aspg-3-2695-1791417776 20261008000256 American Scientific Publishing Group admin@americaspg.com American Scientific Publishing Group Fusion: Practice and Applications FPA 2770-0070 2692-4048 2024 15 2 Tri Rijanto Electrical engineering, Universitas Negeri Surabaya, Indonesia B. Santhosh Kumar Computer science and Engineering, G Pulla Reddy Engineering College, India Aws Zuhair Sameen College of Medical Techniques, Al-Farahidi University, Baghdad, Iraq Takveer Singh Centre for Interdisciplinary Research in Business and Technology, Chitkara University Institute of Engineering and Technology, Chitkara University, Punjab, India Suruchi Pimple Asst.Professor Computer Science Department College Sadabai Raisoni Women's College, Nagpur, Maharashtra, India Swati M. Patil Assistant professor College name: Rajarambapu Institute of Technology, Islampur, ( An Autonomous Institute Affiliated to shivaji University, Kolhapur), India We have discovered five novel strategies to enhance data fusion in complex systems. This page provides a comprehensive explanation of these five methodologies. Data may be combined with a list. Examples of techniques include entropy-based data selection and parameter optimization for data fusion. This technique effectively resolves all problems related to merging records. Accurate, rapid, and easily expandable. Ablation studies assess the effectiveness of various techniques. Every process is crucial; omitting anyone would adversely affect the mix. This approach may integrate data from several sources to guarantee accuracy and utility. This facilitates the use of intricate technologies, hence enhancing data integration. The study promotes further inquiry and implementation. These results indicate that using this method might enhance the process of combining data. 2024 173 186 2695 https://creativecommons.org/licenses/by/4.0/ 10.54216/FPA.150216 https://www.americaspg.com/journal/3/article/2695 https://www.americaspg.com/storage/91713713640.pdf