基于心理生理和技术因素的手势词汇优化设计

H. Stern, J. Wachs, Y. Edan
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引用次数: 20

摘要

提出了一种包括人与技术设计因素在内的手势词汇设计全局方法。通过人体工程学研究获得的代表用户心理生理方面的指标,隐含地表示了多个用户以人为中心的欲望。考虑的主要技术方面是手势的机器识别。我们回顾并分类了解决这个问题的三种方法:特别的、基于规则的和分析的。据信,这是第一个以分析形式概念化的最佳手势设计问题。建立了一个数学双目标模型,该模型反映了判断手势控制系统的心理生理和技术性能指标。该数学程序解决了一个嵌入在启发式搜索树中的二次分配问题。通过模拟退火的方法求解二次问题(命令-手势匹配),该问题的解是一个手势词汇表GV。该公式中包含的一个有用的特性是,将互补的手势对(如拇指向上-拇指向下)与互补的命令对(如上-下)进行优先匹配。为验证该方法的有效性,以中型机器人命令GV的设计为例进行了算例分析
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimal Hand Gesture Vocabulary Design Using Psycho-Physiological and Technical Factors
A global approach to hand gesture vocabulary design is proposed which includes human as well as technical design factors. The human centered desires of multiple users are implicitly represented through indices obtained from ergonomic studies representing the psychophysiological aspects of users. The main technical aspect considered is that of machine recognition of gestures. We review and classify three approaches to this problem: ad hoc, rule based, and analytical. It is believed that this is the first conceptualization of the optimal hand gesture design problem in analytical form. A mathematical dual objective model is developed, which reflects the psychophysiological and technical performance measures upon which a gesture control system is judged. The mathematical program solves a quadratic assignment problem embedded within a heuristic search tree. The quadratic problem, whose solution is a gesture vocabulary GV, (a command-gesture matching) is solved through simulated annealing. A useful feature, included in the formulation, is the priorities given to the matching of complementary pairs of gestures (say thumb up - thumb down) to complementary pairs of commands (say up - down). To validate the procedure an example is solved for the design of a medium size robot command GV
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