Abstract

Chemical enterprises are presently confronted with several difficult issues, including high power consumption, dangerous risk evaluation, and environmental regulation, all of which push industrial and academic institutions to develop new technologies, catalysts, and materials. Chlorinated polyethylene (CPE) is a polymer made by replacing H2 molecules in high density-(C2H4)n with chloride ions. CPE elastomers are made from a high density-(C2H4) backbone, and it was chlorinated using a free radical aqueous slurry technique. However, such fundamental polymer characteristics are insufficient to explain the performance characteristics of chlorinated polyethylene elastomers. Artificial intelligence (AI) has had a massive effect on all sections of the chemical sector, with tremendous potential that has revolutionized value supply chains, enhanced efficiency, and opened up new ways to the marketplace. As a result, in this research, we offer a methodology for the performance characterization of chlorinated polyethylene based on artificial intelligence (AI) and wireless network technology. The AI tools can search through enormous databases of known compounds and their attributes, leveraging the data to generate new possibilities. The dataset is first gathered. The chemical characterization is classified using the K -nearest neighbor (KNN) technique. This program was created to examine molecule structures and forecast the outcomes of new chemical reactions. Bayesian optimization is used to improve characterization performance. The proposed method will contribute to the future usage of AI in the chemical sector.

Highlights

  • Polymers are a necessary and important substance group in materials science

  • Chlorinated polyethylene (CPE or PE-C) is a soft polymer that is widely used in modern manufacturing processes

  • PE-C is created by substituting hydrogen and Cl- atoms in HDPE [high-density polyethylene]

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Summary

Introduction

Polymers are a necessary and important substance group in materials science. They are found in a wide range of products, from commonplace items like the packaging to cutting-edge technologies like lithium-ion batteries, solar cells, and 3D printing materials. Chlorinated polyethylene (CPE or PE-C) is a soft polymer that is widely used in modern manufacturing processes. The PE-C and rubber matters, such as PVC profile pipes, can be used to modify magnetic materials and ABS. PE-C is created by substituting hydrogen and Cl- atoms in HDPE [high-density polyethylene]. PE-C manufactured from little pressurized (C2H4) n HDPE is preferable because of its stronger high-temperature thermal aging resistance [2]. After being subjected to a chlorine solution containing approximately 27 percent chlorine, high-pressure

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