A PCA-based Method to Map Aesthetic Movements from Dancer to Robotic Arm

Giuseppe Saviano, A. Villani, D. Prattichizzo
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Abstract

The research field of motion is shared by both robotics and dance for both their respective pragmatic and aesthetic purposes. Dance is an art form which uses the graceful motion of the performer's body to create an expression, while robotics focuses on the motion control of articulated bodies. We propose an approach to combine the graceful motion of a dancer and the robotic motion of an articulated arm to create a unique choreography. Our mapping approach is based on the results of a principal component analysis of dancer motion, projected onto the degrees of freedom of the robotic arm. The challenge here is to find a kinematic relationship between two distinct kinematic structures, a dancer's body and a robotic arm, to create an enhanced aesthetic experience. Various joint assignment policies will be examined and compared to identify the characteristics that optimize the audience's opinion of the robot's movement aesthetics and the appeal of the human-robot choreography.
一种基于pca的舞者到机械臂的美学动作映射方法
运动的研究领域是机器人和舞蹈共同的,因为它们各自的实用和美学目的。舞蹈是一种艺术形式,它利用表演者身体的优美动作来创造一种表达,而机器人则侧重于关节体的运动控制。我们提出了一种结合舞蹈者的优美动作和关节手臂的机械动作的方法,以创造一种独特的舞蹈。我们的映射方法是基于舞者运动的主成分分析结果,投影到机械臂的自由度上。这里的挑战是找到两个不同的运动结构之间的运动关系,舞者的身体和机械手臂,创造一个增强的审美体验。将检查和比较各种联合分配策略,以确定优化观众对机器人运动美学的看法和人机编排的吸引力的特征。
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