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Designing soft robots poses considerable challenges: automated design approaches may be particularly appealing in this field, as they promise to optimize complex multi-material machines with very little or no human intervention.…

人工智能 · 计算机科学 2017-11-20 Francesco Corucci , Nick Cheney , Francesco Giorgio-Serchi , Josh Bongard , Cecilia Laschi

Exposing an Evolutionary Algorithm that is used to evolve robot controllers to variable conditions is necessary to obtain solutions which are robust and can cross the reality gap. However, we do not yet have methods for analyzing and…

神经与进化计算 · 计算机科学 2023-10-13 Jonata Tyska Carvalho , Stefano Nolfi

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

Many organisms, including various species of spiders and caterpillars, change their shape to switch gaits and adapt to different environments. Recent technological advances, ranging from stretchable circuits to highly deformable soft…

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 robot systems are usually affected by the properties of the environment indirectly through selection. In this paper, we present and investigate a system where the environment also has a direct effect: through regulation. We…

机器人学 · 计算机科学 2025-06-18 Karine Miras , Eliseo Ferrante , A. E. Eiben

It is well known that intra-life learning, defined as an additional controller optimization loop, is beneficial for evolving robot morphologies for locomotion. In this work, we investigate this further by comparing it in two different…

人工智能 · 计算机科学 2024-12-24 Ege de Bruin , Kyrre Glette , Kai Olav Ellefsen

Robots often interact with the world via attached parts such as wheels, joints, or appendages. In many systems, these interactions, and the manner in which they lead to locomotion, can be understood using the machinery of geometric…

机器人学 · 计算机科学 2021-08-17 Blake Buchanan , Tony Dear , Scott Kelly , Matthew Travers , Howie Choset

Industrial manipulators do not collapse under their own weight when powered off due to the friction in their joints. Although these mechanism are effective for stiff position control of pick-and-place, they are inappropriate for legged…

机器人学 · 计算机科学 2020-11-06 Young-woo Sim , Joao Ramos

In evolutionary robotics, jointly optimising the design and the controller of robots is a challenging task due to the huge complexity of the solution space formed by the possible combinations of body and controller. We focus on the…

机器人学 · 计算机科学 2024-03-18 Léni K. Le Goff , Edgar Buchanan , Emma Hart

The automatic design of robots has existed for 30 years but has been constricted by serial non-differentiable design evaluations, premature convergence to simple bodies or clumsy behaviors, and a lack of sim2real transfer to physical…

机器人学 · 计算机科学 2024-05-28 Luke Strgar , David Matthews , Tyler Hummer , Sam Kriegman

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

We present a methodology for fast prototyping of morphologies and controllers for robot locomotion. Going beyond simulation-based approaches, we argue that the form and function of a robot, as well as their interplay with real-world…

机器人学 · 计算机科学 2017-06-08 Kevin Sebastian Luck , Joseph Campbell , Michael Andrew Jansen , Daniel M. Aukes , Heni Ben Amor

Traditional robots have rigid links and structures that limit their ability to interact with the dynamics of their immediate environment. For example, conventional robot manipulators with rigid links can only manipulate objects using…

机器人学 · 计算机科学 2019-10-09 Gideon Gbenga Oladipupo

Recent studies have demonstrated the immense potential of exploiting muscle actuator morphology for natural and robust movement -- in simulation. A validation on real robotic hardware is yet missing. In this study, we emulate muscle…

机器人学 · 计算机科学 2025-07-10 Pierre Schumacher , Lorenz Krause , Jan Schneider , Dieter Büchler , Georg Martius , Daniel Haeufle

Modular robotics research has long been preoccupied with perfecting the modules themselves -- their actuation methods, connectors, controls, communication, and fabrication. This inward focus results, in part, from the complexity of the task…

机器人学 · 计算机科学 2025-08-05 Philippe Martin Wyder , Haorui Li , Andrew Bae , Henry Zhao , Mark Yim

For robots to handle the numerous factors that can affect them in the real world, they must adapt to changes and unexpected events. Evolutionary robotics tries to solve some of these issues by automatically optimizing a robot for a specific…

机器人学 · 计算机科学 2018-05-10 Tønnes F. Nygaard , Charles P. Martin , Eivind Samuelsen , Jim Torresen , Kyrre Glette

Designing robots by hand can be costly and time consuming, especially if the robots have to be created with novel materials, or be robust to internal or external changes. In order to create robots automatically, without the need for human…

神经与进化计算 · 计算机科学 2021-04-08 Emma Hjellbrekke Stensby , Kai Olav Ellefsen , Kyrre Glette

A robotic swarm that is required to operate for long periods in a potentially unknown environment can use both evolution and individual learning methods in order to adapt. However, the role played by the environment in influencing the…

神经与进化计算 · 计算机科学 2018-04-23 Andreas Steyven , Emma Hart , Ben Paechter

The complexity of a legged robot's environment or task can inform how specialised its gait must be to ensure success. Evolving specialised robotic gaits demands many evaluations - acceptable for computer simulations, but not for physical…

机器人学 · 计算机科学 2019-02-13 Tønnes Frostad Nygaard , Charles Patrick Martin , Jim Torresen , Kyrre Glette
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