• Title/Summary/Keyword: stable walking

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Self-Recurrent Neural Network Based Sliding Mode Control of Biped Robot (이족 로봇을 위한 자기 회귀 신경 회로망 기반 슬라이딩 모드 제어)

  • Lee, Sin-Ho;Park, Jin-Bae;Choi, Yoon-Ho
    • Proceedings of the KIEE Conference
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    • 2006.07d
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    • pp.1860-1861
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    • 2006
  • In this paper, we design a robust controller of biped robot system with uncertainties, using recurrent neural network. In our proposed control system, we use the self-recurrent wavelet neural network (SRWNN). The SRWNN makes up for the weak points in wavelet neural network(WNN). While the WNN has fast convergence ability, it dose not have a memory. So the WNN cannot confront unexpected change of the system. However, the SRWNN, having advantage of WNN such as fast convergence, can easily encounter the unexpected change of the system. For stable walking control of biped robot, we use sliding mode control (SMC). Here, uncertainties are predicted by SRWNN. The weights of SRWNN are trained by adaptive laws based on Lyapunov stability theorem. Finally, we carry out computer simulations with a biped robot model to verify the effectiveness of the proposed control system,.

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Real-time Trajectory Adaptation for a Biped Robot with Varying Load

  • Seok, Jin-Wook;Won, Sang-Chul
    • 제어로봇시스템학회:학술대회논문집
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    • 2005.06a
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    • pp.1934-1937
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    • 2005
  • This paper proposes suitable gait generation for dynamic walking of biped robot with varying load in real time. Author proposes the relationship between ZMP(Zero Moment Point) and measurement from FSR(Force Sensing Register). Simplifying this relationship, it is possible to reduce the computational time and control the biped robot in real time. If the weight of the biped robot varies in order to move some object, then joint trajectories of the the biped robot must be changed. When some object is loaded on the biped robot in it's home position, FSRs can measure the variation of weight. Evaluating the relations between varying load and stable gait of the biped robot, it can walk adaptively. This relation enables the biped robot to walk properly with varying load. The simulation is also represented in this paper which shows proposed relationships.

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A Smoothed Gait Trajectory Planning of a 9-link Biped Robot (9 링크 이족로봇의 부드러운 걸음새 경로 계획)

  • Kim, Chul-Ha;Yoo, Sung-Jin;Choi, Yoon-Ho;Park, Jin-Bae;Seok, Kwak-Ki
    • Proceedings of the KIEE Conference
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    • 2005.10b
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    • pp.424-426
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    • 2005
  • We propose an analytic trajectory planning method using a wavelet neural network (WNN) for a natural and stable locomotion of the 9-link biped robot. We design a appropriate locomotion, which have a kick-action, by means of a ballastic walking model condition. In this paper, a WNN is used to interpolate the trajectory planed by the analytic method. Finally, we show the proposed trajectories through the computer simulation.

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Stability Analysis of a Biped Robot using FRI (FRI를 이용한 이족 보행 로봇의 안정도 해석)

  • 김상범;최상호;김종태;박인규;김진걸
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2001.04a
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    • pp.574-577
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    • 2001
  • This paper presents the comparison of FRI(Foot Rotation Indicator) point and ZMP(Zero Moment Point) in biped robot stability. We showed FRI may be employed as a useful tool in stability analysis in biped robot. Also, we proposed the balancing joint trajectory derived from FRI point equation for stable gait. The numerical calculation routines and walking algorithms for simulation are performed by MATLAB. The procedure is composed of the leg trajectory planning, the generation of balancing trajectory, and the verification of dynamic stability.

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RC Tree Delay Estimation (RC tree의 지연시간 예측)

  • 유승주;최기영
    • Journal of the Korean Institute of Telematics and Electronics A
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    • v.32A no.12
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    • pp.209-219
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    • 1995
  • As a new algorithm for RC tree delay estimation, we propose a $\tau$-model of the driver and a moment propagation method. The $\tau$-model represents the driver as a Thevenin equivalent circuit which has a one-time-constant voltage source and a linear resistor. The new driver model estimates the input voltage waveform applied to the RC more accurately than the k-factor model or the 2-piece waveform model. Compared with Elmore method, which is a lst-order approximation, the moment propagation method, which uses $\pi$-model loads to calculate the moments of the voltage waveform on each node of RC trees, gives more accurate results by performing higher-order approximations with the same simple tree walking algorithm. In addition, for the instability problem which is common to all the approximation methods using the moment matching technique, we propose a heuristic method which guarantees a stable and accureate 2nd order approximation. The proposed driver model and the moment propagation method give an accureacy close to SPICE results and more than 1000 times speedup over circuit level simulations for RC trees and FPGA interconnects in which the interconnect delay is dominant.

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A Study On The Development Of A Miniature Biped Robot Using Sensor (센서를 이용한 소형 이족 보행 로봇의 개발에 관한 연구)

  • Jung, Chang-Youn;Lee, Jong-Soo
    • Proceedings of the KIEE Conference
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    • 2002.07d
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    • pp.2433-2435
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    • 2002
  • The purpose of this paper is to introduce a case study of developing a miniature biped robot. The biped robot has a total of twenty-one degrees of freedom(DOF) ; There are two legs which have six DOF each, two arms which have three DOF each and a waist which has three DOF. RC servo-motors were used as actuators. We have developed motor controller, sensor controller and ISA-interface card. Motor controller, PWM generator, can control eight motors Sensor controller is connected to eight FSR(Force Sensing Resistors). For high level controller communicate with low level controller, ISA-interface card has developed. For the stable walking, CMAC(Cerebellar Model Articulation Controller) neural network algorithm is applied to our system CMAC is robust at noise.

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Robust Control of Planar Biped Robots in Single Support Phase Using Intelligent Adaptive Backstepping Technique

  • Yoo, Sung-Jin;Park, Jin-Rae;Choi, Yoon-Ho
    • International Journal of Control, Automation, and Systems
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    • v.5 no.3
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    • pp.269-282
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    • 2007
  • This paper presents a robust control method via the intelligent adaptive backstepping design technique for stable walking of nine-link biped robots with unknown model uncertainties and external disturbances. In our control structure, the self recurrent wavelet neural network(SRWNN) which has the information storage ability is used to observe the uncertainties of the biped robots. The adaptation laws for all weights of the SRWNN are induced from the Lyapunov stability theorem, which are used for on-line controlling biped robots. Also, we prove that all signals in the closed-loop adaptive system are uniformly ultimately bounded. Through computer simulations of a nine-link biped robot with model uncertainties and external disturbances, we illustrate the effectiveness of the proposed control system.

Study on Control Method for Stable Walking of Humanoid Robot in Various Environments (미지의 환경하에서 휴머노이드 로봇의 안정적인 보행을 위한 제어 방법 연구)

  • Hwang, Sang-Hyun;Kwak, Hwan-Joo;Park, Gwi-Tae
    • Proceedings of the KIEE Conference
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    • 2007.07a
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    • pp.1744-1745
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    • 2007
  • 휴머노이드 로봇은 높은 자유도 때문에 생기는 비선형성 때문에, 안정성을 보장하는 것은 중요한 연구 분야중 하나이다. 또한 안정적인 보행을 하기위해서 미지의 환경하에서 발의 착지는 첫 번째 단계중 하나이다. 그러나, 이족보행 로봇은 반작용 없이 안정적인 발의 착지를 하기 위한 정보를 얻는것이 쉽지 않기 때문에, 착지에 관한 많은 연구가 활발히 진행되고 있다. 그러므로, 본 논문에서는 퍼지 시스템을 이용한 실시간 착지 제어 방법에 대해 제안하였다. 실시간 착지 제어는 다양한 지면의 조건에서 안정성을 갖고 있어야 하는 제약 조건을 갖는다. 이전까지의 연구에서는 실시간 착지제어에 관한 방법이 매우 전무하고 부가적인 기계적 장비를 (특수한 발의 구조) 필요로 하였다. 그러나, 본 논문에서는 힘 센서만을 사용하여 다양한 환경이 인식될수 있게 하였다. 제안된 방법은 19 자유도를 갖는 휴머노이드 모델을 통해 실험되었다.

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Survey on Humanoid Researches (휴머노이드 연구동향)

  • 유범재;오용환;최영진
    • Journal of the Korean Society for Precision Engineering
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    • v.21 no.7
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    • pp.15-21
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    • 2004
  • A number of Humanoids are introduced including ASIMO, HRP-2 Promet, Johnniee, Babybot, and KHR-2. Most researches are focused on the development of stable biped walking of Humanoids and it is not easy to endow an Humanoid with intelligence and service technology until now in the sense that the operation time of a Humanoid is limited less than 30 minutes even in the case that the battery is used only for the control of actuators in a Humanoid. In this paper, a brief survey on Humanoids is proposed and the concept of 'Network-based Humanoid', a Humanoid being able to provide intelligence for human-friendly services using ubiquitous networks, is introduced briefly.

Analysis of Plantar Pressure Differences between Flat Insole Trekking Shoes and Nestfit Trekking Shoes (네스핏 트레킹화와 평면 인솔 트레킹화의 족저압력 분석)

  • Choi, Jae-Won;Lee, Joong-Sook
    • Korean Journal of Applied Biomechanics
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    • v.25 no.4
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    • pp.475-482
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    • 2015
  • Objective : The purpose of this study was to investigate mean plantar foot pressure, maximum plantar pressure and ground reaction force, and center migration path of pressure according to the type of trekking shoes for the development of shoes. Method : Subjects of the study averaged $22.10{\pm}2.05years$ of age. Their average height was $169.27{\pm}7.62cm$ and their average weight was $64.34{\pm}10.22kg$. The method of this study was administered measuring 50 steps, at once, 3 times at a speed of 4 km/h and using the data of 30 steps. Pedar-X system measured the mean foot pressure, maximum foot pressure, mean maximum force, and center migration path of pressure by subjects' position while walking. Statistical analysis was performed by SPSS 23.0 using a paired t-test. Results : Results of the study showed Nestfit trekking shoes lower foot pressure of both feet in mean foot pressure and maximum foot pressure. Nestfit trekking shoes showed high ground reaction force (p<.001) in the midfoot, and low mean ground reaction force in the rearfoot. The center migration path of pressure showed the Nestfit trekking shoes were more stable than flat insole trekking shoes. Conclusion : It can be concluded that wearing Nestfit trekking shoes spreads pressure efficiently and induces walking stability because Nestfit trekking shoes spread the pressure of the forefoot and rearfoot to the midfoot and the center migration path of pressure shows regularly.