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The Victoria Amazonica plant, often known as the Giant Water Lily, has thelargest floating spherical leaf in the world, with a maximum leaf diameter of 3meters. It spreads its leaves by the force of its spines and creates a largeshadow underneath, killing any plants that require sunlight. These watertyrants use their formidable spines to compel each other to the surface andincrease their strength to grab more space from the surface. As they spreadthroughout the pond or basin, with the earliest-growing leaves having more roomto grow, each leaf gains a unique size. Its flowers are transsexual and whenthey bloom, Cyclocephala beetles are responsible for the pollination process,being attracted to the scent of the female flower. After entering the flower,the beetle becomes covered with pollen and transfers it to another flower forfertilization. After the beetle leaves, the flower turns into a male andchanges color from white to pink. The male flower dies and sinks into thewater, releasing its seed to help create a new generation. In this paper, themathematical life cycle of this magnificent plant is introduced, and each leafand blossom are treated as a single entity. The proposed bio-inspired algorithmis tested with 24 benchmark optimization test functions, such as Ackley, andcompared to ten other famous algorithms, including the Genetic Algorithm. Theproposed algorithm is tested on 10 optimization problems: Minimum SpanningTree, Hub Location Allocation, Quadratic Assignment, Clustering, FeatureSelection, Regression, Economic Dispatching, Parallel Machine Scheduling, ColorQuantization, and Image Segmentation and compared to traditional andbio-inspired algorithms. Overall, the performance of the algorithm in all tasksis satisfactory.

Victoria Amazonica Optimization (VAO): An Algorithm Inspired by the Giant Water Lily Plant