Enhancing sodium percarbonate catalytic wet peroxide oxidation with artificial intelligence-optimized swirl flow: Ni single atom sites on carbon nanotubes for improved reactivity and silicon resistance

Chemosphere. 2024 Jan:346:140606. doi: 10.1016/j.chemosphere.2023.140606. Epub 2023 Nov 6.

Abstract

H2O2 is widely used in the treatment of refractory organic pollutants.However, due to its explosive and corrosive chemical characteristics, H2O2 will bring great safety risks and troubles in transportation.So we chose sodium percarbonate(SPC) to be used in catalytic wet peroxide oxidation enhanced by swirl flow(SF-CWPO) and we designed carbon nanotubes with Ni single atom sites(Ni-NCNTs/AC) to activate SPC to treat an m-cresol wastewater containing Si.Meanwhile, artificial intelligence which used Artificial neural network (ANN) was used to optimize the conditions.Under the conditions of pH = 9.27, reaction time of 8.91 min, m-cresol concentration is 59.09 mg L-1, SPC dosage is 2.80 g L-1 and Na2SiO3·9H2O dosage is 77.27 mg L-1, the degradation rate of total organic carbon(TOC) and m-cresol reaches 94.37% and 100%, respectively.Finally, the applicability of Ni-NCNTs/AC-SPC-SF-CWPO technology was evaluated in a wastewater system of a sewage treatment enterprise and Fourier transform ion cyclotron resonance mass spectrum(FT-ICR MS) analysis and chemical oxygen demand(COD) analysis showed the great ability of Ni-NCNTs/AC-SPC-SF-CWPO technology to treat wastewater.It is believed that this paper is of great significance to the design and construction of the in-depth research and industrial application of SF-CWPO.

Keywords: Artificial neural network; Carbon nanotubes with Ni single atom sites; Catalytic wet peroxide oxidation enhanced by swirl flow; Fourier transform ion cyclotron resonance mass spectrum; Sodium percarbonate.

MeSH terms

  • Artificial Intelligence
  • Catalysis
  • Hydrogen Peroxide
  • Nanotubes, Carbon*
  • Oxidation-Reduction
  • Peroxides
  • Silicon
  • Wastewater
  • Water Pollutants, Chemical*

Substances

  • 3-cresol
  • Hydrogen Peroxide
  • Nanotubes, Carbon
  • sodium percarbonate
  • Wastewater
  • Silicon
  • sodium peroxide
  • Peroxides
  • Water Pollutants, Chemical