Shabanzadeh, P. and Yusof, R. and Shameli, K. and Khanehzaei, H. (2016) Simulation and modeling of synthesis Cu nanoparticles in sodium alginate media by means of expert systems. Research on Chemical Intermediates, 42 (4). pp. 2831-2843. ISSN 0922-6168
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Abstract
This research was to apply the combination of the particle swarm optimization method and artificial neural network training with the aim of building a quantitative model to forecast the size of copper nanoparticles (Cu-NPs) prepared in sodium alginate. Sodium alginate, sodium hydroxide, copper sulfate, hydrazinium hydroxide, and ascorbic acid were used as stabilizer, pH moderator, copper precursor, reducing agent, and antioxidant, respectively. The results showed that the different sizes of Cu-NPs were obtained by changing these functions. Meaning that by increasing the amount of sodium alginate and or increase the volume of hydrazine hydrate, particle sizes of Cu-NPs were reduced. Other variables had the opposite effects due to the increase of the size of the Cu-NPs. The prediction results were remarkably in agreement with the experimental data with a correlation coefficient of 0.99 and a mean square error of 0.0058.
| Item Type: | Article |
|---|---|
| Uncontrolled Keywords: | Alginate, Ascorbic acid, Copper, Expert systems, Hydrazine, Mean square error, Metal nanoparticles, Nanoparticles, Neural networks, Particle swarm optimization (PSO), Sodium, Sodium alginate, Synthesis (chemical), Copper nanoparticles, Copper precursors, Correlation coefficient, Cu nano-particles, Particle swarm optimization method, Quantitative modeling, Simulation and modeling, Sodium hydroxides, Sodium sulfate |
| Subjects: | T Technology > T Technology (General) |
| Divisions: | Razak School of Engineering and Advanced Technology |
| ID Code: | 72660 |
| Deposited By: | Siti Nor Hashidah Zakaria |
| Deposited On: | 22 Nov 2017 12:07 |
| Last Modified: | 22 Nov 2017 12:07 |
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