Learning without neurons in physical systems
Learning is traditionally studied in biological or computational systems. The power of
learning frameworks in solving hard inverse problems provides an appealing case for the …
learning frameworks in solving hard inverse problems provides an appealing case for the …
Darwin's agential materials: evolutionary implications of multiscale competency in developmental biology
M Levin - Cellular and Molecular Life Sciences, 2023 - Springer
A critical aspect of evolution is the layer of developmental physiology that operates between
the genotype and the anatomical phenotype. While much work has addressed the evolution …
the genotype and the anatomical phenotype. While much work has addressed the evolution …
Non-reciprocal phase transitions
Out of equilibrium, a lack of reciprocity is the rule rather than the exception. Non-reciprocity
occurs, for instance, in active matter,,,,–, non-equilibrium systems,–, networks of neurons …
occurs, for instance, in active matter,,,,–, non-equilibrium systems,–, networks of neurons …
Reconfigurable training and reservoir computing in an artificial spin-vortex ice via spin-wave fingerprinting
Strongly interacting artificial spin systems are moving beyond mimicking naturally occurring
materials to emerge as versatile functional platforms, from reconfigurable magnonics to …
materials to emerge as versatile functional platforms, from reconfigurable magnonics to …
Elucidating the G ″overshoot in soft materials with a yield transition via a time-resolved experimental strain decomposition
Materials that exhibit yielding behavior are used in many applications, from spreadable
foods and cosmetics to direct write three-dimensional printing inks and filled rubbers. Their …
foods and cosmetics to direct write three-dimensional printing inks and filled rubbers. Their …
Encoding and storage of information in mechanical metamaterials
Abstract Information processing using material's own properties has gained increasing
interest. Mechanical metamaterials, due to their diversity of deformation modes and wide …
interest. Mechanical metamaterials, due to their diversity of deformation modes and wide …
Counting and sequential information processing in mechanical metamaterials
LJ Kwakernaak, M van Hecke - Physical Review Letters, 2023 - APS
Materials with an irreversible response to cyclic driving exhibit an evolving internal state
which, in principle, encodes information on the driving history. Here we realize irreversible …
which, in principle, encodes information on the driving history. Here we realize irreversible …
Complex pathways and memory in compressed corrugated sheets
H Bense, M van Hecke - Proceedings of the National …, 2021 - National Acad Sciences
The nonlinear response of driven complex materials—disordered magnets, amorphous
media, and crumpled sheets—features intricate transition pathways where the system …
media, and crumpled sheets—features intricate transition pathways where the system …
Engineering Kirigami Frameworks Toward Real‐World Applications
The surge in advanced manufacturing techniques has led to a paradigm shift in the realm of
material design from developing completely new chemistry to tailoring geometry within …
material design from developing completely new chemistry to tailoring geometry within …
Memory from coupled instabilities in unfolded crumpled sheets
Crumpling an ordinary thin sheet transforms it into a structure with unusual mechanical
behaviors, such as enhanced rigidity, emission of crackling noise, slow relaxations, and …
behaviors, such as enhanced rigidity, emission of crackling noise, slow relaxations, and …