, Chaos Solitons Fractals, 173, Article 113628 pp., 2023
[15] Kumar, Jitendra; Warnecke, Gerald, A note on moment preservation of finite volume schemes for solving growth and aggregation population balance equations, SIAM J Sci Comput, 32, 2, 703-713, 2010 · Zbl 1211.45009
[16] Giri, Ankit Kumar; Hausenblas, Erika, Convergence analysis of sectional methods for solving aggregation population balance equations: The fixed pivot technique, Nonlinear Anal RWA, 14, 6, 2068-2090, 2013 · Zbl 1323.92007
[17] Singh, Mehakpreet; Ghosh, Dhrubajyoti; Kumar, Jitendra, A comparative study of different discretizations for solving bivariate aggregation population balance equation, Appl Math Comput, 234, 434-451, 2014 · Zbl 1298.65154
[18] Singh, Mehakpreet; Kumar, Jitendra; Bück, Andreas; Tsotsas, Evangelos, An improved and efficient finite volume scheme for bivariate aggregation population balance equation, J Comput Appl Math, 308, 83-97, 2016 · Zbl 1382.65271
[19] Nguyen, Tan Trung; Laurent, Frédérique; Fox, Rodney O.; Massot, Marc, Solution of population balance equations in applications with fine particles: mathematical modeling and numerical schemes, J Comput Phys, 325, 129-156, 2016 · Zbl 1375.76204
[20] Gelbard, Fred M.; Seinfeld, John H., Coagulation and growth of a multicomponent aerosol, J Colloid Interface Sci, 63, 3, 472-479, 1978
[21] Mostafaei, Peyman; Rajabi-Hamane, Mehdi, Numerical solution of the population balance equation using an efficiently modified cell average technique, Comput Chem Eng, 96, 33-41, 2017
[22] Ahrens, Robin; Le Borne, Sabine, FFT-based evaluation of multivariate aggregation integrals in population balance equations on uniform tensor grids, J Comput Appl Math, 338, 280-297, 2018 · Zbl 1524.65502
[23] Singh, Mehakpreet; Ismail, Hamza Y.; Singh, Randhir; Albadarin, Ahmad B.; Walker, Gavin, Finite volume approximation of nonlinear agglomeration population balance equation on triangular grid, J Aerosol Sci, 137, Article 105430 pp., 2019
[24] Singh, Mehakpreet; Singh, Randhir; Singh, Sukhjit; Walker, Gavin; Matsoukas, Themis, Discrete finite volume approach for multidimensional agglomeration population balance equation on unstructured grid, Powder Technol, 376, 229-240, 2020
[25] Singh, Mehakpreet, Accurate and efficient approximations for generalized population balances incorporating coagulation and fragmentation, J Comput Phys, 435, Article 110215 pp., 2021 · Zbl 07503721
[26] Wang, Kangle, Exact traveling wave solutions for the local fractional Kadomtsov-Petviashvili-Benjamin-Bona-Mahony model by variational perspective, Fractals, 30, 06, Article 2250101 pp., 2022 · Zbl 1507.35333
[27] Wang, Kangle, Novel traveling wave solutions for the fractal Zakharov-Kuznetsov-Benjamin-Bona-Mahony model, Fractals, 30, 09, Article 2250170 pp., 2022 · Zbl 1509.35249
[28] Wang, KangLe; Wei, ChunFu, Fractal soliton solutions for the fractal-fractional shallow water wave equation arising in ocean engineering, Alex Eng J, 65, 859-865, 2023
[29] Wang, Kang-Le, New perspective on fractional hamiltonian amplitude equation, Opt Quantum Electron, 55, 12, 1033, 2023
[30] Wang, Kang-Le, Investigation of the fractional Kdv-Zakharov-Kuznetsov equation arising in plasma physics, Fractals, 55, 07, Article 2350065 pp., 2023
[31] Wang, Kang Le, Novel approaches to fractional Klein-Gordon-Zakharov equation, Fractals, 31, 07, Article 2350095 pp., 2023
[32] Wang, Kang-Le, Totally new soliton phenomena in the fractional Zoomeron model for shallow water, Fractals, 31, 03, Article 2350029 pp., 2023 · Zbl 1521.35164
[33] Biazar, Jafar; Ayati, Zainab; Yaghouti, Mohammad Reza, Homotopy perturbation method for homogeneous Smoluchowsk’s equation, Numer Methods Partial Differential Equations, 26, 5, 1146-1153, 2010 · Zbl 1197.65220
[34] Singh, Randhir; Saha, Jitraj; Kumar, Jitendra, Adomian decomposition method for solving fragmentation and aggregation population balance equations, J Appl Math Comput, 48, 265-292, 2015 · Zbl 1316.65117
[35] Hasseine, Abdelmalek; Attarakih, Menwer; Belarbi, Rafik; Bart, Hans Jörg, On the semi-analytical solution of integro-partial differential equations, Energy Procedia, 139, 358-366, 2017
[36] Yadav, Sonia; Keshav, Somveer; Singh, Sukhjit; Singh, Mehakpreet; Kumar, Jitendra, Homotopy analysis method and its convergence analysis for a nonlinear simultaneous aggregation-fragmentation model, Chaos Solitons Fractals, 177, Article 114204 pp., 2023
[37] Kaushik, Sonali; Kumar, Rajesh, A novel optimized decomposition method for Smoluchowski’s aggregation equation, J Comput Appl Math, 419, Article 114710 pp., 2023 · Zbl 1503.65317
[38] Arora, Gourav; Hussain, Saddam; Kumar, Rajesh, Comparison of variational iteration and Adomian decomposition methods to solve growth, aggregation and aggregation-breakage equations, J Comput Sci, 67, Article 101973 pp., 2023
[39] Heydari, M.; Loghmani, G. B.; Hosseini, S. M.; Yildirim, A., A novel hybrid spectral-variational iteration method (HS-VIM) for solving nonlinear equations arising in heat transfer, Iran J Sci Technol Trans A-Sci, 2013
[40] Heydari, M.; Loghmani, G. B.; Hosseini, S. M., An improved piecewise variational iteration method for solving strongly nonlinear oscillators, Comput Appl Math, 34, 215-249, 2015 · Zbl 1319.65059
[41] Heydari, Mohammad; Loghmani, Ghasem Barid; Wazwaz, Abdul-Majid, A numerical approach for a class of astrophysics equations using piecewise spectral-variational iteration method, Internat J Numer Methods Heat Fluid Flow, 27, 2, 358-378, 2017
[42] Soltani, L. Ahmad; Shirzadi, Ahmad, A new modification of the variational iteration method, Comput Math Appl, 59, 8, 2528-2535, 2010 · Zbl 1193.65150
[43] He, Ji Huan, Variational iteration method-a kind of non-linear analytical technique: some examples, Int J Non-linear Mech, 34, 4, 699-708, 1999 · Zbl 1342.34005
[44] Ali, A. H.A.; Raslan, K. R., Variational iteration method for solving biharmonic equations, Phys Lett A, 370, 5-6, 441-448, 2007 · Zbl 1209.65135
[45] Kafash, Behzad; Rafiei, Zahra; Karbassi, Seyed M.; Wazwaz, Abdul M., A computational method based on the modification of the variational iteration method for determining the solution of the optimal control problems, Int J Numer Modelling, Electron Netw Devices Fields, 33, 5, Article e2739 pp., 2020
[46] Nuseir, Ameina S.; Al-Towaiq, Mohammad, The modified variational iteration method for solving the impenetrable Agar model problem, Int J Pure Appl Math, 96, 4, 445-456, 2014
[47] Noor, Muhammad Aslam; Noor, Khalida Inayat; Rafiq, Muhammad; Al-said, Eisa A., Variational iteration method for solving a system of second order boundary value problems, Int J Nonlinear Sci Numer Simul, 11, 12, 1109-1120, 2010
[48] Kumar, Jitendra; Kaur, Gurmeet; Tsotsas, Evangelos, An accurate and efficient discrete formulation of aggregation population balance equation, Kinet Relat Models, 9, 2, 2016 · Zbl 1333.45008
[49] Zidar, Mitja; Kuzman, Drago; Ravnik, Miha, Characterisation of protein aggregation with the Smoluchowski coagulation approach for use in biopharmaceuticals, Soft Matter, 14, 29, 6001-6012, 2018
[50] Ranjbar, Mojtaba; Adibi, Hojatollah; Lakestani, Mehrdad, Numerical solution of homogeneous Smoluchowski’s coagulation equation, Int J Comput Math, 87, 9, 2113-2122, 2010 · Zbl 1197.65231
[51] Liu, Anxiong; Rigopoulos, Stelios, A conservative method for numerical solution of the population balance equation, and application to soot formation, Combust Flame, 205, 506-521, 2019
[52] Scott, William T., Analytic studies of cloud droplet coalescence I, J Atmospheric Sci, 25, 1, 54-65, 1968
[53] Aldous, David J., Deterministic and stochastic models for coalescence (aggregation and coagulation): a review of the mean-field theory for probabilists, Bernoulli, 3-48, 1999 · Zbl 0930.60096
[54] Ruckenstein, Eli; Pulvermacher, B., Growth kinetics and the size distributions of supported metal crystallites, J Catalysis, 29, 2, 224-245, 1973
[55] McMahon, Donald J.; Brown, Rodney J., Enzymic coagulation of casein micelles: a review, J Dairy Sci, 67, 5, 919-929, 1984
[56] Ernst, Matthieu H.; Ziff, Robert M.; Hendriks, Eric, Coagulation processes with a phase transition, J Colloid Interface Sci, 97, 1, 266-277, 1984
[57] Odibat, Zaid M., A study on the convergence of variational iteration method, Math Comput Modelling, 51, 9-10, 1181-1192, 2010 · Zbl 1198.65147
[58] Singh, Mehakpreet; Vuik, Kees; Kaur, Gurmeet; Bart, Hans-Jörg, Effect of different discretizations on the numerical solution of 2D aggregation population balance equation, Powder Technol, 342, 972-984, 2019
[59] Singh, Mehakpreet; Kumar, Ashish; Shirazian, Saeed; Ranade, Vivek; Walker, Gavin, Characterization of simultaneous evolution of size and composition distributions using generalized aggregation population balance equation, Pharmaceutics, 12, 12, 1152, 2020
[60] Singh, Mehakpreet, New finite volume approach for multidimensional Smoluchowski equation on nonuniform grids, Stud Appl Math, 147, 3, 955-977, 2021 · Zbl 07415606
[61] Singh, Mehakpreet; Matsoukas, Themis; Ranade, Vivek; Walker, Gavin, Discrete finite volume formulation for multidimensional fragmentation equation and its convergence analysis, J Comput Phys, 464, Article 111368 pp., 2022 · Zbl 07540382
This reference list is based on information provided by the publisher or from digital mathematics libraries. Its items are heuristically matched to zbMATH identifiers and may contain data conversion errors. In some cases that data have been complemented/enhanced by data from zbMATH Open. This attempts to reflect the references listed in the original paper as accurately as possible without claiming completeness or a perfect matching.