Machine Learning for Green Solvents: Assessment, Selection and Substitution
Environmental regulations have intensified demand for green solvents, but discovery is limited by Solvent Selection Guides (SSGs) that quantify solvent sustainability. Training a machine learning model on GlaxoSmithKline SSG, a database of sustainability metrics for 10,189 solvents, GreenSolventDB is developed. Integrated with Hansen solubility metrics,
Rohan Datta +4 more
wiley +1 more source
Topological valley quasi-bound states in the continuum for radiatively accessible robust transport. [PDF]
Wei M +6 more
europepmc +1 more source
Physical Origin of Temperature Induced Activation Energy Switching in Electrically Conductive Cement
The temperature‐induced Arrhenius activation energy switching phenomenon of electrical conduction in electrically conductive cement originates from structural degradation within the biphasic ionic‐electronic conduction architecture and shows percolation‐governed characteristics: pore network opening dominates the low‐percolation regime with downward ...
Jiacheng Zhang +7 more
wiley +1 more source
Antichiral hinge states in a higher-order photonic nodal ring semimetal. [PDF]
Peng Y +19 more
europepmc +1 more source
Quantum Cubicity and Temporal Entry Points: A Topological Model of Observer-Centered Space
Mahammad Ayvazov
openalex +1 more source
ML Workflows for Screening Degradation‐Relevant Properties of Forever Chemicals
The environmental persistence of per‐ and polyfluoroalkyl substances (PFAS) necessitates efficient remediation strategies. This study presents physics‐informed machine learning workflows that accurately predict critical degradation properties, including bond dissociation energies and polarizability.
Pranoy Ray +3 more
wiley +1 more source
Lyapunov exponents explain disorder-induced polarization and soliton jumping in a mechanical Markov system. [PDF]
Stephenson W, Cheng N, Sun K, Mao X.
europepmc +1 more source
Deep‐learning‐based signal enhancement is an effective way to recover high‐resolution details from a low‐resolution chromatin contact map. However, due to computational challenges, existing methods commonly divide up the contact map into small patches and create artificial discontinuities at patch boundaries.
Qinyao Li +6 more
wiley +1 more source
Age of Language Acquisition Affects Topology of Brain White Matter Network: A Diffusion Tensor Magnetic Resonance Imaging Study. [PDF]
Zhang Y +13 more
europepmc +1 more source

