1. Accelerating the Discovery of New Energy Materials by High-Throughput Computational Search
- Author
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Yuan, Jiaoyue, Liao, Bolin1, Jayich, Ania, Yuan, Jiaoyue, Yuan, Jiaoyue, Liao, Bolin1, Jayich, Ania, and Yuan, Jiaoyue
- Abstract
The quest for sustainable, efficient energy systems is more pressing than ever as we step into the 21st century. Finding the suitable materials for a specific technology is a very challenging task. The required properties can be unique to particular chemical compositions and structures. Furthermore, achieving high performance often demands the precise alignment of multiple interacting properties, which can have competing effects. Additional economic constraints, such as the cost of raw materials and the manufacturing process, further add to the challenges. Traditionally, this journey has been arduous, relying on slow and laborious experimental techniques. One pivotal approach that has revolutionized the pace and efficiency of this discovery process is High-throughput screening (HTS). HTS is a powerful and systematic methodology that enables the rapid evaluation of a large number of materials in a relatively short period by leveraging large databases, accurate and efficient computational techniques including ab initio calculations and machine learning. When large libraries of materials are screened based on specific properties or descriptors, only a limited amount of the most promising ones pass to the final stage for further validation through expensive calculations and experiments. This thesis aims to develop HTS pipelines on finding promising candidates for two energy applications: thermoelectric materials that convert heat into electricity, allowing for waste heat recovery, and magnetocaloric materials that serve an environmental friendly cooling technology. The integration of predictive models and screening pipelines significantly reduces the time and cost associated with material discovery, transforming the traditional methods of discovering and developing novel materials.In the pursuit of innovative solutions for sustainable energy, thermoelectric materials hold undeniable potential to transform energy generation. They possess the unique ability to convert the
- Published
- 2024