基于啄木鸟啄击动态调节机理的星球仿生采样机器人研究
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1.Hand gesture recognition using multimodal data fusion and multiscale parallel convolutional neural network for human–robot interaction
- 关键词:
- Data fusion;Palmprint recognition;Convolution;Manipulators;Convolutional neural networks;Degrees of freedom (mechanics);Gesture recognition;Degree of freedom;Fused images;Hand-gesture recognition;Multimodal data fusion;parallel CNN;Robot interactions;Robotic manipulation;Semg signals
- Gao, Qing;Liu, Jinguo;Ju, Zhaojie
- 2021年
- 会议
Hand gesture recognition plays an important role in human–robot interaction. The accuracy and reliability of hand gesture recognition are the keys to gesture-based human–robot interaction tasks. To solve this problem, a method based on multimodal data fusion and multiscale parallel convolutional neural network (CNN) is proposed in this paper to improve the accuracy and reliability of hand gesture recognition. First of all, data fusion is conducted on the sEMG signal, the RGB image, and the depth image of hand gestures. Then, the fused images are generated to two different scale images by downsampling, which are respectively input into two subnetworks of the parallel CNN to obtain two hand gesture recognition results. After that, hand gesture recognition results of the parallel CNN are combined to obtain the final hand gesture recognition result. Finally, experiments are carried out on a self-made database containing 10 common hand gestures, which verify the effectiveness and superiority of the proposed method for hand gesture recognition. In addition, the proposed method is applied to a seven-degree-of-freedom bionic manipulator to achieve robotic manipulation with hand gestures.© 2020 John Wiley & Sons, Ltd....2.Modeling and Simulation Active Vibration Control of Flexible Solar Wing Support Structure
- 关键词:
- Continuum mechanics;Flexible wings;Piezoelectricity;Active vibration controls;Euler Bernoulli beam theory;Flexible system;Modal method;Model and simulation;Research object;Support structures;System dynamics model
- Zhang, Pengwei;Li, Yinghao;Hu, Haichen
- 《2019 5th International Conference on Energy Equipment Science and Engineering, ICEESE 2019》
- 2020年
- November 29, 2019 - December 1, 2019
- Harbin, China
- 会议
In this paper, the flexible solar wing support structure is taken as the research object, and the vibration is actively controlled by the piezoelectric material. In this paper, the Euler-Bernoulli beam theory is used to simplify the overall model structure. The principle of Language and the hypothetical modal method are used to derive the dynamic model of the piezoelectric flexible system. The obtained system dynamics model was simulated by PID control, and good results were obtained.
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© Published under licence by IOP Publishing Ltd.3.Path planning of manipulator based on acceleration and deceleration control of two-phase adaptive path
- 关键词:
- Acceleration control;Deceleration;Adaptive control systems;Motion planning;Acceleration;Robot programming;Acceleration and deceleration control;Key technologies;NC system;S-shaped curves;Shortest path;Target position;Two phase
- Li, Yinghao;Zhang, Pengwei;Hu, Haichen;Yu, Wei;Yang, Shangkui
- 《2019 5th International Conference on Energy Equipment Science and Engineering, ICEESE 2019》
- 2020年
- November 29, 2019 - December 1, 2019
- Harbin, China
- 会议
In this paper, the key technology in NC system, acceleration and deceleration control, is applied to path planning of manipulator. A two-phase adaptive path acceleration and deceleration control method is proposed, which reduces the requirement of S-shaped curve acceleration and deceleration control method on the shortest path length, and improves the smoothness of trapezoidal acceleration and deceleration control. On the whole, it improves the rapidity of accurately reaching the target position and the smoothness of manipulator's movement.
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© Published under licence by IOP Publishing Ltd.4.Dynamic Precision Analysis of a Redundant Sliding Manipulator
- 关键词:
- Mechanisms;Redundant manipulators;Stiffness;Industrial manipulators;Dynamic characteristics;Equivalent stiffness;High-precision operation;Manipulator systems;Mechanism structure;Moment of inertia;Parameter optimization;Simulation analysis
- Tong, Yuchuang;Liu, Jinguo;Ju, Zhaojie;Liu, Yuwang;Fang, Lingshen
- 《1st International Conference on Robotics and Rehabilitation Intelligence, ICRRI 2020》
- 2020年
- September 9, 2020 - September 11, 2020
- Fushun, China
- 会议
This paper deals with the dynamic precision analysis of a linear-type rail redundant sliding manipulator. Based on the analysis of the mechanism structure, kinematics, stiffness performance and dynamic characteristics of the redundant sliding manipulator, the dynamic error caused by elastic deformation of links is analyzed. A mathematical model of the dynamic precision of the redundant sliding manipulator system is established in this paper by the geometric method. The influence of parameters such as equivalent stiffness and moment of inertia on the dynamic error of the manipulator is analyzed and parameter optimization schemes are proposed to reduce the dynamic error. Simulation analysis and experiment verify the dynamic precision of the redundant sliding manipulator. This paper provides a theoretical guidance for the high-precision operations of the redundant sliding manipulator.
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© 2020, Springer Nature Singapore Pte Ltd.5.Modeling and Simulation Active Vibration Control of Flexible Solar Wing Support Structure
- 关键词:
- Continuum mechanics ; Flexible wings ; Piezoelectricity;Active vibration controls ; Euler Bernoulli beam theory ; Flexible system ; Modal method ; Model and simulation ; Research object ; Support structures ; System dynamics model
- ZhangPengwei;LiYinghao;HuHaichen
- 《2019 5th International Conference on Energy Equipment Science and Engineering, ICEESE 2019》
- 2020年
- November 29, 2019 - December 1, 2019
- Harbin, China
- 会议
In this paper, the flexible solar wing support structure is taken as the research object, and the vibration is actively controlled by the piezoelectric material. In this paper, the Euler-Bernoulli beam theory is used to simplify the overall model structure. The principle of Language and the hypothetical modal method are used to derive the dynamic model of the piezoelectric flexible system. The obtained system dynamics model was simulated by PID control, and good results were obtained. © Published under licence by IOP Publishing Ltd.
...6.A Two-Stream CNN Framework for American Sign Language Recognition Based on Multimodal Data Fusion
- 关键词:
- Palmprint recognition ; Data fusion ; Gesture recognition;American sign language ; Friendly interaction ; Hand;gesture recognition ; Human robot Interaction (HRI) ; Multi;modal data ; Multimodal data fusion ; Noncontact methods ; Recognition accuracy
- GaoQing;OgenyiUchennaEmeoha;LiuJinguo;JuZhaojie;LiuHonghai
- 《19th Annual UK Workshop on Computational Intelligence, UKCI 2019》
- 2020年
- September 4, 2019 - September 6, 2019
- Portsmouth, United kingdom
- 会议
At present, vision-based hand gesture recognition is very important in human-robot interaction (HRI). This non-contact method enables natural and friendly interaction between people and robots. Aiming at this technology, a two-stream CNN framework (2S-CNN) is proposed to recognize the American sign language (ASL) hand gestures based on multimodal (RGB and depth) data fusion. Firstly, the hand gesture data is enhanced to remove the influence of background and noise. Secondly, hand gesture RGB and depth features are extracted for hand gesture recognition using CNNs on two streams, respectively. Finally, a fusion layer is designed for fusing the recognition results of the two streams. This method utilizes multimodal data to increase the recognition accuracy of the ASL hand gestures. The experiments prove that the recognition accuracy of 2S-CNN can reach 92.08 $$\%$$ on ASL fingerspelling database and is higher than that of baseline methods. © 2020, Springer Nature Switzerland AG.
...7.A Two-Stream CNN Framework for American Sign Language Recognition Based on Multimodal Data Fusion
- 关键词:
- Palmprint recognition;Data fusion;Gesture recognition;American sign language;Friendly interaction;Hand-gesture recognition;Human robot Interaction (HRI);Multi-modal data;Multimodal data fusion;Noncontact methods;Recognition accuracy
- Gao, Qing;Ogenyi, Uchenna Emeoha;Liu, Jinguo;Ju, Zhaojie;Liu, Honghai
- 《19th Annual UK Workshop on Computational Intelligence, UKCI 2019》
- 2020年
- September 4, 2019 - September 6, 2019
- Portsmouth, United kingdom
- 会议
At present, vision-based hand gesture recognition is very important in human-robot interaction (HRI). This non-contact method enables natural and friendly interaction between people and robots. Aiming at this technology, a two-stream CNN framework (2S-CNN) is proposed to recognize the American sign language (ASL) hand gestures based on multimodal (RGB and depth) data fusion. Firstly, the hand gesture data is enhanced to remove the influence of background and noise. Secondly, hand gesture RGB and depth features are extracted for hand gesture recognition using CNNs on two streams, respectively. Finally, a fusion layer is designed for fusing the recognition results of the two streams. This method utilizes multimodal data to increase the recognition accuracy of the ASL hand gestures. The experiments prove that the recognition accuracy of 2S-CNN can reach 92.08 $$\%$$ on ASL fingerspelling database and is higher than that of baseline methods.
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© 2020, Springer Nature Switzerland AG.8.一种可替代关节软骨的多孔水凝胶研发
- 《第十二届全国生物力学学术会议暨第十四届全国生物流变学学术会议》
- 0年
- 2018-08-17
- 中国陕西西安
- 会议
目的人体关节软骨具有承受负荷和吸收震荡的重要功能。但关节软骨中无血管、淋巴和神经分布,因而缺乏自身修复能力。关节软骨损伤的治疗是国内外骨科工作者研究的重点和难点,使用人造材料对关节软骨进行替代是常用治疗方法。聚乙烯醇(PVA)水凝胶因其良好的生物相容性被广泛用作软骨替代材料。然而,PVA水凝胶通常不具有多孔结构,生物活性差。致力于研发一种兼具高强度和多孔结构的PVA水凝胶,提高PVA水凝胶的生物活性。方法 通过调控新型成孔剂(琼脂糖)用量和优化循环冷冻-解冻工艺,制备PVA水凝胶。通过低温X射线衍射、傅里叶
...9.Time-varying state-space model identification of onorbit rigid-flexible coupling spacecraft using a predictor-based recursive subspace algorithm
- 关键词:
- Adaptive filtering;Computational efficiency;Numerical methods;Matrix algebra;Orbits;State space methods;Adaptive filters;Eigensystem realization algorithms;Identification process;On-line identification;Recursive identification;Rigid flexible coupling;Structural configurations;Subspace identification;Time-varying state space modeling
- Ni, Zhiyu;Liu, Jinguo;Wu, Shunan;Wu, Zhigang
- 《4th IAA Conference on Dynamics and Control of Space Systems, DYCOSS 2018》
- 2018年
- May 21, 2018 - May 23, 2018
- Changsha, China
- 会议
This paper focuses on the recursive identification of the time-varying state-space model of the on-orbit rigid-flexible coupling spacecraft caused by structural configuration change, and a recursive predictor-based subspace identification (RPBSID) method is applied to implement the online identification of the system model recursively. Comparing with the classical subspace algorithms such as the time-varying eigensystem realization algorithm (TV-ERA), the RPBSID method does not need to construct the corresponding Hankel matrix for each time instant when solving the state variables, and thereby reducing the amounts of data in the identification process. Furthermore, an adaptive filter is applied in this recursive algorithm and thus the ability of noise resistance is also increased. In numerical simulations, the time-varying state-space model of the spacecraft is estimated by using the RPBSID and TV-ERA approaches, and the system responses with respect to the test inputs for the two methods are also compared. The computed results of the test responses illustrate that the RPBSID algorithm can be used to effectively identify the time-varying state-space model parameters of the rigid-flexible coupling spacecraft, and the corresponding computational efficiency of the algorithm is also better than that of the classical identification method.
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© 2018 KASHYAP.
