ArticleProceedings of the National Academy of Sciences of the United States of America2023
Programmable self-organization of heterogeneous microrobot collectives.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
18 citing papers in PubMed.
- Three-dimensional reconfigurable magnetic microswarms with boundary-transcending capabilities.Science advances · 2026Article
- Collective Motion and Programmable Self-Organization of Rotating Active Particles Manipulated by Magnetic Fields.Micromachines · 2026Article
- Structural Evolution of Biomedical Microrobots: From Rigid to Soft to Rigid-Soft Integrated Systems.Gels (Basel, Switzerland) · 2026Review
- A universal scaling law for active diffusion in complex media.Nature communications · 2026Article
- Emergent and controllable behaviors of Janus swarmalator collectives.Nature communications · 2026Article
- Self-organized criticality in aquatic robot swarm.Science advances · 2026Article
- Fluidic torque-enabled object manipulation by microrobot collectives.Science advances · 2026Article
- Physical Intelligence in Small-Scale Robots and Machines.Advanced materials (Deerfield Beach, Fla.) · 2026Review
- Autonomous Microrobots for Spatiotemporally Active Therapeutic Delivery and Controlled Release.Cyborg and bionic systems (Washington, D.C.) · 2026Review
- Millimeter-scale fluid-driven soft robots.National science review · 2025Article
- Optimal flock formation induced by agent heterogeneity.Nature communications · 2025Article
- Sticky enzymes: increased metabolic efficiency via substrate-dependent enzyme clustering.PRX life · 2025Article
- Article
- Technology Roadmap of Micro/Nanorobots.ACS nano · 2025Review
- Emergent functional dynamics of link-bots.Science advances · 2025Article
- Embedded Physical Intelligence in Liquid Crystalline Polymer Actuators and Robots.Advanced materials (Deerfield Beach, Fla.) · 2025Review
- Observation of a chemical reaction in a levitating microdroplet cluster and droplet-generated music.Chemical science · 2024Article
- Programmable self-organization of heterogeneous microrobot collectives.Proceedings of the National Academy of Sciences of the United States of America · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
At the microscale, coupled physical interactions between collectives of agents can be exploited to enable self-organization. Past systems typically consist of identical agents; however, heterogeneous agents can exhibit asymmetric pairwise interactions which can be used to generate more diverse patterns of self-organization. Here, we study the effect of size heterogeneity in microrobot collectives composed of circular, magnetic microdisks on a fluid-air interface. Each microrobot spins or oscillates about its center axis in response to an external oscillating magnetic field, in turn producing local magnetic, hydrodynamic, and capillary forces that enable diverse collective behaviors. We demonstrate through physical experiments and simulations that the heterogeneous collective can exploit the differences in microrobot size to enable programmable self-organization, density, morphology, and interaction with external passive objects. Specifically, we can control the level of self-organization by microrobot size, enable organized aggregation, dispersion, and locomotion, change the overall shape of the collective from circular to ellipse, and cage or expel objects. We characterize the fundamental self-organization behavior across a parameter space of magnetic field frequency, relative disk size, and relative populations; we replicate the behavior through a physical model and a swarming coupled oscillator model to show that the dominant effect stems from asymmetric interactions between the different-sized disks. Our work furthers insights into self-organization in heterogeneous microrobot collectives and moves us closer to the goal of applying such collectives to programmable self-assembly and active matter.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.