• 제목/요약/키워드: Multi-modal sensor

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멀티 모달 센서 네트워크를 위한 질의 처리 (Query processing for multi-modal sensor network)

  • 이미정;정유나;황인준
    • 한국정보과학회:학술대회논문집
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    • 한국정보과학회 2004년도 가을 학술발표논문집 Vol.31 No.2 (2)
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    • pp.64-66
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    • 2004
  • 최근 들어 통신 기술과 센서 기기의 발달로 센서 네트워크에 대한 연구가 활발히 진행되고있다. 특히 센서노드를 통해 데이터를 수집하고 처리하는 기술이 중요한 이슈로 떠오르고 있다. 그러나 기존의 논문에서는 한 종류의 노드에서만 정보를 수집하는 것을 가정하고 있다. 하지만 여러 종류의 센서 노드에서 정보를 수집해야 하는 경우도 발생할 수 있다. 그러므로 본 논문에서는 여러 종류의 센서 노드를 고려한 센서 네트워크 구조를 제안한다. 또한 제안한 네트워크 구조에서 이루어지는 다양한 질의 처리 방법을 제시한다.

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Structural health monitoring and resilient assessment by novel intelligent models

  • C.C. Hung;T. Nguyen;C.Y. Hsieh
    • Structural Monitoring and Maintenance
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    • 제10권4호
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    • pp.339-360
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    • 2023
  • In this paper, to assess the performance of a multi-span simply supported RC bridge, the dynamic characteristics of the bridge were measured and determined by structural health monitoring and resilient assessment via operational modal analysis as well as FE modeling. Supporting finite element (FE) models were created and analyzed according to the design drawings. This study used 2D plane monitoring of locations of hole in the infill wall and used 3D health monitoring and resilient assessment. From the results of 3Dsymmetric frame, if the frame is unsymmetrical, the used model can lead to the reduction in the internal forces. The recommendations from this study is from some discrepancies observed between 2D and 3D models, if possible 3D model should be used in analyzing the real frames.

결합된 플라즈몬-도파관 공진 구조로 구성된 바이오센서의 구현 (Implementation of Bio-Sensor with Coupled Plasmon-Waveguide Resonance Profile)

  • 호광춘
    • 한국인터넷방송통신학회논문지
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    • 제24권1호
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    • pp.109-114
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    • 2024
  • 결합된 플라즈몬-도파관 공진 (PWR) 구조에서 전파하는 TE, TM 전송 모드들의 바이오 센싱 특성을 조사하였다. 수치해석을 위하여 모드 전송선로 이론 (MTLT)을 사용되었다. 기존의 Ag-기반 표면 플라즈몬 공명 바이오센서의 감도를 향상시키기 위하여, 제안된 PWR 바이오센서는 N쌍의 MgF2-Si3N4 층으로 구성된 다층구조로 설계하였다. 그 바이오센서의 각도 감도가 광범위한 생물학적 용액 (굴절률 1.33~1.37)에 대하여 수치적으로 분석되었다. 더욱이, 암세포와 혈장 농도를 감지하는 센서의 가용성을 조사하였다. 결국, 그 결과들은 제안된 바이오센서가 소변에서 다양한 종류의 암 세포와 다양한 포도당 농도를 효율적으로 감지할 수 있음을 보여주었다.

시스템식별과 최적제어를 이용한 지능형 복합적층판의 다중보드 진동제어 (Multi-modal Vibration Control of Intelligent Laminated Composite Plates Using System Identification and Optimal Control)

  • 김정수;강영규;박현철
    • 한국소음진동공학회논문집
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    • 제12권1호
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    • pp.5-11
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    • 2002
  • Active vibration control of intelligent laminated composite plates is performed experimental1y Laminated composite place is modeled by the system identification method. For the system identification process, the laminated composite place is excited by two piezoelectric actuators with PRBS signals. At the same time, the displacement of the laminated composite plate is measured by a gap sensor. From these excited PRBS signals and the measured displacement sequence, system parameters of the laminated composite plate are estimated using a recursive prediction error method. Model of the laminated composite plate with two piezoeletric actuators is assumed to be the form of ARMAX. From the estimated ARHMAX model, a state space equation of the observable canonical form is obtained. With this state space equation, a controller and an observer for active vibration control is designed using the optimal control method. Controller and observer are implemented on a digital system. Experiments on the vibration control are Performed with changing the outer layer fiber orientation of intelligent composite plates.

MULTI-POINT MEASUREMENT OF STRUCTURAL VIBRATION USING PATTERN RECOGNITION FROM CAMERA IMAGE

  • Jeon, Hyeong-Seop;Choi, Young-Chul;Park, Jin-Ho;Park, Jong-Won
    • Nuclear Engineering and Technology
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    • 제42권6호
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    • pp.704-711
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    • 2010
  • Modal testing requires measuring the vibration of many points, for which an accelerometer, a gab sensor and laser vibrometer are generally used. Conventional modal testing requires mounting of these sensors to all measurement points in order to acquire the signals. However, this can be disadvantageous because it requires considerable measurement time and effort when there are many measurement points. In this paper, we propose a method for modal testing using a camera image. A camera can measure the vibration of many points at the same time. However, this task requires that the measurement points be classified frame by frame. While it is possible to classify the measurement points one by one, this also requires much time. Therefore, we try to classify multiple points using pattern recognition. The feasibility of the proposed method is verified by a beam experiment. The experimental results demonstrate that we can obtain good results.

Indirect displacement monitoring of high-speed railway box girders consider bending and torsion coupling effects

  • Wang, Xin;Li, Zhonglong;Zhuo, Yi;Di, Hao;Wei, Jianfeng;Li, Yuchen;Li, Shunlong
    • Smart Structures and Systems
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    • 제28권6호
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    • pp.827-838
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    • 2021
  • The dynamic displacement is considered to be an important indicator of structural safety, and becomes an indispensable part of Structural Health Monitoring (SHM) system for high-speed railway bridges. This paper proposes an indirect strain based dynamic displacement reconstruction methodology for high-speed railway box girders. For the typical box girders under eccentric train load, the plane section assumption and elementary beam theory is no longer applicable due to the bend-torsion coupling effects. The monitored strain was decoupled into bend and torsion induced strain, pre-trained multi-output support vector regression (M-SVR) model was employed for such decoupling process considering the sensor layout cost and reconstruction accuracy. The decoupled strained based displacement could be reconstructed respectively using box girder plate element analysis and mode superposition principle. For the transformation modal matrix has a significant impact on the reconstructed displacement accuracy, the modal order would be optimized using particle swarm algorithm (PSO), aiming to minimize the ill conditioned degree of transformation modal matrix and the displacement reconstruction error. Numerical simulation and dynamic load testing results show that the reconstructed displacement was in good agreement with the simulated or measured results, which verifies the validity and accuracy of the algorithm proposed in this paper.

Intelligent Lighting Control using Wireless Sensor Networks for Media Production

  • Park, Hee-Min;Burke, Jeff;Srivastava, Mani B.
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제3권5호
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    • pp.423-443
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    • 2009
  • We present the design and implementation of a unique sensing and actuation application -- the Illuminator: a sensor network-based intelligent light control system for entertainment and media production. Unlike most sensor network applications, which focus on sensing alone, a distinctive aspect of the Illuminator is that it closes the loop from light sensing to lighting control. We describe the Illuminator's design requirements, system architecture, algorithms, implementation and experimental results. The system uses the Illumimote, a multi-modal and high fidelity light sensor module well-suited for wireless sensor networks, to satisfy the high-performance light sensing requirements of entertainment and media production applications. The Illuminator system is a toolset to characterize the illumination profile of a deployed set of fixed position lights, generate desired lighting effects for moving targets (actors, scenic elements, etc.) based on user constraints expressed in a formal language, and to assist in the set up of lights to achieve the same illumination profile in multiple venues. After characterizing deployed lights, the Illuminator computes optimal light settings at run-time to achieve a user-specified actuation profile, using an optimization framework based on a genetic algorithm. Uniquely, it can use deployed sensors to incorporate changing ambient lighting conditions and moving targets into actuation. Experimental results demonstrate that the Illuminator handles various high-level user requirements and generates an optimal light actuation profile. These results suggest that the Illuminator system supports entertainment and media production applications.

Janus - Multi Source Event Detection and Collection System for Effective Surveillance of Criminal Activity

  • Shahabi, Cyrus;Kim, Seon Ho;Nocera, Luciano;Constantinou, Giorgos;Lu, Ying;Cai, Yinghao;Medioni, Gerard;Nevatia, Ramakant;Banaei-Kashani, Farnoush
    • Journal of Information Processing Systems
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    • 제10권1호
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    • pp.1-22
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    • 2014
  • Recent technological advances provide the opportunity to use large amounts of multimedia data from a multitude of sensors with different modalities (e.g., video, text) for the detection and characterization of criminal activity. Their integration can compensate for sensor and modality deficiencies by using data from other available sensors and modalities. However, building such an integrated system at the scale of neighborhood and cities is challenging due to the large amount of data to be considered and the need to ensure a short response time to potential criminal activity. In this paper, we present a system that enables multi-modal data collection at scale and automates the detection of events of interest for the surveillance and reconnaissance of criminal activity. The proposed system showcases novel analytical tools that fuse multimedia data streams to automatically detect and identify specific criminal events and activities. More specifically, the system detects and analyzes series of incidents (an incident is an occurrence or artifact relevant to a criminal activity extracted from a single media stream) in the spatiotemporal domain to extract events (actual instances of criminal events) while cross-referencing multimodal media streams and incidents in time and space to provide a comprehensive view to a human operator while avoiding information overload. We present several case studies that demonstrate how the proposed system can provide law enforcement personnel with forensic and real time tools to identify and track potential criminal activity.

압축센싱을 위한 달팽이관 원리기반 인공필터뱅크의 실험적 검증 (An Experimental Study of the Cochlea-inspired Artificial Filter Bank(CAFB) for Compressed Sensing)

  • 허광희;전준용;전승곤
    • 한국소음진동공학회논문집
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    • 제25권11호
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    • pp.787-797
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    • 2015
  • In this paper, a cochlea-inspired artificial filter bank(CAFB) was developed in order to efficiently acquire dynamic response of structure, and it was also evaluated via dynamic response experiments. To sort out signals containing significant modal information from all the dynamic responses of structure, it was made to adopt a band-pass filter optimizing algorithm(BOA) and a peak-picking algorithm (PPA). Optimally designed on the basis of El-centro and Kobe earthquake signals, it was then embedded into the wireless multi-measurement system(WiMMS). In order to evaluate the performance of the developed CAFB, a vibration test was conducted using the El-centro and Kobe earthquake signals, and structural responses of a two-span bridge were obtained and analyzed simultaneously by both a wired measurement system and a CAFB-based WiMMS. The test results showed that the compressed dynamic responses acquired by the CAFB-based WiMMS matched with those of the wired system, and they included significant modal information of the two-span bridge. Therefore this study showed that the developed CAFB could be used as a new, economic, and efficient measurement device for wireless sensor networks(WSNs) based real time structural health monitoring because it could reconstruct the whole dynamic response using the compressed dynamic response with significant modal information.

블레이드 진동측정을 위한 스트레인 게이지 설치위치 최적화 (Optimal Placement of Strain Gauge for Vibration Measurement for Fan Blade)

  • 최병근
    • 한국소음진동공학회논문집
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    • 제14권9호
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    • pp.819-826
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    • 2004
  • A multi-step optimum strategy for the selection of the locations and directions of strain gauges is proposed in this paper to capture at best the modal response of blade in a series of modes on fan blades. It is consist of three steps including two pass reduction step, genetic algorithm and fine optimization to find the locations-directions of strain gauges. The optimization is based upon the maximum signal-to-noise ratio(SNR) of measured strain values with respect to the inherent system measurement noise, the mispositioning of the gauge in location and gauge failure. Optimal gauge positions for a fan blade is analyzed to prove the effectiveness of the multi-step optimum methodology and to investigate the effects of the considering parameters such as the mispositioning level, the probability of gauge failure, and the number of gauges on the optimal strain gauge position.