• 제목/요약/키워드: noise robustness

검색결과 563건 처리시간 0.032초

고기 신선도 측정 데이터의 딥러닝 기반 분석 (Deep Learning-based Analysis of Meat Freshness Measurement)

  • 장애라;김혜진;김만배
    • 방송공학회논문지
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    • 제25권3호
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    • pp.418-427
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    • 2020
  • 축산 판매장에서 판매하는 고기들의 신선도 측정은 소비자의 건강을 위해 필요한 기술이다. 신선도 측정을 목적으로 다양한 센서가 연구 개발되고 있다. 센서는 다양한 고기의 신선도 상태 때문에 측정 오류가 발생한다. 따라서 강인성을 가지는 센서를 검증한 후에, 사용하는 과정이 필요하다. 본 논문에서는 10개의 고기 신선도 측정 센서로 얻은 데이터의 분석을 통해서, 각 측정 센서의 성능을 심층신경망을 이용하여 조사한다. 고기 종류로는 소고기, 돼지고기, 닭고기를 대상으로 검증한다. 또한 토리미터보다 성능이 우수한 다중센서를 찾기 위해서 PCA를 이용하여 3개의 센서를 찾는다. 실험에서는 심층신경망으로 3개의 센서가 토리미터보다 우수함을 증명하였다.

Wide-Input Range Dual Mode PWM / Linear Buck Converter with High robustness ESD Protection Circuit

  • Song, Bo-Bae;Koo, Yong-Seo
    • JSTS:Journal of Semiconductor Technology and Science
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    • 제15권2호
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    • pp.292-300
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    • 2015
  • This paper proposes a high-efficiency, dual-mode PWM / linear buck converter with a wide-input range. The proposed converter was designed with a mode selector that can change the operation between PWM / linear mode by sensing a load current. The proposed converter operates in a linear mode during a light load and in PWM mode during a heavy load condition in order to ensure high efficiency. In addition, the mode selector uses a bit counter and a transmission gate designed to protect from a malfunction due to noise or a time-delay. Also, in conditions between $-40^{\circ}C$ and $140^{\circ}C$, the converter has variations in temperature of $0.5mV/^{\circ}C$ in the PWM mode and of $0.24mV/^{\circ}C$ in the linear mode. Also, to prevent malfunction and breakdown of the IC due to static electricity, the reliability of IC was improved by embedding a self-produced 8 kV-class(Chip level) ESD protection circuit of a P-substrate Triggered SCR type with high robustness characteristics.

견실한 서보적응제어기에 관한 연구 (A Study on The Adaptive Robust Servocontroller)

  • 김종원
    • 대한기계학회논문집
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    • 제14권3호
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    • pp.513-525
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    • 1990
  • 본 연구에서는 ARSC의 이론적인 전개에 대해서 주로 설명하고자 한다. 제2 장에서는 ARSC의 구조를 자세히 기술하며, 제3장에 ARSC를 컴퓨터에 이식하기 위한 알 고리즘을 요약하여 제시한다. 또한, ARSC알고리즘이 총체적으로(globally) 수렴하며 안정하다는 이론적 증명에 대하여 제4장에서 언급하며, 마지막으로 제5장에 실시간 시 뮬레이션을 통하여 ARSC의 간단한 적용실례를 들었다. 실제로 본 ARSC는 엔드밀링의 절삭력 적응제어에 적용되었는데, 그 연구결과는 별도로 발표할 예정이다.

Optimization-based Image Watermarking Algorithm Using a Maximum-Likelihood Decoding Scheme in the Complex Wavelet Domain

  • Liu, Jinhua;Rao, Yunbo
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제13권1호
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    • pp.452-472
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    • 2019
  • Most existing wavelet-based multiplicative watermarking methods are affected by geometric attacks to a certain extent. A serious limitation of wavelet-based multiplicative watermarking is its sensitivity to rotation, scaling, and translation. In this study, we propose an image watermarking method by using dual-tree complex wavelet transform with a multi-objective optimization approach. We embed the watermark information into an image region with a high entropy value via a multiplicative strategy. The major contribution of this work is that the trade-off between imperceptibility and robustness is simply solved by using the multi-objective optimization approach, which applies the watermark error probability and an image quality metric to establish a multi-objective optimization function. In this manner, the optimal embedding factor obtained by solving the multi-objective function effectively controls watermark strength. For watermark decoding, we adopt a maximum likelihood decision criterion. Finally, we evaluate the performance of the proposed method by conducting simulations on benchmark test images. Experiment results demonstrate the imperceptibility of the proposed method and its robustness against various attacks, including additive white Gaussian noise, JPEG compression, scaling, rotation, and combined attacks.

Characteristics of Interface States in One-dimensional Composite Photonic Structures

  • Zhang, Qingyue;Mao, Weitao;Zhao, Qiuling;Wang, Maorong;Wang, Xia;Tam, Wing Yim
    • Current Optics and Photonics
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    • 제6권3호
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    • pp.270-281
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    • 2022
  • Based on the transfer-matrix method (TMM), we report the characteristics of the interface states in one-dimensional (1D) composite structures consisting of two photonic crystals (PCs) composed of binary dielectrics A and B, with unit-cell configurations ABA (PC I) and BAB (PC II). The dependence of the interface states on the number of unit cells N and the boundary factor x are displayed. It is verified that the interface states are independent of N when the PC has inversion symmetry (x = 0.5). Besides, the composite structures support the formation of interface states independent of the PC symmetry, except that the positions of the interface states will be varied within the photonic band gaps. Moreover, the robustness of the interface states against nonuniformities is investigated by adding Gaussian noise to the layer thickness. In the case of inversion symmetry (x = 0.5) the most robust interface states are achieved, while for the other cases (x ≠ 0.5) interface states decay linearly with position inside the band gap. This work could shed light on the development of robust photonic devices.

친환경 차량의 제동 정숙성을 위한 브레이크 디스크의 열변형 강건성 향상에 관한 연구 (A Study on Improvement of the Thermal Deformation Robustness of Brake Disc for Braking Quietness of Eco-Friendly Vehicles)

  • 심재훈;황세라;전갑배;공창섭
    • 자동차안전학회지
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    • 제16권3호
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    • pp.32-37
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    • 2024
  • Braking judder vibration caused by thermal deformation of disc has been a major problem in brake system for a long time and many researchers have analyzed its mechanisms and developed solutions. However, judder vibration still occurs due to harsher vehicle driving conditions like increased power of EV (Electric Vehicle) and various environmental characteristics. In particular, in the case of eco-friendly vehicles such as EV, it is predicted that judder vibration will become a bigger problem due to the quiet driving condition compared to ICE (Internal Combustion Engine) vehicles. In addition, existing studies on judder vibration have been focused on the capacity and thermal deformation of the braking friction surface. So, the influence analysis of thermal deformation on the non-friction surface of the brake disc is relatively insufficient. In this study, we attempt to secure braking characteristics that are insensitive to thermal deformation in terms of the non-friction surface of the disc, focusing on the coning characteristic that occurs during braking thermal deformation. For this purpose, various factors of the non-friction surface of the disc are analyzed using robust design. The design standard for the robustness of the brake disc against judder vibration is proposed through the research results.

Geometrically Invariant Image Watermarking Using Connected Objects and Gravity Centers

  • Wang, Hongxia;Yin, Bangxu;Zhou, Linna
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제7권11호
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    • pp.2893-2912
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    • 2013
  • The design of geometrically invariant watermarking is one of the most challenging work in digital image watermarking research area. To achieve the robustness to geometrical attacks, the inherent characteristic of an image is usually used. In this paper, a geometrically invariant image watermarking scheme using connected objects and gravity center is proposed. First, the gray-scale image is converted into the binary one, and the connected objects according to the connectedness of binary image are obtained, then the coordinates of these connected objects are mapped to the gray-scale image, and the gravity centers of those bigger objects are chosen as the feature points for watermark embedding. After that, the line between each gravity center and the center of the whole image is rotated an angle to form a sector, and finally the same version of watermark is embedded into these sectors. Because the image connectedness is topologically invariant to geometrical attacks such as scaling and rotation, and the gravity center of the connected object as feature points is very stable, the watermark synchronization is realized successfully under the geometrical distortion. The proposed scheme can extract the watermark information without using the original image or template. The simulation results show the proposed scheme has a good invisibility for watermarking application, and stronger robustness than previous feature-based watermarking schemes against geometrical attacks such as rotation, scaling and cropping, and can also resist common image processing operations including JPEG compression, adding noise, median filtering, and histogram equalization, etc.

키와 로고 방식을 혼합한 이미지 워터마킹의 강인성 평가 (Robustness Evaluation of Image Watermarking mixed Key and Logo Scheme)

  • 박영;김윤호;최세하;이명길
    • 한국정보통신학회:학술대회논문집
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    • 한국해양정보통신학회 2002년도 춘계종합학술대회
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    • pp.598-601
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    • 2002
  • 본 연구에서는 키와 로고 방식을 혼합한 이미지 워터마킹의 강인성을 평가하였다. 저작권자의 개인 ID(IDentification)는 키가 되고 워터마크는 로고영상을 선택하였다. 원 영상으로 사용한 실험영상은 Baboon, Cameraman과 Lena 표준영상을 사용하였고, 워터마크 영상은 32$\times$32와 64$\times$64 크기의‘Park’이라는 2진 영상을 사용하였다. 워터마크의 강인성 평가를 위하여 영상변형 및 JPEG 손실 압축이 가해진 워터마크가 삽입된 영상으로부터 워터마크 복원율을 구하였다. 실험 결과, 표준 영상들에 대하여 64$\times$64 크기의 워터마크를 삽입한 경우에 비하여 32$\times$32 크기의 워터마크 영상을 삽입한 경우에 영상축소에서는 평균 5.9%, 회전에서는 평균 13.9%, 잡음에서는 평균 6.5%, JPEG 손실 압축에서는 평균 4.2%로 더 우수한 복원율을 보였다.

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영상 감시시스템을 위한 SOM 기반 실시간 변화 감지 기법 (Real-Time Change Detection Architecture Based on SOM for Video Surveillance Systems)

  • 김종원;조정호
    • 한국정보기술학회논문지
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    • 제17권4호
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    • pp.109-117
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    • 2019
  • 현대 사회는 불특정 다수를 대상으로 자행되는 각종 사고와 범죄 위협으로 인하여 사회 전반에 걸쳐 개인의 보안 의식이 증가되며 다양한 감시 기법이 활발히 연구되고 있으나, 여전히 단순 부주의 또는 오작동으로 인한 강인성 저하가 발생하여 보다 높은 신뢰성을 갖는 감시 기법이 요구된다. 이에, 본 논문에서는 다양한 환경 및 동·정적 변화 감지에서의 낮은 강인성을 보완하고 비용 효율성 문제를 해결하기 위한 실시간 변화감지 기법을 제안한다. 변화 감지 구현을 위해 데이터 군집화 기법으로 응용되고 있는 자기 조직화 신경망을 활용하였으며, 실내 사무실 환경에서의 모의실험을 통해 기존 영상 감시 시스템에서 응용되는 감지 기법 대비 뛰어난 잡음 강인성과 이상 감지 판단의 우수성을 확인할 수 있었다.

Robust Design Method for Complex Stochastic Inventory Model

  • Hwang, In-Keuk;Park, Dong-Jin
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회/대한산업공학회 1999년도 춘계공동학술대회:정보화시대의 지식경영
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    • pp.426-426
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    • 1999
  • ;There are many sources of uncertainty in a typical production and inventory system. There is uncertainty as to how many items customers will demand during the next day, week, month, or year. There is uncertainty about delivery times of the product. Uncertainty exacts a toll from management in a variety of ways. A spurt in a demand or a delay in production may lead to stockouts, with the potential for lost revenue and customer dissatisfaction. Firms typically hold inventory to provide protection against uncertainty. A cushion of inventory on hand allows management to face unexpected demands or delays in delivery with a reduced chance of incurring a stockout. The proposed strategies are used for the design of a probabilistic inventory system. In the traditional approach to the design of an inventory system, the goal is to find the best setting of various inventory control policy parameters such as the re-order level, review period, order quantity, etc. which would minimize the total inventory cost. The goals of the analysis need to be defined, so that robustness becomes an important design criterion. Moreover, one has to conceptualize and identify appropriate noise variables. There are two main goals for the inventory policy design. One is to minimize the average inventory cost and the stockouts. The other is to the variability for the average inventory cost and the stockouts The total average inventory cost is the sum of three components: the ordering cost, the holding cost, and the shortage costs. The shortage costs include the cost of the lost sales, cost of loss of goodwill, cost of customer dissatisfaction, etc. The noise factors for this design problem are identified to be: the mean demand rate and the mean lead time. Both the demand and the lead time are assumed to be normal random variables. Thus robustness for this inventory system is interpreted as insensitivity of the average inventory cost and the stockout to uncontrollable fluctuations in the mean demand rate and mean lead time. To make this inventory system for robustness, the concept of utility theory will be used. Utility theory is an analytical method for making a decision concerning an action to take, given a set of multiple criteria upon which the decision is to be based. Utility theory is appropriate for design having different scale such as demand rate and lead time since utility theory represents different scale across decision making attributes with zero to one ranks, higher preference modeled with a higher rank. Using utility theory, three design strategies, such as distance strategy, response strategy, and priority-based strategy. for the robust inventory system will be developed.loped.

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