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An end-to-end differentiable framework for contact-aware robot design
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 …
manipulator design and control. Because the robot's morphology and how it can be …
Diffaqua: A differentiable computational design pipeline for soft underwater swimmers with shape interpolation
The computational design of soft underwater swimmers is challenging because of the high
degrees of freedom in soft-body modeling. In this paper, we present a differentiable pipeline …
degrees of freedom in soft-body modeling. In this paper, we present a differentiable pipeline …
Efficient automatic design of robots
Robots are notoriously difficult to design because of complex interdependencies between
their physical structure, sensory and motor layouts, and behavior. Despite this, almost every …
their physical structure, sensory and motor layouts, and behavior. Despite this, almost every …
Jointly learning to construct and control agents using deep reinforcement learning
The physical design of a robot and the policy that controls its motion are inherently coupled,
and should be determined according to the task and environment. In an increasing number …
and should be determined according to the task and environment. In an increasing number …
Learning-in-the-loop optimization: End-to-end control and co-design of soft robots through learned deep latent representations
Soft robots have continuum solid bodies that can deform in an infinite number of ways.
Controlling soft robots is very challenging as there are no closed form solutions. We present …
Controlling soft robots is very challenging as there are no closed form solutions. We present …
Soft robots learn to crawl: Jointly optimizing design and control with sim-to-real transfer
This work provides a complete framework for the simulation, co-optimization, and sim-to-real
transfer of the design and control of soft legged robots. The compliance of soft robots …
transfer of the design and control of soft legged robots. The compliance of soft robots …
Multi-objective graph heuristic search for terrestrial robot design
We present methods for co-designing rigid robots over control and morphology (including
discrete topology) over multiple objectives. Previous work has addressed problems in single …
discrete topology) over multiple objectives. Previous work has addressed problems in single …
Relu-qp: A gpu-accelerated quadratic programming solver for model-predictive control
AL Bishop, JZ Zhang, S Gurumurthy… - … on Robotics and …, 2024 - ieeexplore.ieee.org
We present ReLU-QP, a GPU-accelerated solver for quadratic programs (QPs) that is
capable of solving high-dimensional control problems at real-time rates. ReLU-QP is derived …
capable of solving high-dimensional control problems at real-time rates. ReLU-QP is derived …
One robot for many tasks: Versatile co-design through stochastic programming
Versatility is one of the main factors driving the adoption of robots on the assembly line and
in other applications. Compared to fixed-automation solutions, a single industrial robot can …
in other applications. Compared to fixed-automation solutions, a single industrial robot can …
Co-designing versatile quadruped robots for dynamic and energy-efficient motions
G Fadini, S Kumar, R Kumar, T Flayols, A Del Prete… - Robotica, 2024 - cambridge.org
This paper presents a concurrent optimization approach for the design and motion of a
quadruped in order to achieve energy-efficient cyclic behaviors. Computational techniques …
quadruped in order to achieve energy-efficient cyclic behaviors. Computational techniques …