Discovery of chalcogenides structures and compositions using mixed fluxes

X Zhou, VSC Kolluru, W Xu, L Wang, T Chang… - Nature, 2022 - nature.com
Advancements in many modern technologies rely on the continuous need for materials
discovery. However, the design of synthesis routes leading to new and targeted solid-state …

Topochemical deintercalation of Li from layered LiNiB: toward 2D MBene

G Bhaskar, V Gvozdetskyi, M Batuk… - Journal of the …, 2021 - ACS Publications
The pursuit of two-dimensional (2D) borides, MBenes, has proven to be challenging, not the
least because of the lack of a suitable precursor prone to the deintercalation. Here, we …

[HTML][HTML] Metastable materials discovery in the age of large-scale computation

F Therrien, EB Jones, V Stevanović - Applied Physics Reviews, 2021 - pubs.aip.org
Computational materials discovery has been successful in predicting novel, technologically
relevant materials. However, it has remained focused almost exclusively on finding ground …

Inverse design of materials that exhibit the magnetocaloric effect by text-mining of the scientific literature and generative deep learning

CJ Court, A Jain, JM Cole - Chemistry of Materials, 2021 - ACS Publications
Magnetic materials play an important role in a wide variety of everyday applications, and
they are critical components in many devices used for energy conversion. However, there …

Discovery of ternary antimonides A–Al–Sb (A= Rb or Cs) with desired structural motifs guided by machine learning

B Owens-Baird, V Gvozdetskyi, A Sarkar… - Chemistry of …, 2024 - ACS Publications
Specific structural motifs in inorganic solids are often related to their targeted physical
properties. For many classes of solids, such as Zintl phases and polar intermetallics, the …

High-entropy alloy screening for halide perovskites

CP Muzzillo, CV Ciobanu, DT Moore - Materials Horizons, 2024 - pubs.rsc.org
As the concept of high-entropy alloying (HEA) extends beyond metals, new materials
screening methods are needed. Halide perovskites (HP) are a prime case study because …

A facile route to plastic inorganic electrolytes for all-solid state batteries based on molecular design

I You, B Singh, M Cui, G Goward, L Qian… - Energy & …, 2025 - pubs.rsc.org
Solid-state lithium batteries are on the threshold of commercialization as an alternative to
liquid electrolyte batteries. Glassy or amorphous solid electrolytes could bring crucial …

Enhanced Thermoelectric Efficiency through Li-Induced Phonon Softening in CuGaTe2

JH Pöhls, M MacIver, S Chanakian… - Chemistry of …, 2022 - ACS Publications
Thermoelectric materials convert thermal energy into electrical energy and can be a solution
for the global climate crisis. For advanced thermoelectric applications, the conversion …

Deep Learning Models to Identify Common Phases across Material Systems from X-ray Diffraction

NQ Le, M Pekala, A New, EB Gienger… - The Journal of …, 2023 - ACS Publications
X-ray diffraction (XRD) is an indispensable tool for materials discovery and development,
allowing researchers to confirm the synthesis of expected phases and determine the …

Revealing Hidden Patterns through Chemical Intuition and Interpretable Machine Learning: A Case Study of Binary Rare-Earth Intermetallics RX

V Gvozdetskyi, B Selvaratnam, AO Oliynyk… - Chemistry of …, 2023 - ACS Publications
Machine learning algorithms have been applied successfully in many areas of materials
chemistry but often suffer from an inability to extract chemical insight. To demonstrate that an …