Machine Learning‐Assisted Inverse Design of Soft and Multifunctional Hybrid Liquid Metal Composites
A machine learning framework is presented for inverse design of synthesizable multifunctional composites containing both liquid metal and solid inclusions. By integrating physics‐based modeling, data‐driven prediction, and Bayesian optimization, the approach enables intelligent design of experiments to identify optimal compositions and realize these ...
Lijun Zhou +5 more
wiley +1 more source
Inverse Design of Molecular Qudits for Quantum Circuitry. [PDF]
Latham E, Bowen AM, Cox N, Chilton NF.
europepmc +1 more source
Aqueous Two‐Phase Bioinks for Discrete Packing and Compartmentalization of 3D Bioprinted Cells
Aqueous two‐phase systems (ATPS) enable the formation of biomimetic interfaces crucial for tissue engineering. However, clinical translation remains limited by the challenge of precisely controlling cellular compartmentalization. Here, we developed ATPS biomaterial inks for 3D bioprinting allowing tuneable droplet formation via NaCl modulation.
Martina Marcotulli +17 more
wiley +1 more source
Quantized Inverse Design for Photonic Integrated Circuits. [PDF]
Schubert F +7 more
europepmc +1 more source
Inverse design of curved mechanical metamaterials with geometric AI: a generative diffusion operates in compact latent space of cellular structures. [PDF]
Abu-Mualla M, Huang J.
europepmc +1 more source
Inverse Design of Highly Deformable Mechanical Metamaterial Based on Partitional Semi-Random Optimization. [PDF]
Cao X, Zhao Z, Wang P, Duan S, Lei H.
europepmc +1 more source
Inverse design optimization of MIS nanorod arrays to enhance wavelength-selective light extraction of OLEDs through guided SPCE. [PDF]
Zahin K +4 more
europepmc +1 more source
Exploring AI in metasurface structures with forward and inverse design. [PDF]
Yang G +5 more
europepmc +1 more source
Creation of Low-Loss Triple-Ring Optical Filter via Direct Binary Search Inverse Design. [PDF]
Hu Y, Wang T, Zhou W, Hu B.
europepmc +1 more source
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Inverse Design via PLS Model Inversion
Ultimately, product formulation requires being able to answer a simple question: what needs to be done in order to guarantee the desired product characteristics? The answer and how to get to it, however, is not as easy to state, and several approaches have been developed in the past to tackle it.Daniel Palací-López +4 more
openaire +1 more source

