TY - JOUR TI - Rough topological structure for information-based reduction for chemical application AU - El Safty M. A. JN - Thermal Science PY - 2024 VL - 28 IS - 6 SP - 4917 EP - 4926 PT - Article AB - In this study, digital information is regarded as fundamental to scientific growth and human knowledge. One of the challenges that scientists face is the enormous amount of digital information that exists nowadays. The rough is a significant topological strategy for reducing knowledge and arriving at decision rules. Furthermore, the research proposed a new methodology to reduce digital information uncertainty. This was clarified by the application provided in this study. In upcoming years, according to certain topological research, we see that it benefits all branches of science. For example, in electricity networks, pharmaceutical factories, patient treatment, and so on.