Overview This thesis presents a comprehensive study on the optimal design of hybrid pin-fin microchannel heatsinks for integrated microsystems using hybrid neural network-based multi-objective optimization techniques. The work addresses the increasing demand for efficient thermal management in microelectronic devices, where high heat fluxes and compact form factors necessitate advanced cooling solutions.