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Machine Learning‐Assisted Inverse Design of Soft and Multifunctional Hybrid Liquid Metal Composites

open access: yesAdvanced Functional Materials, EarlyView.
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

Transfer Printing and Reconfiguration of Soft Electronics Using Digital Microfluidics and Laser Machining

open access: yesAdvanced Functional Materials, EarlyView.
This paper presents a digital microfluidics‐based technique for transferring and reconfiguring soft nanomembranes. Laser‐machined nanothin membranes are picked up, transported, and aligned via tailored surface tension and the actuation of water droplets, enabling the development of flexible electronics, the integration of functional materials on 3D ...
Quang Anh Nguyen   +15 more
wiley   +1 more source

Police Pursuit Fatalities in the US, 2009 to 2023.

open access: yesJAMA Netw Open
Hendrix A   +3 more
europepmc   +1 more source

Road expansion risk predicts future hotspots of tropical deforestation. [PDF]

open access: yesProc Natl Acad Sci U S A
Engert JE   +6 more
europepmc   +1 more source

Global impacts of transportation infrastructure on forest degradation and loss. [PDF]

open access: yesNat Commun
Zhou D   +6 more
europepmc   +1 more source

Itiner-e: A high-resolution dataset of roads of the Roman Empire. [PDF]

open access: yesSci Data
de Soto P   +19 more
europepmc   +1 more source

Effects of Linear Openings in Forests on Temperate Bird Communities. [PDF]

open access: yesEcol Evol
Yapu-Alcazar M   +5 more
europepmc   +1 more source

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