Can Robots Mold Soft Plastic Materials by Shaping Depth Images?
نویسندگان
چکیده
Can robots mold soft plastic materials by shaping depth images? The short answer is no: current day can not. In this article, we address the problem of material with an anthropomorphic arm/hand robot, which observes a fixed camera. Robots capable molding could assist humans in many tasks, such as cooking, scooping, or gardening. Yet, complex, due to its high-dimensionality at both perception and control levels. To it, design three alternative data-based methods for predicting effect robot actions on material. Then, plan sequence their positions, into desired shape. make prediction tractable, rely two original ideas. First, prove that under reasonable assumptions, be mapped from point cloud image space, benefits (simpler processing, no need registration, lower computation time, memory requirements). Second, novel, simple metric quickly measuring distance between images. based inherent representation images, enables direct consistent comparison pairs through nonuniform scaling approach, therefore opens promising perspectives designing depth image-based controllers. We assess our approach series unprecedented experiments, where robotic molds flour initial final shapes, either own dataset, transfer learning human dataset. conclude article discussing limitations framework those hardware, human-like challenging open research problem.
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ژورنال
عنوان ژورنال: IEEE Transactions on Robotics
سال: 2023
ISSN: ['1552-3098', '1941-0468', '1546-1904']
DOI: https://doi.org/10.1109/tro.2023.3288836