This review maps the methods to monitor robots’ health by fusing vibration, sound, control signals, vision, force, and oil information with artificial intelligence. It identifies deep learning, transfer learning, digital twins, and physics‐informed models as key methodological pathways enabling earlier diagnosis, safer human–robot collaboration, and ...
Yuting Qiao +6 more
wiley +1 more source
Assessing the Accuracy and Completeness of OpenStreetMap Sidewalks: A Comparative Study With Google Street View. [PDF]
Nichols BL, Groth C, Quinn TD.
europepmc +1 more source
Learning‐Based Soft Robotic Grasping: Recent Progress and Remaining Challenges
This review analyzes learning‐based soft robotic grasping from a pipeline‐oriented perspective, encompassing soft gripper design, multimodal sensing, and learning‐based planning and control. It surveys key neural network architectures and benchmark datasets and identifies critical challenges such as sim‐to‐real transfer, generalization, and continual ...
Arnab Majumder +3 more
wiley +1 more source
Force–Displacement Characterization of PNIPAM Microactuators
A method to experimentally establish a force–displacement diagram of poly(N‐isopropyl acrylamide) (PNIPAM) microactuators, printed by 2PP, is presented herein. PNIPAM is a hydrogel whose volume and stiffness change with temperature due to the absorption or release of water.
Manon Cassignol +4 more
wiley +1 more source
Interpretable machine learning models using early dynamic clinical features to predict early hemodynamic stabilization after vasopressor initiation in patients with septic shock: development in MIMIC-IV and external validation in eICU. [PDF]
Lu SJ +6 more
europepmc +1 more source
Tailored forecasting from short time series via meta-learning. [PDF]
Norton DA +4 more
europepmc +1 more source
MaxEnt-based suitable areas analysis of global lumpy skin disease under current and future climate scenarios. [PDF]
Wei Y +15 more
europepmc +1 more source
Comment on "Rationale and design of a pilot randomized control trial of permissive hypotension after cardiac surgery: The PHACS trial". [PDF]
Kalpana T +3 more
europepmc +1 more source

