1,353 research outputs found
A Novel and Accurate BiLSTM Configuration Controller for Modular Soft Robots with Module Number Adaptability
Modular soft robots have shown higher potential in sophisticated tasks than
single-module robots. However, the modular structure incurs the complexity of
accurate control and necessitates a control strategy specifically for modular
robots. In this paper, we introduce a data collection strategy and a novel and
accurate bidirectional LSTM configuration controller for modular soft robots
with module number adaptability. Such a controller can control module
configurations in robots with different module numbers. Simulation cable-driven
robots and real pneumatic robots have been included in experiments to validate
the proposed approaches, and we have proven that our controller can be
leveraged even with the increase or decrease of module number. This is the
first paper that gets inspiration from the physical structure of modular robots
and utilizes bidirectional LSTM for module number adaptability. Future work may
include a planning method that bridges the task and configuration spaces and
the integration of an online controller.Comment: 10 figures, 4 table
A Hybrid Adaptive Controller for Soft Robot Interchangeability
Soft robots have been leveraged in considerable areas like surgery,
rehabilitation, and bionics due to their softness, flexibility, and safety.
However, it is challenging to produce two same soft robots even with the same
mold and manufacturing process owing to the complexity of soft materials.
Meanwhile, widespread usage of a system requires the ability to fabricate
replaceable components, which is interchangeability. Due to the necessity of
this property, a hybrid adaptive controller is introduced to achieve
interchangeability from the perspective of control approaches. This method
utilizes an offline trained recurrent neural network controller to cope with
the nonlinear and delayed response from soft robots. Furthermore, an online
optimizing kinematics controller is applied to decrease the error caused by the
above neural network controller. Soft pneumatic robots with different
deformation properties but the same mold have been included for validation
experiments. In the experiments, the systems with different actuation
configurations and the different robots follow the desired trajectory with
errors of 0.040 and 0.030 compared with the working space length, respectively.
Such an adaptive controller also shows good performance on different control
frequencies and desired velocities. This controller endows soft robots with the
potential for wide application, and future work may include different offline
and online controllers. A weight parameter adjusting strategy may also be
proposed in the future.Comment: 8 pages, 9 figures, 4 table
Flexible Over-the-Tube Device for Soft-Tethered Colonoscopy
Soft-tethered colonoscopes were proposed for safe and effective colon navigation, yet the deployment of front-wheel actuated colonoscopes is hindered by contact interactions with the lumen along the entire soft tether. To mitigate this problem, this study introduces an over-the-tube flexible device aimed to assist colonoscope deployment. The device is composed of three pneumatically driven actuators devised to repeatedly perform a two-phase operation: (phase I) to advance along the tether up to a working position relatively close to the colonoscope’s tip; (phase II) to clamp and drag the tether forward, upon anchoring to colonic wall. This way, a distal tether portion is freed, thus reducing the aforementioned limitations and fostering effective front-wheel navigation. Considering anatomical/clinical constraints and a 2N resistive force, we designed and prototyped a system with an inner and outer diameter of 12 and 26 mm, respectively, a length of 91 mm, and operating pressures equal to 150, 50 and 15 kPa for clamping the tether, elongating the device and safely anchoring to the colonic wall, respectively. The device was successfully tested, achieving locomotion speeds up to 4.9 and 2.2 mm/s, and tether freeing rates up to 2.9 and 1.8 mm/s, in tabletop conditions and in a colon phantom, respectively
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