Background: Thermoelectric materials have received much interest because of their capacity to transform thermal energy into electrical power, providing a sustainable method for energy collecting. Despite substantial study, the actual use and effectiveness of these materials require more investigation as they move from laboratory to industrial settings. Objective: This study's objective is to provide a thorough analysis of the evolution of thermoelectric materials, from their fundamental theoretical underpinnings to their integration into devices, highlighting material science advances that improve their efficiency and applicability. Methods: We did a thorough review of current research that focused on new materials, improved synthesis procedures, and innovative design strategies to improve the thermoelectric figure of merit. Furthermore, we investigated the procedures of integrating these materials into devices, taking into account both performance measurements and scalability. Results: The findings show substantial advances in the fabrication of nanostructured thermoelectric materials, which significantly boost the Seebeck coefficient while preserving electrical conductivity. We also found essential solutions for optimising device architecture that simultaneously boost heat management and efficiency. Conclusion: Breakthroughs in material science and engineering are driving the fast integration of improved thermoelectric materials into practical systems. Future research should concentrate on the scalability of these technologies and their integration into a larger range of renewable energy systems, therefore improving their economic feasibility and environmental effect.
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