Knowledge-integrated machine learning for materials: lessons from gameplaying and robotics

K Hippalgaonkar, Q Li, X Wang, JW Fisher III… - Nature Reviews …, 2023 - nature.com
As materials researchers increasingly embrace machine-learning (ML) methods, it is natural
to wonder what lessons can be learned from other fields undergoing similar developments …

Keynote review of latest advances in thermoelectric generation materials, devices, and technologies 2022

T Hendricks, T Caillat, T Mori - Energies, 2022 - mdpi.com
The last decade created tremendous advances in new and unique thermoelectric
generation materials, devices, fabrication techniques, and technologies via various global …

Thermoelectric materials and transport physics

N Jia, J Cao, XY Tan, J Dong, H Liu, CKI Tan, J Xu… - Materials Today …, 2021 - Elsevier
Thermoelectrics is attractive as a green and sustainable way for harnessing waste heat and
cooling applications. Designing high performance thermoelectrics involves navigating the …

Machine learning‐driven biomaterials evolution

A Suwardi, FK Wang, K Xue, MY Han, P Teo… - Advanced …, 2022 - Wiley Online Library
Biomaterials is an exciting and dynamic field, which uses a collection of diverse materials to
achieve desired biological responses. While there is constant evolution and innovation in …

Recent advances in designing thermoelectric materials

M Mukherjee, A Srivastava, AK Singh - Journal of Materials Chemistry …, 2022 - pubs.rsc.org
The rising demand for energy has accelerated the search for clean and renewable sources
and newer approaches towards efficient energy management. One of the most promising …

Strategies to improve the thermoelectric figure of merit in thermoelectric functional materials

Y Sun, Y Liu, R Li, Y Li, S Bai - Frontiers in Chemistry, 2022 - frontiersin.org
In recent years, thermoelectric functional materials have been widely concerned in
temperature difference power generation, electric refrigeration and integrated circui, and so …

All Direct Ink Writing of 3D Compliant Carbon Thermoelectric Generators for High‐Energy Conversion Efficiency

S Hwang, D Jang, B Lee, YS Ryu… - Advanced Energy …, 2023 - Wiley Online Library
Compliant thermoelectric generators (TEGs) can fully exploit their energy conversion
efficiency by establishing conformal interfaces on arbitrarily shaped 3D heat sources …

Tailoring the phase transition temperature to achieve high-performance cubic GeTe-based thermoelectrics

A Suwardi, J Cao, L Hu, F Wei, J Wu, Y Zhao… - Journal of Materials …, 2020 - pubs.rsc.org
GeTe is highly sought-after due to its versatility as a high-performance thermoelectric
material and phase change material, as well as a ferroelectric Rashba semiconductor …

Bottom-up engineering strategies for high-performance thermoelectric materials

Q Zhu, S Wang, X Wang, A Suwardi, MH Chua… - Nano-Micro Letters, 2021 - Springer
The recent advancements in thermoelectric materials are largely credited to two factors,
namely established physical theories and advanced materials engineering methods. The …

Toward accelerated thermoelectric materials and process discovery

J Recatala-Gomez, A Suwardi… - ACS Applied Energy …, 2020 - ACS Publications
Thermoelectric materials have the ability to convert heat energy to electrical power and vice
versa. While the thermodynamic upper limit is defined by the Carnot efficiency, the material …