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相关论文: Evolution Gym: A Large-Scale Benchmark for Evolvin…

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This research considers the task of evolving the physical structure of a robot to enhance its performance in various environments, which is a significant problem in the field of Evolutionary Robotics. Inspired by the fields of evolutionary…

机器人学 · 计算机科学 2018-10-12 Jack Collins , Wade Geles , David Howard , Frederic Maire

Different subsystems of organisms adapt over many time scales, such as rapid changes in the nervous system (learning), slower morphological and neurological change over the lifetime of the organism (postnatal development), and change over…

神经与进化计算 · 计算机科学 2017-07-28 Sam Kriegman , Nick Cheney , Francesco Corucci , Josh C. Bongard

Evolutionary algorithms offer great promise for the automatic design of robot bodies, tailoring them to specific environments or tasks. Most research is done on simplified models or virtual robots in physics simulators, which do not capture…

机器人学 · 计算机科学 2020-05-20 Tonnes F. Nygaard , David Howard , Kyrre Glette

Embodiment co-design aims to optimize a robot's morphology and control policy simultaneously. While prior work has demonstrated its potential for generating environment-adaptive robots, this field still faces persistent challenges in…

机器人学 · 计算机科学 2025-03-04 Haofei Lu , Zhe Wu , Junliang Xing , Jianshu Li , Ruoyu Li , Zhe Li , Yuanchun Shi

The design (shape) of a robot is usually decided before the control is implemented. This might limit how well the design is adapted to a task, as the suitability of the design is given by how well the robot performs in the task, which…

机器人学 · 计算机科学 2025-09-30 Etor Arza , Frank Veenstra , Tønnes F. Nygaard , Kyrre Glette

Evolutionary robotics has aimed to optimize robot control and morphology to produce better and more robust robots. Most previous research only addresses optimization of control, and does this only in simulation. We have developed a…

机器人学 · 计算机科学 2018-05-09 Tønnes F. Nygaard , Charles P. Martin , Jim Torresen , Kyrre Glette

Musculoskeletal robots offer intrinsic compliance and flexibility, providing a promising paradigm for versatile locomotion. However, existing research typically relies on models with fixed muscle physiological parameters. This static…

机器人学 · 计算机科学 2026-04-15 Lidong Sun , Wentao Zhao , Ye Wang , Huaping Liu , Fuchun Sun

Robots operating in the real world will experience a range of different environments and tasks. It is essential for the robot to have the ability to adapt to its surroundings to work efficiently in changing conditions. Evolutionary robotics…

机器人学 · 计算机科学 2020-10-21 Tønnes F. Nygaard , Charles P. Martin , David Howard , Jim Torresen , Kyrre Glette

Soft robotics has emerged as a promising technology that holds great potential for various application areas. This is due to soft materials unique properties, including flexibility, safety, and shock absorption, among others. Despite many…

机器人学 · 计算机科学 2024-08-12 Andrija Milojevic , Kyrre Glette

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

Soft robots offer more flexibility, compliance, and adaptability than traditional rigid robots. They are also typically lighter and cheaper to manufacture. However, their use in real-world applications is limited due to modeling challenges…

When simulating soft robots, both their morphology and their controllers play important roles in task performance. This paper introduces a new method to co-evolve these two components in the same process. We do that by using the hyperNEAT…

人工智能 · 计算机科学 2022-12-23 Fabio Tanaka , Claus Aranha

In this review we introduce the framework of reality-assisted evolution to summarize a growing trend towards combining model-based and model-free approaches to improve the design of physically embodied soft robots. In silico, data-driven…

机器人学 · 计算机科学 2020-10-19 Toby Howison , Simon Hauser , Josie Hughes , Fumiya Iida

Soft robotics is a rapidly growing area of robotics research that would benefit greatly from design automation, given the challenges of manually engineering complex, compliant, and generally non-intuitive robot body plans and behaviors. It…

机器人学 · 计算机科学 2023-06-19 Alican Mertan , Nick Cheney

Ergonomics is a key factor to consider when designing control architectures for effective physical collaborations between humans and humanoid robots. In contrast, ergonomic indexes are often overlooked in the robot design phase, which leads…

机器人学 · 计算机科学 2023-12-13 Carlotta Sartore , Lorenzo Rapetti , Fabio Bergonti , Stefano Dafarra , Silvio Traversaro , Daniele Pucci

When a human and a humanoid robot collaborate physically, ergonomics is a key factor to consider. Assuming a given humanoid robot, several control architectures exist nowadays to address ergonomic physical human-robot collaboration. This…

机器人学 · 计算机科学 2022-11-28 Carlotta Sartore , Lorenzo Rapetti , Daniele Pucci

The co-adaptation of robots has been a long-standing research endeavour with the goal of adapting both body and behaviour of a system for a given task, inspired by the natural evolution of animals. Co-adaptation has the potential to…

机器学习 · 计算机科学 2023-02-08 Chang Rajani , Karol Arndt , David Blanco-Mulero , Kevin Sebastian Luck , Ville Kyrki

Evolution sculpts both the body plans and nervous systems of agents together over time. In contrast, in AI and robotics, a robot's body plan is usually designed by hand, and control policies are then optimized for that fixed design. The…

人工智能 · 计算机科学 2017-12-14 Nick Cheney , Josh Bongard , Vytas SunSpiral , Hod Lipson

Recent large language models (LLMs) have demonstrated promising capabilities in modeling real-world knowledge and enhancing knowledge-based generation tasks. In this paper, we further explore the potential of using LLMs to aid in the design…

机器人学 · 计算机科学 2024-11-04 Weicheng Ma , Luyang Zhao , Chun-Yi She , Yitao Jiang , Alan Sun , Bo Zhu , Devin Balkcom , Soroush Vosoughi

In human-robot cooperation, the robot cooperates with humans to accomplish the task together. Existing approaches assume the human has a specific goal during the cooperation, and the robot infers and acts toward it. However, in real-world…

机器人学 · 计算机科学 2023-09-15 Lingfeng Tao , Michael Bowman , Jiucai Zhang , Xiaoli Zhang