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Embedded systems play a crucial role in our daily lives, powering devices ranging from medical equipment and automotive systems to smart home devices and industrial machinery. Ensuring the reliability and functionality of these embedded systems is paramount, and rigorous testing is essential to identify and address potential issues. Optimization techniques in testing have emerged as a valuable approach to enhance the efficiency and effectiveness of testing processes for embedded systems.