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논문 기본 정보

자료유형
학술저널
저자정보
Chandrika. K.C (M.S. Ramaiah University of Applied Sciences) Niranjana Prabhu (M.S. Ramaiah University of Applied Sciences) R. R. Siva Kiran (M. S. Ramaiah Institute of Technology) R. Hari Krishna (M. S. Ramaiah Institute of Technology)
저널정보
대한환경공학회 Environmental Engineering Research Environmental Engineering Research 제27권 제1호
발행연도
2022.2
수록면
161 - 169 (9page)

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Most of the photocatalytic studies for pollutant degradation are based on optimizing a single parameter that results in a non-linear relationship between the overall parameters and the photo-degradation reactions. To address this critical problem, herein, we report the use of Response Surface Methodology based on the Box-Behnken Design (BBD) for modeling the photocatalysis degradation of Malachite Green (MG) dye using nano TiO₂ as photocatalyst. The catalyst characterizations are carried out using XRD, SEM, and TEM, indicating that the TiO₂ prepared by sol-gel synthesis possesses Anatase phase with particles in the nano regime and porous surface morphology. The optimum operating conditions for degradation of MG was identified by the interactive effects of variable factors such as initial dye concentration 10-30 ppm (x₁), catalyst dosage 1-3 mg (x₂), contact time 20-60 min (x₃) using the Box-Behnken method. Furthermore, the degradation reactions are also evaluated by Artificial Neural Networks (ANN). Their predicted results have been validated by the experimental studies and found to be acceptable. Their optimal results to achieve 90% degradation efficiency at TiO₂ nanoparticle dosage (3 mg), reaction time (60 min), and initial dye concentration (20 ppm) have been validated by the experimental studies and found to be acceptable.

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ABSTRACT
1. Introduction
2. Experimental
3. Modelling Tools for Design of Experiments & ANN
4. Results and Discussion
5. Photocatalytic Studies
6. Mathematical Function using Design of Experiments and Response Surface Method
7. ANN Approach
8. Conclusions
Reference

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