aspg-3-1709-1791417701 20261008000141 American Scientific Publishing Group admin@americaspg.com American Scientific Publishing Group Fusion: Practice and Applications FPA 2770-0070 2692-4048 2023 11 1 Mohammed Abdul J. Maktoof Department of Computer Techniques Engineering, Al-Turath University College, Baghdad, 10021, Iraq Anwar Ja’afar M. Jawad Department of Medical device technology Engineering, Al-Rafidain University College, Baghdad 10064, Iraq Hasan M. Abd Computer Techniques Engineering Department, Mazaya University College, Thi Qar, Iraq Ahmed Husain Department of Medical device technology Engineering, Alfarahidi University, Baghdad, Iraq Ali Majdi Department of Buildings and Construction Techniques Engineering, Al-Mustaqbal University College, 51001 Hillah, Babylon , Iraq The free flow of people and products within metropolitan areas depends on well-managed transportation systems. However, public parking places in smart cities are often limited by traffic, causing cars and residents to waste time, money, and fuel. To counteract this issue, today's automobile systems combine information fusion with intelligent parking solutions. In this research, we present a Fuzzy Logic Integrated Machine Learning Algorithm (FL-MLA) for use in smart parking and traffic management in a metropolis. The FL-MLA use fuzzy induction to distinguish between parked and moving vehicles while calculating traffic flow. The suggested technique efficiently resolves the problem of locating suitable parking places by avoiding incorrect configurations that govern traffic management difficulties. Therefore, the FL-MLA is used in traffic management systems to boost performance metrics like efficiency ratio (98.1%) and accident detection (98.1%) based on simulation results like reduced energy consumption (95.3%), more accurate traffic estimation (97.9%), higher average daily park occupancy (97.2%), and higher efficiency ratio (98.1%). 2023 114 128 1709 https://creativecommons.org/licenses/by/4.0/ 10.54216/FPA.110109 https://www.americaspg.com/journal/3/article/1709 https://www.americaspg.com/storage/61681971505.pdf