Science RoboticsPub Date : 2025-04-30DOI: 10.1126/scirobotics.ady2833
Amos Matsiko
{"title":"Adaptive active solids","authors":"Amos Matsiko","doi":"10.1126/scirobotics.ady2833","DOIUrl":"10.1126/scirobotics.ady2833","url":null,"abstract":"<div >Active solids composed of connected building blocks are capable of adaptive locomotion and deformation.</div>","PeriodicalId":56029,"journal":{"name":"Science Robotics","volume":"10 101","pages":""},"PeriodicalIF":26.1,"publicationDate":"2025-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143893077","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Science RoboticsPub Date : 2025-04-30DOI: 10.1126/scirobotics.adw8581
Noah J. Cowan, Robert J. Full
{"title":"Swimming in the “Matrix”: VR fish pass the Turing test using a simple control law for collective behavior","authors":"Noah J. Cowan, Robert J. Full","doi":"10.1126/scirobotics.adw8581","DOIUrl":"10.1126/scirobotics.adw8581","url":null,"abstract":"<div >Immersive virtual reality reveals that a simple control model from fish schooling can be used to control autonomous vehicles.</div>","PeriodicalId":56029,"journal":{"name":"Science Robotics","volume":"10 101","pages":""},"PeriodicalIF":26.1,"publicationDate":"2025-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143893061","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Science RoboticsPub Date : 2025-04-30DOI: 10.1126/scirobotics.adq6784
Liang Li, Máté Nagy, Guy Amichay, Ruiheng Wu, Wei Wang, Oliver Deussen, Daniela Rus, Iain D. Couzin
{"title":"Reverse engineering the control law for schooling in zebrafish using virtual reality","authors":"Liang Li, Máté Nagy, Guy Amichay, Ruiheng Wu, Wei Wang, Oliver Deussen, Daniela Rus, Iain D. Couzin","doi":"10.1126/scirobotics.adq6784","DOIUrl":"10.1126/scirobotics.adq6784","url":null,"abstract":"<div >Revealing the evolved mechanisms that give rise to collective behavior is a central objective in the study of cellular and organismal systems. In addition, understanding the algorithmic basis of social interactions in a causal and quantitative way offers an important foundation for subsequently quantifying social deficits. Here, with virtual reality technology, we used virtual robot fish to reverse engineer the sensory-motor control of social response during schooling in a vertebrate model: juvenile zebrafish (<i>Danio rerio</i>). In addition to providing a highly controlled means to understand how zebrafish translate visual input into movement decisions, networking our systems allowed real fish to swim and interact together in the same virtual world. Thus, we were able to directly test models of social interactions in situ. A key feature of social response is shown to be single- and multitarget-oriented pursuit. This is based on an egocentric representation of the positional information of conspecifics and is highly robust to incomplete sensory input. We demonstrated, including with a Turing test and a scalability test for pursuit behavior, that all key features of this behavior are accounted for by individuals following a simple experimentally derived proportional derivative control law, which we termed “BioPD.” Because target pursuit is key to effective control of autonomous vehicles, we evaluated—as a proof of principle—the potential use of this simple evolved control law for human-engineered systems. In doing so, we found close-to-optimal pursuit performance in autonomous vehicle (terrestrial, airborne, and watercraft) pursuit while requiring limited system-specific tuning or optimization.</div>","PeriodicalId":56029,"journal":{"name":"Science Robotics","volume":"10 101","pages":""},"PeriodicalIF":26.1,"publicationDate":"2025-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.science.org/doi/reader/10.1126/scirobotics.adq6784","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143893068","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Science RoboticsPub Date : 2025-04-30DOI: 10.1126/scirobotics.adr6125
Yichao Shi, James H. Pikul
{"title":"Achieving animal endurance in robots through advanced energy storage","authors":"Yichao Shi, James H. Pikul","doi":"10.1126/scirobotics.adr6125","DOIUrl":"10.1126/scirobotics.adr6125","url":null,"abstract":"<div >Bioinspired mobile robots move with comparable efficiency to their animal counterparts but lag by more than an order of magnitude in system-level energy density because of battery limitations. This Review quantifies this energy gap, evaluates hardware strengths and current battery weaknesses, and proposes benchmarking frameworks for future technologies. Using Spot as a case study, we identify the battery chemistries needed to match the energy storage in animals and propose technologies to unleash robotic endurance.</div>","PeriodicalId":56029,"journal":{"name":"Science Robotics","volume":"10 101","pages":""},"PeriodicalIF":26.1,"publicationDate":"2025-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143893033","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Science RoboticsPub Date : 2025-04-23DOI: 10.1126/scirobotics.ado6251
Yusuf Furkan Kaya, Lachlan Orr, Basaran Bahadir Kocer, Vijay Pawar, Robert Stuart-Smith, Mirko Kovač
{"title":"Aerial additive manufacturing: Toward on-site building construction with aerial robots","authors":"Yusuf Furkan Kaya, Lachlan Orr, Basaran Bahadir Kocer, Vijay Pawar, Robert Stuart-Smith, Mirko Kovač","doi":"10.1126/scirobotics.ado6251","DOIUrl":"10.1126/scirobotics.ado6251","url":null,"abstract":"<div >Recent advancements in large-scale additive manufacturing have extended its application in the building industry, delivering notable gains in productivity, efficiency, environmental sustainability, and safety compared with traditional construction methods. Aerial additive manufacturing (aerial AM), which uses aerial robots for unbounded construction tasks, offers distinct advantages, such as scalability at height, enhanced access to remote or challenging locations, and rapid on-demand repair capabilities. Despite several small-scale demonstrations, deploying aerial robots in construction still presents critical challenges and unresolved scientific questions. This Review provides a comprehensive analysis of current aerial AM research, highlights key opportunities and challenges at large scales, and introduces an autonomy framework aimed at clarifying the overarching challenges inherent in the technology.</div>","PeriodicalId":56029,"journal":{"name":"Science Robotics","volume":"10 101","pages":""},"PeriodicalIF":26.1,"publicationDate":"2025-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143866099","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Science RoboticsPub Date : 2025-04-23DOI: 10.1126/scirobotics.adw9925
Robin R. Murphy
{"title":"Understanding humanoid robots could save your life","authors":"Robin R. Murphy","doi":"10.1126/scirobotics.adw9925","DOIUrl":"10.1126/scirobotics.adw9925","url":null,"abstract":"<div >One of the twists in <i>Companion</i> depends on faulty assumptions about the internal anatomy of a humanoid robot.</div>","PeriodicalId":56029,"journal":{"name":"Science Robotics","volume":"10 101","pages":""},"PeriodicalIF":26.1,"publicationDate":"2025-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143866085","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Science RoboticsPub Date : 2025-04-23DOI: 10.1126/scirobotics.ady1403
Melisa Yashinski
{"title":"Biohybrid robot contracts like the human iris","authors":"Melisa Yashinski","doi":"10.1126/scirobotics.ady1403","DOIUrl":"10.1126/scirobotics.ady1403","url":null,"abstract":"<div >Patterning planar muscle layers can create biohybrid robots capable of unique and controllable muscle activity.</div>","PeriodicalId":56029,"journal":{"name":"Science Robotics","volume":"10 101","pages":""},"PeriodicalIF":26.1,"publicationDate":"2025-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143866097","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Science RoboticsPub Date : 2025-04-23DOI: 10.1126/scirobotics.adq3121
Sunny Kumar, Ishant Tiwari, Victor M. Ortega-Jimenez, Adler R. Dillman, Dongjing He, Yuhang Hu, Saad Bhamla
{"title":"Reversible kink instability drives ultrafast jumping in nematodes and soft robots","authors":"Sunny Kumar, Ishant Tiwari, Victor M. Ortega-Jimenez, Adler R. Dillman, Dongjing He, Yuhang Hu, Saad Bhamla","doi":"10.1126/scirobotics.adq3121","DOIUrl":"10.1126/scirobotics.adq3121","url":null,"abstract":"<div >Entomopathogenic nematodes (EPNs) exhibit a bending-elastic instability, or kink, before becoming airborne, a feature previously hypothesized but not substantiated to enhance jumping performance. Here, we provide the evidence that this kink is crucial for improving launch performance. We demonstrate that EPNs actively modulate their aspect ratio, forming a liquid-latched α-shaped loop over a slow timescale <span><math><mrow><mi>O</mi></mrow></math></span> (1 second), and then rapidly open it <span><math><mrow><mi>O</mi></mrow></math></span> (10 microseconds), achieving heights of 20 body lengths and generating power of ∼10<sup>4</sup> watts per kilogram. Using a bioinspired physical model [termed the soft jumping model (SoftJM)], we explored the mechanisms and implications of this kink. EPNs control their takeoff direction by adjusting their head position and center of mass, a mechanism verified through phase maps of jump directions in numerical simulations and SoftJM experiments. Our findings reveal that the reversible kink instability at the point of highest curvature on the ventral side enhances energy storage using the nematode’s limited muscular force. We investigated the effect of the aspect ratio on kink instability and jumping performance using SoftJM and quantified EPN cuticle stiffness with atomic force microscopy measurements, comparing these findings with those of <i>Caenorhabditis elegans</i>. This investigation led to a stiffness-modified SoftJM design with a carbon fiber backbone, achieving jumps of ∼25 body lengths. Our study reveals how harnessing kink instabilities, a typical failure mode, enables bidirectional jumping in soft robots on complex substrates like sand, offering an approach for designing limbless robots for controlled jumping, locomotion, and even planetary exploration.</div>","PeriodicalId":56029,"journal":{"name":"Science Robotics","volume":"10 101","pages":""},"PeriodicalIF":26.1,"publicationDate":"2025-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143866081","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Science RoboticsPub Date : 2025-04-16DOI: 10.1126/scirobotics.adq3059
Nak-seung P. Hyun, Christian M. Chan, Alyssa M. Hernandez, Robert J. Wood
{"title":"Sticking the landing: Insect-inspired strategies for safely landing flapping-wing aerial microrobots","authors":"Nak-seung P. Hyun, Christian M. Chan, Alyssa M. Hernandez, Robert J. Wood","doi":"10.1126/scirobotics.adq3059","DOIUrl":"10.1126/scirobotics.adq3059","url":null,"abstract":"<div >For flying insects, the transition from flight to surface locomotion requires effective touchdown maneuvers that allow stable landings on a variety of surfaces. Landing behaviors of insects are diverse, with some using more controlled flight approaches to landing, whereas others dampen collision impacts with parts of their bodies. The landing approaches of real insects inspired our current work, where we present a combined mechanical and control approach to achieving safe and accurate landings for flapping-wing microaerial vehicles. For the mechanical approach to landing, we took inspiration from the legs of the crane fly, designing lossy compliant legs that maximize energy dissipation during surface collisions. We explored three features in the compliant leg design: leg stance, number of joints, and joint placement. For the control approach to landing, the challenge lies in overcoming the aerodynamic ground effect near the surface. Leveraging the compliant leg design during impact, we designed the preimpact behavior, drawing inspiration from insect landing trajectories, to increase landing success. The proposed controlled landing sequence includes an initial acceleration from hovering, followed by deceleration toward the target, ending with a nonzero impact velocity, similar to what is observed in insects. Last, using an insect-scale flapping-wing aerial microrobot platform (Harvard RoboBee), we verified the controlled, safe, and accurate landing on natural terrain.</div>","PeriodicalId":56029,"journal":{"name":"Science Robotics","volume":"10 101","pages":""},"PeriodicalIF":26.1,"publicationDate":"2025-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.science.org/doi/reader/10.1126/scirobotics.adq3059","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143841845","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Unlocking aerobatic potential of quadcopters: Autonomous freestyle flight generation and execution","authors":"Mingyang Wang, Qianhao Wang, Ze Wang, Yuman Gao, Jingping Wang, Can Cui, Yuan Li, Ziming Ding, Kaiwei Wang, Chao Xu, Fei Gao","doi":"10.1126/scirobotics.adp9905","DOIUrl":"10.1126/scirobotics.adp9905","url":null,"abstract":"<div >Quadcopter drones are capable of executing complex aerobatic maneuvers when controlled manually by skilled pilots but are limited to simple aerobatic actions when flying autonomously in open spaces. As such, this study introduces a comprehensive system that enables drones to generate and execute sophisticated aerobatic maneuvers in complex environments with dense obstacle distributions. A universal representation is proposed, succinctly capturing flight as a series of discrete aerobatic intentions. These intentions consist of topology and attitude changes, which can be combined in various ways to describe intricate flight maneuvers. A spatial-temporal joint optimization trajectory planner is also introduced to generate dynamically feasible trajectories that are as smooth as possible and devoid of collisions. In addition, we investigate unique yaw sensitivity issues in aerobatic flight and identify the inherent influence of differential flatness singularities on yaw rotations while avoiding associated dynamics issues. A series of ablation studies confirmed the necessity of these spatial-temporal joint optimization and yaw compensation strategies. Additional simulations and physical experiments validated the stability and feasibility of our proposed system for improving uncrewed aerial flight. The proposed system enables drones to autonomously achieve flight performance usually reserved for professional pilots, unlocking boundless potential for aerobatic flight evolution in uncrewed aerial vehicles.</div>","PeriodicalId":56029,"journal":{"name":"Science Robotics","volume":"10 101","pages":""},"PeriodicalIF":26.1,"publicationDate":"2025-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143841846","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}