Automation and Active Learning for the Multi‐Objective Optimization of Antibody Formulations
Successful antibody formulation necessitates balancing factors such as thermal stability, colloidal stability, and viscosity across a vast excipient design space. This work integrates robotic liquid handling, high‐throughput biophysical characterization, and multi‐objective Bayesian optimization in an iterative closed‐loop Design‐Build‐Test‐Learn cycle.
D. Christopher Radford +3 more
wiley +1 more source
Mechanistic Continuum from Stepwise to Concerted Proton-Coupled Electron Transfer Pathways at a Synthetic Tricopper Cluster. [PDF]
Mondal S +4 more
europepmc +1 more source
Polarization Engineering in Vinylene‐Linked COFs Toward Efficient Neuromorphic Computing
A vinyl‐linked covalent organic framework (COF‐DIBPY) was synthesized on a conductive substrate for memristor applications. Redox reactions and bromide migration enable low‐voltage (0.5V) conductance switching with high analog on/off ratio (15.7). The device was further integrated into a speech emotion recognition system for acoustic simulation and ...
Hao Wang +5 more
wiley +1 more source
Decoding structural rigidity and charge-transfer polarization in barbituric-acid-based donor-π-acceptor chromophores. [PDF]
Miryala K, Katdare M, Dey N.
europepmc +1 more source
The molecular design strategy that integrates both side chain and backbone engineering in diketopyrrolopyrrole‐based conjugated polymers to identify the optimal balance between doping efficiency and microstructural order is demonstrated. Comprehensive spectroscopic, electrochemical, morphological, and structural characterizations reveal that the ...
Taewoong Han +13 more
wiley +1 more source
Active subspace learning for coarse-grained molecular dynamics. [PDF]
Wojnar A, Pankavich S, Pak AJ.
europepmc +1 more source
Incorporating divinylbenzene into PTAA‐based copolymers induces backbone planarization and promotes polaron delocalization, leading to enhanced doping resilience and stabilized electronic structure. The resulting hole‐transport material, PDVB14, maintains robust performance under high dopant concentrations and prolonged device operation, offering a ...
Chanhyeok Kim +10 more
wiley +1 more source
Atomistic Insights into Conformations and Solvation Dynamics of Amylose, Dextran, and Pullulan Using Three Force Fields. [PDF]
Farzeen P +5 more
europepmc +1 more source
Multiscale perspectives on how excess charges in soft lead halide perovskites induce operational instability in photovoltaic devices are presented. Localized carriers formed under thermodynamic non‐equilibrium states modify atomistic interactions and drive lattice distortions, accelerating device degradation.
Joo‐Hong Lee +6 more
wiley +1 more source
Copper-Mediated Trimerization of Diazopeptides Generates Peptide Derivatives of <i>Cis</i>- and <i>Trans</i>-Aconitic Acid That Adopt Folded Structures. [PDF]
Curran TP +4 more
europepmc +1 more source

