ReviewAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2025
Bioinspired Intelligent Soft Robotics: From Multidisciplinary Integration to Next-Generation Intelligence.
Review in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.
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.
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.
Who cites it
22 citing papers in PubMed.
- Bioinspired liquid metal-spidroin (LMS) stripe microneedle actuators.Materials today. Bio · 2026Article
- Material-architecture-manufacture integrated strategy for piezoelectric metamaterials with mechanical protection and self-powered sensing.Science advances · 2026Article
- Soft Mechanical Inductive Sensors: Principles, Design, and Applications.Micromachines · 2026Review
- Three-Dimensional Interconnect Technologies for Advanced Flexible Electronics.Advanced materials (Deerfield Beach, Fla.) · 2026Review
- "Biodegradable caterpillar inspired soft robotic systems for targeted therapeutic delivery with intelligentRSC advances · 2026Review
- Clinical translation and engineering challenges of soft robotic cardiac sleeves for heart failure.Nature communications · 2026Review
- Applications of Nanofabrication Technologies in the Preparation of Biomimetic Structures.Biomimetics (Basel, Switzerland) · 2026Review
- NIR and Oxidative Stress-Modulated Intestinal Peristalsis Motion of Tubular Conductive Thermo-Hydrogel Actuator.Nano-micro letters · 2026Article
- 3D-Printed Metamaterial-Based Soft Sensors: Materials, Design, and Fabrications.Small (Weinheim an der Bergstrasse, Germany) · 2026Review
- Adaptive gyration mechanism in fan worm gill filaments for enhanced filter-feeding efficiency.Fundamental research · 2026Article
- Liquid Metals for Reconfigurable Bioelectronics.Advanced materials (Deerfield Beach, Fla.) · 2026Review
- Piecewise Parameter Optimization of the Neo-Hookean Model for Hyperelastic Silicone Rubber with Large Deformation.Materials (Basel, Switzerland) · 2026Article
- Deep learning-enabled versatile shape perception for soft robots via single-ended multimode fiber.Science advances · 2026Article
- Mechanochemical and machine-intelligent design of programmable materials: From molecular interactions to macroscale functionality.Materials today. Bio · 2026Review
- Soft Robots Powered by Sustainable Energy.Chemical reviews · 2026Review
- Biomimetic Strategies in Orthosis Design: A Scoping Review of Biological Abstraction and Functional Translation.Biomimetics (Basel, Switzerland) · 2026Review
- Deep-Sea Biomimetic Manta Ray Robots: A Comprehensive Review Based on Operational Depth Spectrum, Structures, Energy Optimization, and Control Systems.Biomimetics (Basel, Switzerland) · 2026Review
- The Role of 3D Printing in Regenerative Medicine: A Game-Changer in Tissue Engineering.International journal of molecular sciences · 2026Review
- Microscale Architectures for Intelligent Soft Robotics: From Functional Microneedles to Biointegrated Wearable Systems.Nano-micro letters · 2026Review
- Space Physiology and Technology: Adaptations, Countermeasures, and Opportunities for Wearable Systems.Cyborg and bionic systems (Washington, D.C.) · 2026Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
Abstract
Soft robotics, distinguished by intrinsic compliance, biomimetic adaptability, and safe human-environment interaction, has emerged as a transformative paradigm in next-generation intelligent systems. Biological systems, refined through evolutionary optimization, exhibit unparalleled multifunctionality in unstructured environments, inspiring the development of soft robots with energy-efficient reconfiguration and environmental responsiveness. This review presents a comprehensive analysis of intelligent soft robotics via multidisciplinary integration, covering key aspects from bioinspired design principles to advanced functional implementation. Recent breakthroughs across four interconnected domains are systematically examined: 1) biomimetic actuation mechanisms that enhance actuation efficiency through innovative structural configurations; 2) programmable materials enabling adaptive morphology and tunable mechanical properties; 3) multiscale manufacturing techniques for fabricating complex heterogeneous structures; and 4) closed-loop control strategies integrating artificial intelligence algorithms. While highlighting emerging applications in biomedical engineering, environmental exploration, and human-machine interfaces, challenges such as actuation efficiency, material degradation, manufacturing limitations, nonlinear-control complexity, and sensing instability under real-world conditions are discussed. Furthermore, strategic research directions are identified to guide the development of next-generation soft robots endowed with embodied intelligence and adaptive functionalities. Notably, by synergizing advances in materials science, mechanical engineering, and computational intelligence, soft robotics is poised to redefine the boundaries of intelligent machines across healthcare, exploration, and human augmentation.
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Registered trials
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.