Every method of controlling was presented in a MATLAB Simulink numerical model, and LABVIEW software was used to run the experimental tests. These approaches were used to calculate the PID controller optimal indicators with the application of different functions, including Integral Absolute Error (IAE), Integral of Time Multiplied by Square Error (ITSE), Integral Square Time multiplied square Error (ISTES), Integral Square Error (ISE), Integral of Square Time multiplied by square Error ( (ISTSE), and Integral of Time multiplied by Absolute Error (ITAE). This paper attempts to provide a thorough comparison between eight meta-heuristic search algorithms: Sparrow Search Algorithm (SSA), Flower Pollination Algorithm (FPA), Slime Mould Algorithm (SMA), Marine Predator Algorithm (MPA), Multi-Verse Optimizer (MVO) Grey Wolf Optimization (GWO), Sine-Cosine Algorithm (SCA), and Whale Optimization Algorithm (WOA). Abstract-Microparticles have the potentials to be used for many medical purposes in-side the human body such as drug delivery and other operations.
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