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RESEARCH PAPER · Smart Materials and Structures · 2025

Finite element analysis, machine learning, and digital twins for soft robots: state-of-arts and perspectives

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Finite element analysis, machine learning, and digital twins for soft robots: state-of-arts and perspectivesOriginalModulus tunability in hierarchical architectures: a machine learning-enabled approach0Advanced internet of things enhanced activity recognition for disability people using deep learning model with nature-inspired optimization algorithms3A Bio-Inspired Data-Driven Locomotion Optimization Framework for Adaptive Soft Inchworm Robots4A novel compensation method for absolute positioning accuracy errors of the end-effector of mobile robot systems considering the flexible deformations of tires and manipulator10Origami Robots: Design, Actuation, and 3D Printing Methods30Enhancing Real-Time Decision-Making and Resilience in Cyber-Physical Systems with Digital Twins for Smart Manufacturing1Multi‐Material Additive Manufacturing of Soft Robotic Systems: A Comprehensive Review24Current research status of robots and surgical instruments for natural orifice surgery1An investigation of innovative strategies in underwater soft robotics11Design and Machine Learning Modeling of a Multi-Degree-of-Freedom Bionic Pneumatic Soft Actuator3A Technological Review of Digital Twin-based Co-Simulation Framework for Back Support Exoskeletons in Precision Agriculture0Optimization of Soft Actuator Geometry and Material Modeling Using Metaheuristic Algorithms4Towards real-time optimization: generative models as adaptive engines in complex systems0Tailoring Vacuum Artificial Muscles: A Multi-Parametric FEA-Driven Optimization and Monolithic Fabrication0AI-Integrated Micro/Nanorobots for Biomedical Applications: Recent Advances in Design, Fabrication, and Functions27Research on Finite Element Mapping Modeling of Key Transformer Components Integrating Deep Learning0A Decade of Soft Robotic Manipulators: Advances in Design, Modeling, Control, and Emerging Challenges17State-of-the-art soft robotic systems for unstructured and real-world environments: A systematic review8Engineering Soft Robots—Towards Automated Frameworks to Accelerate Design Exploration0Harnessing Artificial Intelligence for Adaptive and Sustainable Automotive Manufacturing: Integrating Cognitive Digital Twins, Generative Design, and Human-Robot Collaboration0Polarity-switchable photoelectrochemical biosensors: applied materials, advances, and mechanisms4Roadmap on Artificial Intelligence‐Augmented Additive Manufacturing18Adaptive kinematic modeling for soft continuum robots using Deep Belief Networks with an Event-Driven Incremental Learning strategy0AI-driven nanomedicine for cancer theranostics30Accelerating biopharmaceutical innovation: A review of machine learning across the manufacturing pipeline1Machine Learning‐Based Inverse Design for Functional Materials: Methods, Challenges, and Engineering Applications19Durability of Soft Pneumatic Actuators: A Review and Benchmarking Protocol1Designing a framework for a data-driven digital twin model to predict remaining useful life0Analysis pipeline for demand-driven complexity improvements of models in neurorobotics and neuromechanics0Mechanochemical and machine-intelligent design of programmable materials: From molecular interactions to macroscale functionality3A Granular Interaction Framework for Surgical Robotic Digital Twins: Enabling Realistic Segment-Level Manipulation in Extended Reality1A Biomimetic Four-Chamber Soft Actuator for Human-like Dexterous Manipulation with Spatial Bending and Twisting Capabilities0Soft-rigid coupled bistable compliant mechanism with reprogrammable energy barrier and its applications0Six Degrees of Freedom Robotic Additive Manufacturing Process: A Comprehensive Review0Programmable auxetic architectures in soft robotics: A three-dimensional review on design, additive manufacturing, and optimization0Digital twin-empowered sustainable remanufacturing of high-value components: a review of intelligent repair strategies0Adaptive semi 3D-printed soft robotic actuators with embedded shape memory alloy wires: Bending-torsion characterization and modeling0Numerical and Experimental Determination of the Effective Mechanical Characteristics of a Polymer–Grease Contact Pair0Comprehensive review of digital twin technologies for satellite systems: challenges, opportunities, and future directions0Repurposing the Industrial Digital Twin: A Framework and Case Study in Digital Twin Modification for an Interactive Educational Application0From printing to intelligence: Smart polymer composite actuators for next-generation soft robotics0

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  2. Advanced internet of things enhanced activity recognition for disability people using deep learning model with nature-inspired optimization algorithms

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  3. A Bio-Inspired Data-Driven Locomotion Optimization Framework for Adaptive Soft Inchworm Robots

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  18. State-of-the-art soft robotic systems for unstructured and real-world environments: A systematic review

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  19. Engineering Soft Robots—Towards Automated Frameworks to Accelerate Design Exploration

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