Optimization Process of Potassium Carbonate Activated Carbon through Jute-Based Core Materials by Using Artificial Neural Network with Response Surface Methodology

Author:

Natrayan L.1ORCID,Niveditha V. R.2,Kaliappan S.3,Patil Pravin P.4,Pandian C. K. Arvinda5ORCID,Rao Y. Sesha6,Murugan P.7ORCID

Affiliation:

1. Department of Mechanical Engineering, Saveetha School of Engineering, SIMATS, Chennai, Tamil Nadu 602105, India

2. Department of Computer Science and Engineering, Sathyabama Institute of Science and Technology, Chennai, 600119 Tamil Nadu, India

3. Department of Mechanical Engineering, Velammal Institute of Technology, Chennai, 601204 Tamil Nadu, India

4. Department of Mechanical Engineering, Graphic Era Deemed to be University, Bell Road, Clement Town, 248002 Dehradun, Uttarakhand, India

5. Department of Automobile Engineering, School of Mechanical Sciences, B. S. Abdur Rahman Crescent Institute of Science & Technology, Vandalur, Chennai, 600048 Tamil Nadu, India

6. Department of Mechanical Engineering, QIS College of Engineering and Technology, Ongole, Andra Pradesh, India

7. Department of Mechanical Engineering, Jimma Institute of Technology, Jimma University, Ethiopia

Abstract

Potassium carbonate was tested as novel information for producing carbonaceous materials from jute cores. Two quadratic models have been developed for both answers to link the preparatory parameters: activating temperatures, molar ratio, and incubation time. The RSM and ANN models were used to improve the processing conditions to maximise the quantities of iodine and methylene blue penetration. The best charcoal was obtained using 900°C activating temperatures, a 1.5 molar ratio, and a 4-hour activating time. This resulted in iodine and methylene blue absorption of 1260.07 mg/g and 369.21 mg/g, respectively. It was discovered that the K2CO3-based pyrolysis process might be anticipated to become a safe yet incredibly efficient process of making activated carbons with a very well-defined and monocultural porous structure. Even though the precise emphasis given to K2CO3 is unknown at the moment, given the creation of K2C3O4 just after evolvement with one additional molarity of CO at approximately 870°C, these same porous and papule responses begun by K2CO3 stimulation might be temporarily posited to be quite comparable to an initiation action needed to make progress by K2C3O4. The influence of control parameters was examined in this study using variance analysis like the ANOVA test. Furthermore, the response surface (RSM) and artificial neural networks (ANN) are employed to improve the output results while optimising the methylene blue and iodine qualities. Consequently, the experimental findings correlate well with the statistics.

Publisher

SAGE Publications

Subject

Surfaces and Interfaces,General Chemical Engineering,General Chemistry

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