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
Autonomous field robots equipped with ISFET‐based sensors enable rapid, spatially resolved soil nutrient analysis directly in the field. An automated system based on the BoniRob platform is presented for standardized on‐site extraction and measurement of key macronutrients and soil pH.
Vadim Riedel +3 more
wiley +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
Authentication Mechanisms in the Internet of Things: A Comparative Analysis Across RFID, Smart Grids, Vehicular Networks, and Smart Homes. [PDF]
Ayyamgari S +7 more
europepmc +1 more source
Lightweight Security-by-Design for TinyML Models in Constrained Embedded Environments. [PDF]
Alanazi HA, Alshammari KR.
europepmc +1 more source
Quantum-Resistant Security Technologies for Resource-Constrained Edge Devices: Challenges and Lightweight Countermeasures. [PDF]
Zeng F, Idrus B, Nasrudin MF, Ismail ES.
europepmc +1 more source
Transformer-aided guard: A hybrid spatio-temporal framework for confidence-aware intrusion detection in cyber-physical systems. [PDF]
Aljohani A.
europepmc +1 more source
Deconstructing Pilot Contamination Attacks: A Two-Stage Threat Model for MIMO Systems. [PDF]
Farraj A.
europepmc +1 more source
A Provenance-Driven Trust Framework with Physics-Consistent Validation for Secure Wireless Sensor Networks. [PDF]
Abouelkheir E.
europepmc +1 more source

