Precise planar motion measurement of a swimming multi-joint robotic fish

来源 :Science China(Information Sciences) | 被引量 : 0次 | 上传用户:njcxm
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
This paper presents a method for planar motion measurement of a swimming multi-joint robotic fish. The motion of the robotic fish is captured via image sequences and a proposed tracking scheme is employed to continuously detect and track the robotic fish. The tracking scheme initially acquires a rough scope of the robotic fish and thereafter precisely locates it. Historical motion information is utilized to determine the rough scope, which can speed up the tracking process and avoid possible ambient interference. A combination of adaptive bilateral filtering and k-means clustering is then applied to segment out color markers accurately. The pose of the robotic fish is calculated in accordance with the centers of these markers. Further, we address the problem of time synchronization between the on-board motion control system of the robotic fish and the motion measurement system. To the best of our knowledge, this problem has not been tackled in previous research on robotic fish. With information about both the multi-link structure and motion law of the robotic fish, we convert the problem to a nonlinear optimization problem, which we then solve using the particle swarm optimization(PSO) algorithm. Further, smoothing splines are adopted to fit curves of poses versus time, in order to obtain a continuous motion state and alleviate the impact of noise. Velocity is acquired via a temporal derivative operation. The results of experiments conducted verify the efficacy of the proposed method. The paper presents a method for planar motion measurement of a swimming multi-joint robotic fish. The motion of the robotic fish is captured via image sequences and a proposed tracking scheme is employed to continuously detect and track the robotic fish. a rough scope of the robotic fish and precisely precisely locates it. Historical motion information is utilized to determine the rough scope, which can speed up the tracking process and avoid possible ambient interference. A combination of adaptive bilateral filtering and k-means clustering is then applied to segment out color markers accurately. Further, we address the problem of time synchronization between the on-board motion control system of the robotic fish and the motion measurement To the best of our knowledge, this problem has not been tackled in previous research on robotic fish. With in formation about both the multi-link structure and motion law of the robotic fish, we convert the problem to a nonlinear optimization problem, which we then solve using the particle swarm optimization (PSO) algorithm. Further, smoothing splines are adopted to fit curves of poses versus time, in order to obtain a continuous motion state and alleviate the impact of noise. Velocity is acquired via a temporal derivative operation. The results of experiments conducted verify the efficacy of the proposed method.
其他文献
本文利用拟线性化方法研究了时间尺度上非线性动力方程多点边值问题的求解方法.拟线性化方法是在方程的上下解存在的条件下,构造出一致收敛于边值问题解的单调逼近解序列,并且指
敏感性用于度量网络输入或网络参数的扰动对网络产生的影响。敏感性分析是神经网络设计的一个基础课题,它对于指导网络设计(如网络结构的裁剪和参数的挑选等等),增强网络抗干
工业4.0的概念首先由德国政府《德国2020高技术战略》中所提出,被认为是十大未来项目之一.麦肯锡调查报告显示,到2020年,中国将需要1.42亿高技能人才,照目前趋势发展将面临24
本文分析了建筑施工中混凝土运用所存在的问题,并针对问题提出了解决策略,对于提升混凝土的应用质量,提升建筑工程质量具有积极的促进作用。 This paper analyzes the probl
学位
两个康托型集的平移交是近年来非常活跃的课题,文章都以不同的方法研究平移交的各种分形维数.本文主要从自相似集的角度着手考虑交集的具体结构.令Γα为中心α康托型集,α∈
对流扩散方程是一类基本的数学物理方程,它用来描述流体流动中质量、能量、热量等输运过程以及某些化学反应扩散过程等众多物理现象。因此,在许多科学和工程领域中都需要求解
近年来,随着国家经济环境日趋完善,以及国家大力倡导的自主创业的背景下,市场营销专业收到越来越多学生的青睐,而对于高校的市场营销专业的教学来说,也面临着很多的压力及挑
社会竞争不断加剧推动教育改革创新,高校认真研究存在的问题,不断创新英语人才培养模式,努力造就全面发展的高素质人才,促进学生就业和发展。 Increasing social competitio
数学讲究推理和运算,对学生自己的思考能力有很高的要求,然而学生能否使用正确的推理方法,强化自己的逻辑思维,很大程度上取决于老师的引导方法。小学数学很重要,也很关键,老师采用