UP3: Unsupervised Predictive Path Planner for Mobile Robots in Unknown Environment
In this article, an unsupervised learning‐based predictive path planning framework UP3 for mobile robots is introduced. The framework employs attention‐based path optimization, control barrier functions, and a deep constraint correction module. UP3 allows the robot to use local observation to generate smooth, safe, and collision‐free path points toward
Jianing Luo+4 more
wiley +1 more source
Advanced analysis on the correlation of salicylic acid solubility to solvent composition, temperature and pressure via machine learning approach. [PDF]
Mahdi WA, Alhowyan A, Obaidullah AJ.
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Soft Robots Proprioception Through Stretchable Laser‐Induced Graphene Strain Sensors
This study demonstrates the potential of laser‐induced graphene and silicone sensors for soft pneumatic grippers’ proprioception. The sensors are thin, stretchable, mechanically transparent, and easy to integrate. Finite‐element method analysis identifies the finger's neutral bending plane and four sensor positions are tested to validate the ...
Giovanna De Luca+6 more
wiley +1 more source
More is not always better-association between hip range of motion and symptom severity in patients with femoroacetabular impingement syndrome: A cross-sectional study. [PDF]
Gomes DA+10 more
europepmc +1 more source
Dynamic Single‐Input Control of Multistate Multitransition Soft Robotic Actuator
A concept for reducing the number of control inputs to one in a system with N degrees of freedom, is presented. Incorporating structural instabilities, cleverly, enables choosing any desired trajectory out of (N!)2 with only one input. The concept is demonstrated experimentally, along with analytical insights and numerical simulations.
Geron Yamit+4 more
wiley +1 more source
Misalignment in Mechanical Interlocking Heterogeneous Integration: Emergent Behavior and Geometry Optimization. [PDF]
Nakamura M+4 more
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ABSTRACT Background The few prospective studies on the associations between psychosocial work factors and occupational injury in the general working population provide little information on multiple exposures, injury severity, and gender differences. This study aimed to address these points.
Sandrine Bertrais, Isabelle Niedhammer
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Wind power data cleaning using RANSAC-based polynomial and linear regression with adaptive threshold. [PDF]
Yang H, Tang J, Shao W, Yin J, Liu B.
europepmc +1 more source
GABAergic modulation of beta power enhances motor adaptation in frontotemporal lobar degeneration
Abstract INTRODUCTION We examined how abnormal prefrontal neurophysiology and changes in gamma‐aminobutyric acid‐ergic (GABAergic) neurotransmission contribute to behavioral impairments in disorders associated with frontotemporal lobar degeneration (FTLD). METHODS We recorded magnetoencephalography during an adaptive visuomotor task from 11 people with
Laura E. Hughes+11 more
wiley +1 more source