Fusion: Practice and Applications FPA 2692-4048 2770-0070 10.54216/FPA https://www.americaspg.com/journals/show/2695 2018 2018 Electrical engineering, Universitas Negeri Surabaya, Indonesia Tri Tri Computer science and Engineering, G Pulla Reddy Engineering College, India B. Santhosh Kumar College of Medical Techniques, Al-Farahidi University, Baghdad, Iraq Aws Zuhair Sameen Centre for Interdisciplinary Research in Business and Technology, Chitkara University Institute of Engineering and Technology, Chitkara University, Punjab, India Takveer Singh Asst.Professor Computer Science Department College Sadabai Raisoni Women's College, Nagpur, Maharashtra, India Suruchi Pimple Assistant professor College name: Rajarambapu Institute of Technology, Islampur, ( An Autonomous Institute Affiliated to shivaji University, Kolhapur), India Swati M. Patil 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 2024 173 186 10.54216/FPA.150216 https://www.americaspg.com/articleinfo/3/show/2695