Evidence map›Paper›PMID 40924275›Full record

ArticleBiological cybernetics2025

Neural models and algorithms for sensorimotor control of an octopus arm.

Tixian Wang, Udit Halder, Ekaterina Gribkova, Rhanor Gillette, Mattia Gazzola, Prashant G Mehta

Abstract read
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In one paragraph

Article in Biological cybernetics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed.

  1. Article
  2. Review
  3. Review
  4. Neuronal segmentation in cephalopod arms.Nature communications · 2025
    Article
  5. Article
  6. Neuronal segmentation in cephalopod arms.bioRxiv : the preprint server for biology · 2024
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Tixian WangDepartment of Mechanical Science and Engineering, University of Illinois Urbana-Champaign, 61801, IL, USA.
Udit HalderCoordinated Science Laboratory, University of Illinois Urbana-Champaign, 61801, IL, USA. udithalder@usf.edu.ORCID 0000-0002-7881-2936
Ekaterina GribkovaNeuroscience Program, University of Illinois Urbana-Champaign, 61801, IL, USA.
Rhanor GilletteNeuroscience Program, University of Illinois Urbana-Champaign, 61801, IL, USA.
Mattia GazzolaDepartment of Mechanical Science and Engineering, University of Illinois Urbana-Champaign, 61801, IL, USA.
Prashant G MehtaDepartment of Mechanical Science and Engineering, University of Illinois Urbana-Champaign, 61801, IL, USA.

Funding

National Science Foundation EFRI C3 SoRo #1830881Office of Naval Research MURI N00014-19-1-2373
6 · The paper itself

Abstract

In this article, a biophysically realistic model of a soft octopus arm with internal musculature is presented. The modeling is motivated by experimental observations of sensorimotor control where an arm localizes and reaches a target. Major contributions of this article are: (i) development of models to capture the mechanical properties of arm musculature, the electrical properties of the arm peripheral nervous system (PNS), and the coupling of PNS with muscular contractions; (ii) modeling the arm sensory system, including chemosensing and proprioception; and (iii) algorithms for sensorimotor control, which include a novel feedback neural motor control law for mimicking target-oriented arm reaching motions, and a novel consensus algorithm for solving sensing problems such as locating a food source from local chemical sensory information (exogenous) and arm deformation information (endogenous). Several analytical results, including rest-state characterization and stability properties of the proposed sensing and motor control algorithms, are provided. Numerical simulations demonstrate the efficacy of our approach. Qualitative comparisons against observed arm rest shapes and target-oriented reaching motions are also reported.

Indexed as

ArmFeedback, SensoryNeural Networks, ComputerOctopodiformesPeripheral Nervous SystemAlgorithmsAnimalsBiomechanical PhenomenaComputer SimulationModels, NeurologicalMovementMusclesProprioceptionPsychomotor PerformanceCosserat rodDistributed sensingNeural dynamicsOctopusSensorimotor controlSoft robotics

Identifiers

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.