• Title/Summary/Keyword: Walk Navigation

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A Spiking Neural Network for Autonomous Search and Contour Tracking Inspired by C. elegans Chemotaxis and the Lévy Walk

  • Chen, Mohan;Feng, Dazheng;Su, Hongtao
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.16 no.9
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    • pp.2846-2866
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    • 2022
  • Caenorhabditis elegans exhibits sophisticated chemotaxis behavior through two parallel strategies, klinokinesis and klinotaxis, executed entirely by a small nervous circuit. It is therefore suitable for inspiring fast and energy-efficient solutions for autonomous navigation. As a random search strategy, the Lévy walk is optimal for diverse animals when foraging without external chemical cues. In this study, by combining these biological strategies for the first time, we propose a spiking neural network model for search and contour tracking of specific concentrations of environmental variables. Specifically, we first design a klinotaxis module using spiking neurons. This module works in conjunction with a klinokinesis module, allowing rapid searches for the concentration setpoint and subsequent contour tracking with small deviations. Second, we build a random exploration module. It generates a Lévy walk in the absence of concentration gradients, increasing the chance of encountering gradients. Third, considering local extrema traps, we develop a termination module combined with an escape module to initiate or terminate the escape in a timely manner. Experimental results demonstrate that the proposed model integrating these modules can switch strategies autonomously according to the information from a single sensor and control steering through output spikes, enabling the model worm to efficiently navigate across various scenarios.

The Study of Smart Navigation System development for blind people based on Cortex-A8 Platform include Digital Zoom (Digital Zoom기능을 포함한 Cortex-A8 Platform 기반의 시각장애인용 Smart Navigation System개발에 관한 연구)

  • Han, Seung-Hwan;Kim, Young-kil
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2012.10a
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    • pp.289-292
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    • 2012
  • Presently, there is the blind of about 20~300,00 people including didn't register in Korea Usually, they used white stick when they walk outside. There is the blind receiving the help of the guide dog but a small number of blind uses due to many composite problems including the cost problem, and etc. Presently, the guidance service aid long for the blind which is commonly used adheres the RFID tag to the white stick. It remains at the level of the extent of making the cover block and RF communication by using this. The recognition distance is short. This is the actual condition in which it is difficult to determine the location of the clear obstacle and size and form, it doesn't become the help which is actually big in the walk of the blinds. Thus, in this paper, the investigation of 'Smart Portable Navigation System' development of the Cortex-A8 Platform base tries to be handled so that the blinds can walk easily.

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Study on the Walk Navigation App using Augmented Reality (증강현실을 이용한 도보 길찾기 앱에 관한 연구)

  • Lee, Myung-suk;Kim, Joo-Hwan;Lee, Ho-Jun;Jeon, Cho-Hui
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2016.01a
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    • pp.197-199
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    • 2016
  • 일반적으로 네비게이션은 차를 이용하는 것으로 발전한 것이 대부분이며, 지형이나 지도 또는 정보를 저장했다가 사용하는 로드뷰를 이용하여 개발되고 있다. 본 연구에서는 증강현실 기술과, 스마트폰의 카메라, 센서 등을 이용하여 실제의 길과 주변 환경을 스마트폰에 보여주고, 실제 길 위에 찾고자 하는 목적지까지 길을 안내해주며 다양한 부가 정보를 제공하는 도보 길찾기 앱을 개발하고자 한다. 기존의 앱과 다른 점은 증강현실 기술을 활용하는 것이다. 기존 네이게이션에서 2D나 3D로 그래픽 처리되어 있는 것을 실제 화면을 적용하여 직관적으로 길을 찾을 수 있고, 부가적으로 주변의 정보들을 실시간으로 표현할 수 있는 이점이 있다.

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Performance Improvement of Low-cost DR/GPS for Land Navigation using Sigma Point Based RHKF Filter

  • Cho, Seong-Yun;Choi, Wan-Sik
    • 제어로봇시스템학회:학술대회논문집
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    • 2005.06a
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    • pp.1450-1455
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    • 2005
  • This paper describes a DR construction for land navigation and the sigma point based receding horizon Kalman FIR (SPRHKF) filter for DR/GPS hybrid navigation system. A simple DR construction is adopted to improve the performance both of the pure land DR navigation and the DR/GSP hybrid navigation system. In order to overcome the flaws of the EKF, the SPKF is merged with the receding horizon strategy. This filter has several advantages over the EKF, the SPKF, and the RHKF filter. The advantages include the robustness to the system model uncertainty, the initial estimation error, temporary unknown bias, and etc. The computational burden is reduced. Especially, the proposed filter works well even in the case of exiting the unmodeled random walk of the inertial sensors, which can be occurred in the MEMS inertial sensors by temperature variation. Therefore, the SPRHKF filter can provide the navigation information with good quality in the DR/GPS hybrid navigation system for land navigation seamlessly.

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Modeling & Error Compensation of Walking Navigation System (보행항법장치의 모델링 및 오차 보정)

  • Cho, Seong-Yun;Park, Chan Gook
    • The Transactions of the Korean Institute of Electrical Engineers D
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    • v.51 no.6
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    • pp.221-227
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    • 2002
  • In this paper, the system model for the compensation of the low-cost personal navigation system is derived and the error compensation method using GPS is also proposed. WNS(Walking Navigation System) is a kind of personal navigation system using the number of a walk, stride and azimuth. Because the accuracy of these variables determines the navigation performance, computational methods have been investigated. The step is detected using the walking patterns, stride is determined by neural network and azimuth is calculated with gyro output. The neural network filters off unnecessary motions. However, the error compensation method is needed, because the error of navigation information increases with time. In this paper, the accumulated error due to the step detection error, stride error and gyro bias is compensated by the integrating with GPS. Loosely coupled Kalman filter is used for the integration of WNS and GPS. It is shown by simulation that the error is bounded even though GPS signal is blocked.

Advanced Scheme for PDR system Using Neural Network (Neural Network를 이용한 PDR 시스템의 정확도 향상 기법)

  • Kwak, Hwy-Kuen
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.15 no.8
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    • pp.5219-5226
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    • 2014
  • This paper proposes an improved scheme of pedestrian position information system using neural network theory in a GPS-disabled area. Through a learning/obtaining gait pattern and step distance about walk, run, duck walk, crab walk and crawl, the position estimation error could be minimized by rejecting the inertial navigation drift. A portable hardware module was implemented to evaluate the performance of the proposed system. The performance and effectiveness of the suggested algorithm was verified by experiments indoors.

Development of WNS/GPS System Using Tightly Coupled Method

  • Yun, Cho-Seong;Park, Chan-Gook;Jee, Gyu-In;Lee, Young-Jea
    • 제어로봇시스템학회:학술대회논문집
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    • 2001.10a
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    • pp.114.5-114
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    • 2001
  • In this paper, the model for personal navigation system using low-cost inertial sensors and error compensation method with GPS are proposed. Simulation is accomplished for the performance test. WNS(Walking Navigation System) is a kind of personal navigation using the number of a walk, stride and azimuth. Because the accuracy of these variables determines the navigational performance, computational methods have been investigated. The step is detected using the motion pattern by walking motion, stride is determined by neural network and azimuth is calculated with gyro´s output. The neural network filters off unnecessary motions. However, error compensation method is needed, because the error of navigation information increases with time ...

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Study on Generating Network Data for Pedestrians (보행자를 위한 네트워크 생성에 관한 연구)

  • Kim, Ji-Young;Lee, Jae-Bin;Yu, Ki-Yun
    • Proceedings of the Korean Society of Surveying, Geodesy, Photogrammetry, and Cartography Conference
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    • 2010.04a
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    • pp.7-8
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    • 2010
  • Due to development of wireless environment and portable device, it is possible to use navigation out of car. Specially, pedestrians can freely walk openspace, so there are limits that we use network data of car navigation systems for pedestrian navigation systems. Therefore, in this paper, we proposed the method of generating network data for pedestrians based on the exiting spatial data sets.

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Improving the Performance of DR/GPS Integrated System For Land Navigation Using Sigma Point Based RHKF Filter (시그마 포인트 기반 RHKF 필터를 사용한 지상합법용 DR/GPS 결합시스템의 성능 향상)

  • Choi, Wan-Sik;Cho, Seong-Yun
    • Journal of Institute of Control, Robotics and Systems
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    • v.12 no.2
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    • pp.174-185
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    • 2006
  • This paper describes a DR construction for land navigation and the sigma point based receding horizon Kalman FIR (SPRHKF) filter for DR/GPS hybrid navigation system. A simple DR construction is adopted to improve the performance both of the pure DR navigation and the DR/GSP hybrid navigation system. In order to overcome the flaws of the EKF, the SPKF is merged with the receding horizon strategy. This filter has several advantages over the EKF, the SPKF, and the RHKF filter. The advantages include the robustness to the system model uncertainty, the initial estimation error, temporary unknown bias, and etc. The computational burden is reduced. Especially, the proposed filter works well even in the case of exiting the unmodeled random walk of the inertial sensors, which can be occurred in the MEMS inertial sensors by temperature variation. Therefore, the SPRHKF filter can provide the navigation information with good quality in the DR/GPS hybrid navigation system for land navigation seamlessly.

Navigation algorithm of Mobile Robot for helping brain disease patient's gait rehabilitation

  • Cho, Young-Chul;Park, Tong-Jin;Park, Bum-Suk;Han, Chang-Soo
    • 제어로봇시스템학회:학술대회논문집
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    • 2004.08a
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    • pp.1781-1785
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    • 2004
  • In existing factory, robot has less necessity that consider person. However, person should be considered at design and use of service robot. To service robot can be used in everyday life along with this, more functions are required. Specially, medical service robot needs function that is intelligence function. Especially, to help patient brain disease patient (cerebral hemorrhage, cerebral infarction, imbecility), gait assistance Mobile robot consider ergonomic element necessarily. In order to develop the medical support service robot, the ergonomic design should be considered. This robot ergonomic design parameters are treated in ("evelopment of Medical Support Service Robot Using Ergonomic Design" 2003, ICASS) Fig2 show this Robot. In this study, navigation algorithm of walk assistance robot is analyzed in ergonomic view. Navigation algorithm of Mobile robot can divide by two patterns. Traditional derivative method has shortcoming in dynamic environment. Reactive method is result that react excellently in dynamic environment. However, number of behavior function is limited. So hybrid navigation algorithm was proposed by the alternative way. We consider enough user specificity at navigation algorithm application of gait assistance robot.

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