• Title/Summary/Keyword: Multi-sensor Tracking

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Study on Tactical Target Tracking Performance Using Unscented Transform-based Filtering (무향 변환 기반 필터링을 이용한 전술표적 추적 성능 연구)

  • Byun, Jaeuk;Jung, Hyoyoung;Lee, Saewoom;Kim, Gi-Sung;Kim, Kiseon
    • Journal of the Korea Institute of Military Science and Technology
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    • v.17 no.1
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    • pp.96-107
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    • 2014
  • Tracking the tactical object is a fundamental affair in network-equipped modern warfare. Geodetic coordinate system based on longitude, latitude, and height is suitable to represent the location of tactical objects considering multi platform data fusion. The motion of tactical object described as a dynamic model requires an appropriate filtering to overcome the system and measurement noise in acquiring information from multiple sensors. This paper introduces the filter suitable for multi-sensor data fusion and tactical object tracking, particularly the unscented transform(UT) and its detail. The UT in Unscented Kalman Filter(UKF) uses a few samples to estimate nonlinear-propagated statistic parameters, and UT has better performance and complexity than the conventional linearization method. We show the effects of UT-based filtering via simulation considering practical tactical object tracking scenario.

The Performance Analysis of IMM-MPDA Filter in Multi-lag Out of Sequence Measurement Environment (Multi-lag Out of Sequence Measurement 환경에서의 IMM-MPDA 필터 성능 분석)

  • Seo, Il-Hwan;Song, Taek-Lyul
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.56 no.8
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    • pp.1476-1483
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    • 2007
  • In a multi-sensor target tracking systems, the local sensors have the role of tracking the target and transferring the measurements to the fusion center. The measurements from the same target can arrive out of sequence called, the out-of-sequence measurements(OOSMs). The OOSM can arise in a form of single-lag or multi-lag throughout the transfer at the fusion center. The recursive retrodiction step was proposed to update the current state estimates with the multi-lag OOSM from the several previous papers. The real world has the possible situations that the maneuvering target informations can arrive at the fusion center with the random clutter in the possible OOSMs. In this paper, we incorporate the IMM-MPDA(Interacting Multiple Model - Most Probable Data Association) into the multi-lag OOSM update. The performance of the IMM-MPDA filter with multi-lag OOSM update is analyzed for the various clutter densities, OOSM lag numbers, and target maneuvering indexes. Simulation results show that IMM-MPDA is sufficient to be used in out of sequence environment and it is necessary to correct the current state estimates with OOSM except a very old OOSM.

A Survey on Communication Protocols for Wireless Sensor Networks

  • Jang, Ingook;Pyeon, Dohoo;Kim, Sunwoo;Yoon, Hyunsoo
    • Journal of Computing Science and Engineering
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    • v.7 no.4
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    • pp.231-241
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    • 2013
  • Improvements in wireless sensor network (WSN) technology have resulted in a large number of applications. WSNs have been mainly used for monitoring applications, but they are also applicable to target tracking, health care, and monitoring with multimedia data. Nodes are generally deployed in environments where the exhausted batteries of sensor nodes are difficult to charge or replace. The primary goal of communication protocols in WSNs is to maximize energy efficiency in order to prolong network lifetime. In this paper, various medium access control (MAC) protocols for synchronous/asynchronous and single/multi-channel WSNs are investigated. Single-channel MAC protocols are categorized into synchronous and asynchronous approaches, and the advantages and disadvantages of each protocol are presented. The different features required in multi-channel WSNs compared to single-channel WSNs are also investigated, and surveys on multi-channel MAC protocols proposed for WSNs are provided. Then, existing broadcast schemes in such MAC protocols and efficient multi-hop broadcast protocols proposed for WSNs are provided. The limitations and challenges in many communication protocols according to this survey are pointed out, which will help future researches on the design of communication protocols for WSNs.

A Study of Missile Guidance Performance Enhancement using Multi-sensor Data Fusion in a Cluttered Environment (클러터 환경에서 다중센서 정보융합을 통한 유도성능 개선 연구)

  • Han, Du-Hee;Kim, Hyoung-Won;Song, Taek-Lyul
    • Journal of Institute of Control, Robotics and Systems
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    • v.16 no.2
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    • pp.177-187
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    • 2010
  • A MTG (Multimode Tracking and Guidance) system is employed to compensate for the limitations of individual seekers such as RF (Radio frequency) or IIR (Imaging Infra-red) and to improve the overall tracking and guidance performance in jamming, clutter, and adverse weather environments. In the MTG system, tracking filter, data association, and data fusion methods are important elements to maximize the effectiveness of precision homing missile guidance. This paper proposes the formulation of a Kalman filter for the estimation of line-of-sight rate from seeker measurements in missiles guided by proportional navigation. Also, we suggest the HPDA (Highest Probability Data Association) and data fusion methods of the MTG system for target tracking in the adverse environments. Mont-Carlo simulation is employed to evaluate the overall tracking performance and guidance accuracy.

Multi-sensor Fusion Filter for the Flight Safety System of a Space Launch Vehicle (우주발사체 비행안전시스템을 위한 다중센서 융합필터 구현)

  • Ryu, Seong-Sook;Kim, Jeong-Rae;Song, Yong-Kyu;Ko, Jeong-Hwan;Choi, Kyu-Sung
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.37 no.2
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    • pp.156-165
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    • 2009
  • Threat due to malfunction of space launch vehicles is significant since it is bigger and flights longer range than military missiles or scientific rockets. It is necessary to implement a flight safety system to minimize the possible hazard. Design objective of the tracking filter for the flight safety system is different from conventional tracking filters since estimation reliability is more emphasized than estimation accuracy. In this paper, a fusion tracking filter was implemented for processing multi-sensor data from a space launch vehicle. The filter performance is evaluated by analyzing the error of the estimated position and instantaneous impact point. Also a fault detection algorithm is implemented to guarantee fusion filter's reliability under any sensor failure and verified to maintain stability successfully.

Sliding Window Filtering for Ground Moving Targets with Cross-Correlated Sensor Noises

  • Song, Il Young;Song, Jin Mo;Jeong, Woong Ji;Gong, Myoung Sool
    • Journal of Sensor Science and Technology
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    • v.28 no.3
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    • pp.146-151
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    • 2019
  • This paper reports a sliding window filtering approach for ground moving targets with cross-correlated sensor noise and uncertainty. In addition, the effect of uncertain parameters during a tracking error on the model performance is considered. A distributed fusion sliding window filter is also proposed. The distributed fusion filtering algorithm represents the optimal linear combination of local filters under the minimum mean-square error criterion. The derivation of the error cross-covariances between the local sliding window filters is the key to the proposed method. Simulation results of the motion of the ground moving target a demonstrate high accuracy and computational efficiency of the distributed fusion sliding window filter.

Solar Power Emotional LED Lightening Street Lamps with Multiple Control Sun Tracker (다중 추적식 태양광 발전 감성형 LED 가로등)

  • Lee, Jae-Min;Kim, Yong;Bae, Cheol-Soo;Kwon, Dae-Sig
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.12 no.2
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    • pp.920-926
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    • 2011
  • In this paper, a solar power emotional LED lightening street lamps with multi control sun tracker is presented. The proposed system has a multiple control sun tracking function and high quality emotional LED lamps. The system is designed to absorb maximum sun lights by temperature sensor and humidity sensor of control circuits. A battery charge-discharge controller is developed for high efficient usage of battery charger for utilization of new and renewal energy. An interface circuit for remote monitoring and controlling is included in the developed system. The proposed multi tracking solar power emotional LED street lamps is better than conventional systems in aspect of tracking operation and energy efficiency, and expected to be a leading model for next generation solar power street lamp system, because it is a new technology combining sun tracking solar power system and emotional lightening system.

LED lighting control system using the variable FOV according to movements of stage actors based on multi sensor (멀티센서기반 무대배우 이동에 따른 FOV가변형 LED조명 제어 시스템)

  • Koo, EunJa;Cha, Jaesang;Kim, Daeho;Park, Myungsook
    • Journal of Satellite, Information and Communications
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    • v.7 no.3
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    • pp.16-21
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    • 2012
  • Recently, an importance of culture industry has been emphasized through an increased income level, spare time and changed values of modern people. And demands of the performance, arts, exhibit are steadily being increased. However the stage equipment depends on foreign manufactures on account of the inactive domestic technical skills. Especially in the lighting direction part, it is essential to control the lighting source and detect the moving line of actors but it generally uses the manual control type and realization of actor's moving line regardless of existing IT-based technologies. Also the system operation of existing sensor-based tracking and detecting technologies depends on the main lighting source of the stage. Therefore, this paper proposed LED lighting control system using the variable FOV and multi sensor-based tracking algorithm, which are possible to efficiently track the stage actors and direct the stage lights. Also we demonstrated the practicality and possibility of realization through the integrated experiment of the proposed system and implementation of the salient hardware, software. Additionally, the usefulness of proposed system was demonstrated using performance simulations and actual measurements of implemented sensor output.

센서 통합 능력을 갖는 다중 로봇 Controller의 설계 기술

  • 서일홍;여희주;엄광식
    • ICROS
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    • v.2 no.3
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    • pp.81-91
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    • 1996
  • 이 글에서는 Multi-Tasking Real Time O.S인 VxWorks를 기본으로 하여 다중센서 융합(Multi-Sensor Fusion) 능력을 갖는 다중 로봇 협조제어 시스템의 구현에 대하여 살펴보았다. 본 제어 시스템은 두대 로봇의 제어에 필요한 장애물 회피, 조건 동작(Conditional Motion) 혹은 동시동작(Concurrent Motion)과 외부 디바이스와의 동기 Motion(Conveyor Tracking)을 수행할 수 있게 구현하였고, 몇몇 작업을 통해 우수성을 입증하였다. 앞으로 본 연구와 관련한 추후 과제로는 1) 자유도가 6관절형인 수직다관절 매니퓰레이터를 위한 충돌회피 알고리즘의 개발, 2) Two Arm Robot의 상대 위치를 위한 Auto-Calibration 시스템의 개발, 3) CAD Based Trajectory 생성 등이 있다.

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Study of Multi-Resident Location Tracking Service Model Based on Context Information (상황정보 기반의 다중 거주자 위치 추적 서비스에 관한 연구)

  • Won, Jeong Chang;Man, Ko Kwang;Chong, Joo Su
    • KIPS Transactions on Computer and Communication Systems
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    • v.3 no.5
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    • pp.141-150
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    • 2014
  • In recent years, because of the development of ubiquitous technology in healthcare research is actively progress. Especially, healthcare service area is change to home for the elderly or patients from hospital. The technology to identify residents in a home is crucial for smart home application services. However, existing researches for resident identification have several problems. In this case, residents are needed to attach of various sensors on their body. Also relating private life, it is difficult to apply to resident's environment. In this paper, we used constraint-free sensor and unconscious sensor to solve these problems and we limited using of sensor and indoor environment in the way of working economical price systems. The way of multi-resident identification using only these limited sensors, we selected elements of personal identifications and suggested the methods in giving the weight to apply these elements to systems. And we designed the SABA mechanism to tract their location and identify the residents. It mechanism can distinguish residents through the sensors located each space and can finally identify them by using the records of their behaviors occurred before. And we applied the mechanism designed for applications to approve this location tracking system. We verified to the location tracking system performance according to the scenario.