• Title/Summary/Keyword: Weighted Index

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Weighted Collaborative Representation and Sparse Difference-Based Hyperspectral Anomaly Detection

  • Wang, Qianghui;Hua, Wenshen;Huang, Fuyu;Zhang, Yan;Yan, Yang
    • Current Optics and Photonics
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    • v.4 no.3
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    • pp.210-220
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    • 2020
  • Aiming at the problem that the Local Sparse Difference Index algorithm has low accuracy and low efficiency when detecting target anomalies in a hyperspectral image, this paper proposes a Weighted Collaborative Representation and Sparse Difference-Based Hyperspectral Anomaly Detection algorithm, to improve detection accuracy for a hyperspectral image. First, the band subspace is divided according to the band correlation coefficient, which avoids the situation in which there are multiple solutions of the sparse coefficient vector caused by too many bands. Then, the appropriate double-window model is selected, and the background dictionary constructed and weighted according to Euclidean distance, which reduces the influence of mixing anomalous components of the background on the solution of the sparse coefficient vector. Finally, the sparse coefficient vector is solved by the collaborative representation method, and the sparse difference index is calculated to complete the anomaly detection. To prove the effectiveness, the proposed algorithm is compared with the RX, LRX, and LSD algorithms in simulating and analyzing two AVIRIS hyperspectral images. The results show that the proposed algorithm has higher accuracy and a lower false-alarm rate, and yields better results.

Structural damage identification based on transmissibility assurance criterion and weighted Schatten-p regularization

  • Zhong, Xian;Yu, Ling
    • Structural Engineering and Mechanics
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    • v.82 no.6
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    • pp.771-783
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    • 2022
  • Structural damage identification (SDI) methods have been proposed to monitor the safety of structures. However, the traditional SDI methods using modal parameters, such as natural frequencies and mode shapes, are not sensitive enough to structural damage. To tackle this problem, this paper proposes a new SDI method based on transmissibility assurance criterion (TAC) and weighted Schatten-p norm regularization. Firstly, the transmissibility function (TF) has been proved a useful damage index, which can effectively detect structural damage under unknown excitations. Inspired by the modal assurance criterion (MAC), TF and MAC are combined to construct a new damage index, so called as TAC, which is introduced into the objective function together with modal parameters. In addition, the weighted Schatten-p norm regularization method is adopted to improve the ill-posedness of the SDI inverse problem. To evaluate the effectiveness of the proposed method, some numerical simulations and experimental studies in laboratory are carried out. The results show that the proposed method has a high SDI accuracy, especially for weak damages of structures, it can precisely achieve damage locations and quantifications with a good robustness.

Control and Aggregation (I)

  • Han, Sung-Shin
    • Journal of the Korean Statistical Society
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    • v.8 no.2
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    • pp.139-163
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    • 1979
  • Utilization of the aggregation concept applied in economics has been a traditional way of describing the state of an economic system and of predicting the future economic conditions. In addition, certain aggregate variables have also played a crucial role as indicators of the business cycle. Quick examples would be the price index, the productivity changes, the industrial production index, GNP, and so on. The methods of aggregation could be either simple summations, like GNP, or sophisticated weighted average, like the price index.

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A study on Flow Shop Scheduling Problems with Different Weighted Penalties and a Common Due Date (차별 벌과금과 공통납기를 고려한 흐름작업 일정 계획에 관한 연구)

  • Lee, Jeong-Hwan;No, In-Gyu
    • Journal of Korean Society for Quality Management
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    • v.19 no.2
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    • pp.125-132
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    • 1991
  • This paper is concerned with the flow shop scheduling problems considering different weighted penalty costs for earliness and lateness, and a common due date. The objective of the paper is to develop an efficient heuristic scheduling algorithm for minimizing total penalty costs and for determining the optimal common due date. The positional weight index and, the product sum method are used. A numerical example is given for illustrating the proposed algorithm.

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Analysis of the Changes in Inter-regional Accessibility by the Highway Construction (고속도로 건설에 따른 지역간 접근도의 변화분석)

  • 김형철
    • Journal of Korean Society of Transportation
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    • v.10 no.3
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    • pp.43-58
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    • 1992
  • The purpose of this study is to analyse the changes in inter-regional accessibility according to the highway construction. Accessibility of the physical distance(APD), accessibility of the time distance(ATD) and accessibility of the weighted physical distance(AWPD), accessibility of the weighted time distance(AWTD) are used as accessibility index. The result shows that APD, ATD, AWPD and AWTD are improved in the Chechon, Sangju, Chomchon region by the construction of Chongju-Sangju Highway and Taegu-Chunchon Highway. Taechon, Sosan, Kunsan region also improved by the construction of Sohaean Highway and Konju-Sohaean Highway.

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Speed Controller Design of a Two-Inertia Motor System Using Weighted ITAE Index (가중 ITAE 지수를 사용한 2관성 모터시스템의 속도제어기 설계)

  • Park, Jung-Il
    • Journal of Institute of Control, Robotics and Systems
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    • v.15 no.6
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    • pp.581-589
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    • 2009
  • In a two-inertia motor system with flexible shaft, a torsional vibration is often generated as a quick speed response is required. This vibration makes it difficult to achieve a quick response of speed and disturbance rejection. The objective of this paper is to provide a systematic analysis and design of the three kinds of speed controllers such as I-P, I-PD, and state feedback control by using the weighted ITAE performance index. Some simulation and experiment results verify the effectiveness of the proposed design.

Fuzzy Identification by Means of an Auto-Tuning Algorithm and a Weighted Performance Index

  • Oh, Sung-Kwun
    • Journal of the Korean Institute of Intelligent Systems
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    • v.8 no.6
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    • pp.106-118
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    • 1998
  • The study concerns a design procedure of rule-based systems. The proposed rule-based fuzzy modeling implements system structure and parameter identification in the efficient from of "IF..., THEN..." statements, and exploits the theory of system optimization and fuzzy implication rules. The method for rule-based fuzzy modeling concerns the from of the conclusion part of the the rules that can be constant. Both triangular and Gaussian-like membership function are studied. The optimization hinges on an autotuning algorithm that covers as a modified constrained optimization method known as a complex method. The study introduces a weighted performance index (objective function) that helps achieve a sound balance between the quality of results produced for the training and testing set. This methodology sheds light on the role and impact of different parameters of the model on its performance. The study is illustrated with the aid of two representative numerical examples.

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체계적위험과 비정상성에 관한 연구

  • Lee, Jin-Geun
    • The Korean Journal of Financial Studies
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    • v.4 no.1
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    • pp.233-258
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    • 1998
  • 본 연구는 비정상성과 관련된 기존의 연구들이 베타위험과 추가설명변수들 사이의 상관관계를 무시한 검증방법의 오류를 지적한다. 그 상관관계를 고려한 포트폴리오 구성방법을 선택한 후, 비정상성에 관한 좀 더 정밀한 검증을 실시하여 규모효과와 EP효과를 검토한다. 더 나아가 CAPM의 두 가지 주장, 즉, 베타위험의 유일성과 이 위험과 그 자산의 수익률간의 양의 상관관계를 갖는다는 두 가지 주장을 세밀히 검토하게 된다. 또한 이 모든 검증에서 등가중지수(Equal-Weighted Index: EWI)와 가치가중지수(Value-Weighted Index: VWI)의 적용에 대한 차이도 동시에 검토하였다. 1980년 1월부터 1993년 6월까지의 월별수익률과 한국신용평가주식회사의 주식수익률 데이터베이스(KIS-SMAT), 재무제표 데이터베이스(KIS-FAS)를 이용하여 검증한 결과, 한국중권시장에서는 규모효과만 존재하였고, EP효과가 존재한다는 증거는 얻지 못하였다. 또한 EWI와 VWI의 지수에 대한 차이는 아주 미미하였다. 특히 CAPM에서 주장하는 베타위험의 유일성과 베타위험과 그 자산의 수익률의 양의 상관관계에 대한 두 가지 사실에 대해서는 오히려 상반된 증거만을 확인할 수 있었다.

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The Concept of Toxicants Rating in China

  • Zhau, Jiang-Liang
    • Toxicological Research
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    • v.17
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    • pp.37-39
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    • 2001
  • As the preliminary data collection for further chemical risk assessment. toxicants rating works is now rather extensively implemented in China. It consists of two parts, ie., rating of the hazard level of the exposed toxicant and that of the toxicant's profession. In the first part, the rating are based on six criteria, ie., acute toxicity, incidence of acute poisoning, prevalence of chronic poisoning, consequence of chronic poisoning, carcinogenecity and MAC level. Four hazardous levels are to be classified as extreme, high, medium, mild. In the second part. three determinants as weighted coefficients are taken into account, ie., toxicant's hazard level. exposure time and folds of MAC surpassing. Eventually, the index of classification C by which the work with toxic hazard can be classified is able to be calculated and assessed. Several comments were discussed and new recommendations were demonstrated.

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A Study on Composite Environmental Indices in Korea : Reinvited (한국의 종합환경지수 산정에 대한 재고찰)

  • Kang, Sang Mok;Lee, Myung Hun
    • Environmental and Resource Economics Review
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    • v.9 no.3
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    • pp.461-487
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    • 2000
  • Kang et al. (1999) computed a composite environmental index in Korea by practicing the survey for environmental experts. They used the weighted sum form among feasible aggregation forms. In this study, we carry out the survey for both experts and non-experts to see the degree of differences of the weights for nine types of environmental problems between two groups. In addition, we apply different aggregation forms such as linear sum, weighted sum, root-sum-power, root-mean-square forms and compare these four outcomes. We found no significant discrepancy in the trends of composite indices. In case we rely on the weights provided by the experts, the composite index, on average, has been increased annually by about 7.2% over the 1986~1997 period, which informs us that overall environmental quality in 1997 has been worse than in 1986 by about 1.8 times.

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