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Soft robots have gained significant attention due to their flexibility and safety, particularly in human-centric applications. The co-design of structure and controller in soft robotics has presented a longstanding challenge owing to the…

计算工程、金融与科学 · 计算机科学 2024-07-15 Yuki Sato , Changyoung Yuhn , Hiroki Kobayashi , Atsushi Kawamoto , Tsuyoshi Nomura

Natural organisms utilize distributed actuation through their musculoskeletal systems to adapt their gait for traversing diverse terrains or to morph their bodies for varied tasks. A longstanding challenge in robotics is to emulate this…

Designing multi-agent robotic systems requires reasoning across tightly coupled decisions spanning heterogeneous domains, including robot design, fleet composition, and planning. Much effort has been devoted to isolated improvements in…

机器人学 · 计算机科学 2026-04-24 Maximilian Stralz , Meshal Alharbi , Yujun Huang , Gioele Zardini

Robotic performance emerges from the coupling of body and controller, yet it remains unclear when morphology-control co-design is necessary. We present a unified framework that embeds morphology and control parameters within a single neural…

神经与进化计算 · 计算机科学 2025-10-10 Yi Zhang , Yue Xie , Tao Sun , Fumiya Iida

Designing robot morphologies and kinematics has traditionally relied on human intuition, with little systematic foundation. Motion-design co-optimization offers a promising path toward automation, but two major challenges remain: (i) the…

机器人学 · 计算机科学 2026-04-13 Jihwan Yoon , Taemoon Jeong , Jeongeun Park , Chanwoo Kim , Jaewoon Kwon , Yonghyeon Lee , Kyungjae Lee , Sungjoon Choi

The current dominant paradigm for robotic manipulation involves two separate stages: manipulator design and control. Because the robot's morphology and how it can be controlled are intimately linked, joint optimization of design and control…

机器人学 · 计算机科学 2021-08-25 Jie Xu , Tao Chen , Lara Zlokapa , Michael Foshey , Wojciech Matusik , Shinjiro Sueda , Pulkit Agrawal

We present a versatile framework for the computational co-design of legged robots and dynamic maneuvers. Current state-of-the-art approaches are typically based on random sampling or concurrent optimization. We propose a novel bilevel…

机器人学 · 计算机科学 2022-07-18 Traiko Dinev , Carlos Mastalli , Vladimir Ivan , Steve Tonneau , Sethu Vijayakumar

In robotics, structural design and behavior optimization have long been considered separate processes, resulting in the development of systems with limited capabilities. Recently, co-design methods have gained popularity, where bi-level…

机器人学 · 计算机科学 2025-07-02 Rohit Kumar , Melya Boukheddimi , Dennis Mronga , Shivesh Kumar , Frank Kirchner

Robots and intelligent systems that sense or interact with the world are increasingly being used to automate a wide array of tasks. The ability of these systems to complete these tasks depends on a large range of technologies such as the…

机器人学 · 计算机科学 2022-09-02 Charles Schaff

Magnetic soft robots embedded with hard magnetic particles enable untethered actuation via external magnetic fields, offering remote, rapid, and precise control, which is highly promising for biomedical applications. However, designing such…

机器人学 · 计算机科学 2025-07-15 Liwei Wang

Aerial autonomous machines (Drones) has a plethora of promising applications and use cases. While the popularity of these autonomous machines continues to grow, there are many challenges, such as endurance and agility, that could hinder the…

机器人学 · 计算机科学 2021-09-14 Srivatsan Krishnan , Thierry Tambe , Zishen Wan , Vijay Janapa Reddi

Soft robots achieve functionality through tight coupling among geometry, material composition, and actuation. As a result, effective design optimization requires these three aspects to be considered jointly rather than in isolation. This…

机器人学 · 计算机科学 2026-03-09 Vittorio Candiello , Manuel Mekkattu , Mike Y. Michelis , Robert K. Katzschmann

Continuum robots, which often rely on interdisciplinary and multimedia collaborations, have been increasingly recognized for their potential to revolutionize the field of human-computer interaction (HCI) in varied applications due to their…

机器人学 · 计算机科学 2024-10-08 Po-Yu Hsieh , June-Hao Hou

Classically, the development of humanoid robots has been sequential and iterative. Such bottom-up design procedures rely heavily on intuition and are often biased by the designer's experience. Exploiting the non-linear coupled design space…

机器人学 · 计算机科学 2023-01-02 Akhil Sathuluri , Anand Vazhapilli Sureshbabu , Markus Zimmermann

Co-designing a robot's morphology and control can ensure synergistic interactions between them, prevalent in biological organisms. However, co-design is a high-dimensional search problem. To make this search tractable, we need a systematic…

机器人学 · 计算机科学 2026-04-14 Apoorv Vaish , Oliver Brock

Humanoid robots, as general-purpose physical agents, must integrate both intelligent control and adaptive morphology to operate effectively in diverse real-world environments. While recent research has focused primarily on optimizing…

机器人学 · 计算机科学 2025-10-06 Guiliang Liu , Bo Yue , Yi Jin Kim , Kui Jia

Computing stabilizing and optimal control actions for legged locomotion in real time is difficult due to the nonlinear, hybrid, and high dimensional nature of these robots. The hybrid nature of the system introduces a combination of…

机器人学 · 计算机科学 2025-08-26 Zachary Olkin , Aaron D. Ames

Large-scale machine learning models necessitate distributed systems, posing significant design challenges due to the large parameter space across distinct design stacks. Existing studies often focus on optimizing individual system aspects…

分布式、并行与集群计算 · 计算机科学 2025-05-22 Aditi Raju , Jared Ni , William Won , Changhai Man , Srivatsan Krishnan , Srinivas Sridharan , Amir Yazdanbakhsh , Tushar Krishna , Vijay Janapa Reddi

Recent advances in 3D printing and manufacturing of miniaturized robotic hardware and computing are paving the way to build inexpensive and disposable robots. This will have a large impact on several applications including scientific…

机器人学 · 计算机科学 2019-02-18 Luca Carlone , Carlo Pinciroli

Practical deployments of coordinated fleets of mobile robots in different environments have revealed the benefits of maintaining small distances between robots, especially as they move at higher speeds. However, this is counter-intuitive in…

机器人学 · 计算机科学 2023-01-20 Namya Bagree , Charles Noren , Damanpreet Singh , Matthew Travers , Bhaskar Vundurthy
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