Abstract This study suggests a new nature-inspired metaheuristic optimization algorithm called the red-tailed hawk algorithm (RTH). As a predator. the red-tailed hawk has a hunting strategy from detecting the prey until the swoop stage. There are three stages during the hunting process. https://www.petitmorpho.com/product-category/ammonia/