ArticleCommunications engineering2026
A bio-inspired customizable mechanical central pattern generator enables one-to-many scalable pneumatic control.
Article in Communications engineering, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
11 authors.
Funding
Abstract
As pneumatic robotics evolve toward high-degree-of-freedom arrays with multiple actuators, the conventional one-valve-one-actuator control paradigm inevitably leads to component redundancy and convoluted tubing layouts. To fundamentally reduce the controller's quantity, here we propose a bioinspired customizable mechanical central pattern generator as an entirely electronics-free one-to-many scalable pneumatic control core. As an externally-clocked mechanical central pattern generator analog, this device integrates multi-channel timing logic into a single physical unit, enabling a single pneumatic input to drive multiple output channels in coordinated, predefined sequences and thereby achieving efficient 1:n pneumatic control over multiple actuators. Experimental characterizations of four- and five-channel configurations demonstrate pressure retention rates exceeding 90.8% across varying input pressures and loads. Leveraging discrete and mechanically-latched state transitions, the device decouples its internal clock from external load dynamics, ensuring exceptional sequence fidelity even under physical disturbances. Applications involving a three-chamber pipeline robot, a point-to-point material handling system, and a five-fingered dexterous hand comprehensively demonstrate the device's remarkable multi-channel coordination, scalability, and customizability. By embedding control logic into its physical structure, this work fundamentally breaks the coupling between system complexity and controller count, providing a new paradigm for electronics-free and autonomous pneumatic systems.
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.