Visually guided swarm motion coordination via insect-inspired small target motion reactions.
Md Arif Billah1, Imraan A Faruque1
1Oklahoma State University, Stillwater, OK, United States of America.
Bioinspiration & Biomimetics
|July 24, 2024
Summary
This study introduces the small-target motion reactive (STMR) swarming approach, inspired by insect neurons, enabling robotic swarms to achieve collective motion with minimal agent communication. STMR demonstrates effective group coordination and heading control in simulations and robotic implementations.
Area of Science:
- Robotics
- Neuroscience
- Control Systems
Background:
- Insect sensory systems offer bio-inspired models for robotic agent coordination.
- Existing bio-inspired approaches lack systematic understanding for multi-agent robotic swarm performance.
- Barriers exist in implementing bio-inspired sensing and feedback for robotic swarms.
Purpose of the Study:
- Introduce the small-target motion reactive (STMR) swarming approach for robotic applications.
- Develop a concise engineering model of insect small target motion detector (STMD) neurons.
- Analyze the stability and group performance of the STMR approach.
Main Methods:
- Designed an engineering model of insect STMD neurons to detect peak optic flow.
- Developed an output feedback switched control system based on STMD neuron output.
- Conducted theoretical stability analysis for bi-agent and group contexts.
- Validated the STMR approach through simulations and ground vehicle implementations.
Main Results:
- The STMR approach achieves collective group motion despite minimal agent connectivity (single neighbor).
- Theoretical analysis confirms bi-agent stability and state boundedness in group settings.
- Simulations and robotic implementations validate the STMR approach's effectiveness.
- Group-level analysis shows continuously varying polarization and decreasing heading variance.
Conclusions:
- The STMR approach provides a viable bio-inspired method for robotic swarm coordination.
- Minimal connectivity does not hinder effective collective motion in STMR swarms.
- STMR enhances swarm behavior through polarization and heading control, applicable to robotic systems.
Keywords:
bio-inspired robotsdistributed robot systemsinsect visionmulti-agent systemsswarmsvisual navigationvisuomotor feedbackMore Related Videos
Related Concept Videos
Planar Rigid-Body Motion
416
Understanding the movement of a rigid body in planar motion involves recognizing that every particle within this body is traversing a path that maintains a consistent distance from a specific plane. This concept is fundamental in the study of physics and mechanical engineering, and it allows us to comprehend better how objects move in space.
Planar motion is typically divided into three distinct categories. The first is rectilinear translation, demonstrated by a subway train that moves along...
Planar motion is typically divided into three distinct categories. The first is rectilinear translation, demonstrated by a subway train that moves along...
416
Cytoskeletal Coordination in Cell Migration
4.7K
A migrating cell changes its shape during the cyclic events of attachment and detachment from the substratum and repositions the cell organelles correspondingly. These complex events are orchestrated by the dynamic cytoskeletal network comprising actin filaments, intermediate filaments, and microtubules. Cytoskeletal crosstalk — the direct and indirect communication between the different components — is crucial for this coordination. Direct communication involves various linker...
4.7K
Chemotaxis and Direction of Cell Migration
3.4K
Cells can detect chemical cues in their environment and reorganize the cytoskeleton to migrate toward them or away from them. This directional migration, called chemotaxis, is essential during embryogenesis and development, immune response, tissue repair and regeneration, and reproduction. These chemical cues can either attract or repel the cell's movement. For example, axon development is determined by a combination of chemoattractants and chemorepellents that direct the growing axon...
3.4K
Relative Motion Analysis using Rotating Axes-Problem Solving
394
Consider a crane whose telescopic boom rotates with an angular velocity of 0.04 rad/s and angular acceleration of 0.02 rad/s2. Along with the rotation, the boom also extends linearly with a uniform speed of 5 m/s. The extension of the boom is measured at point D, which is measured with respect to the fixed point C on the other end of the boom. For the given instant, the distance between points C and D is 60 meters.
Here, in order to determine the magnitude of velocity and acceleration for point...
Here, in order to determine the magnitude of velocity and acceleration for point...
394
Relative Motion Analysis using Rotating Axes
453
Consider a component AB undergoing a linear motion. Along with a linear motion, point B also rotates around point A. To comprehend this complex movement, position vectors for both points A and B are established using a stationary reference frame.
However, to express the relative position of point B relative to point A, an additional frame of reference, denoted as x'y', is necessary. This additional frame not only translates but also rotates relative to the fixed frame, making it...
However, to express the relative position of point B relative to point A, an additional frame of reference, denoted as x'y', is necessary. This additional frame not only translates but also rotates relative to the fixed frame, making it...
453
Mechanism of Ciliary Motion
3.6K
The ciliary structures were first seen in 1647 by Antonie Leeuwenhoek while observing the protozoans. In lower organisms, these appendages are responsible for cell movement, while in higher organisms, these appendages help in the movement of the extracellular fluids within the body cavities.
The cilia are made up of microtubules in a 9+2 arrangement, with nine microtubule doublet ring bundles, surrounding a pair of central singlet microtubule bundles. The doublet microtubule bundles are...
The cilia are made up of microtubules in a 9+2 arrangement, with nine microtubule doublet ring bundles, surrounding a pair of central singlet microtubule bundles. The doublet microtubule bundles are...
3.6K


