• 제목/요약/키워드: Five features

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2차원 LRF의 Raw Sensor Data로부터 추출된 다른 타입의 기하학적 특징 (Extraction of Different Types of Geometrical Features from Raw Sensor Data of Two-dimensional LRF)

  • 염서군;무경;원조;한창수
    • 제어로봇시스템학회논문지
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    • 제21권3호
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    • pp.265-275
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    • 2015
  • This paper describes extraction methods of five different types of geometrical features (line, arc, corner, polynomial curve, NURBS curve) from the obtained raw data by using a two-dimensional laser range finder (LRF). Natural features with their covariance matrices play a key role in the realization of feature-based simultaneous localization and mapping (SLAM), which can be used to represent the environment and correct the pose of mobile robot. The covariance matrices of these geometrical features are derived in detail based on the raw sensor data and the uncertainty of LRF. Several comparison are made and discussed to highlight the advantages and drawbacks of each type of geometrical feature. Finally, the extracted features from raw sensor data obtained by using a LRF in an indoor environment are used to validate the proposed extraction methods.

목소리 특성의 청취 평가에 기초한 사상체질과 음성 특징의 상관관계 분석 (Analysis of the Relationship Between Sasang Constitutional Groups and Speech Features Based on a Listening Evaluation of Voice Characteristics)

  • 권철홍;김종열;김근호;장준수
    • 말소리와 음성과학
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    • 제4권4호
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    • pp.71-77
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    • 2012
  • Sasang constitution experts utilize voice characteristics as an auxiliary measure for deciding a person's constitutional group. This study aims at establishing a relationship between speech features and the constitutional groups by subjective listening evaluation of voice characteristics. A speech database of 841 speakers whose constitutional groups have been already diagnosed by Sasang constitution experts was constructed. Speech features related to speech source and vocal tract filter were extracted from five vowels and one sentence. Statistically significant speech features for classifying the groups were analyzed using SPSS. The features contributed to constitution classification were speaking rate, Energy, A1, A2, A3, H1, H2, H4, CPP for males in their 20s, F0_mean, CPP, SPI, HNR, Shimmer, Energy, A1, A2, A3, H1, H2, H4 for females in their 20s, Energy, A1, A2, A3, H1, H2, H4, CPP for male in the 60s, and Jitter, HNR, CPP, SPI for females in their 60s. Experimental results show that speech technology is useful in classifying constitutional groups.

Vehicle Face Re-identification Based on Nonnegative Matrix Factorization with Time Difference Constraint

  • Ma, Na;Wen, Tingxin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권6호
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    • pp.2098-2114
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    • 2021
  • Light intensity variation is one of the key factors which affect the accuracy of vehicle face re-identification, so in order to improve the robustness of vehicle face features to light intensity variation, a Nonnegative Matrix Factorization model with the constraint of image acquisition time difference is proposed. First, the original features vectors of all pairs of positive samples which are used for training are placed in two original feature matrices respectively, where the same columns of the two matrices represent the same vehicle; Then, the new features obtained after decomposition are divided into stable and variable features proportionally, where the constraints of intra-class similarity and inter-class difference are imposed on the stable feature, and the constraint of image acquisition time difference is imposed on the variable feature; At last, vehicle face matching is achieved through calculating the cosine distance of stable features. Experimental results show that the average False Reject Rate and the average False Accept Rate of the proposed algorithm can be reduced to 0.14 and 0.11 respectively on five different datasets, and even sometimes under the large difference of light intensities, the vehicle face image can be still recognized accurately, which verifies that the extracted features have good robustness to light variation.

Speech emotion recognition based on genetic algorithm-decision tree fusion of deep and acoustic features

  • Sun, Linhui;Li, Qiu;Fu, Sheng;Li, Pingan
    • ETRI Journal
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    • 제44권3호
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    • pp.462-475
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    • 2022
  • Although researchers have proposed numerous techniques for speech emotion recognition, its performance remains unsatisfactory in many application scenarios. In this study, we propose a speech emotion recognition model based on a genetic algorithm (GA)-decision tree (DT) fusion of deep and acoustic features. To more comprehensively express speech emotional information, first, frame-level deep and acoustic features are extracted from a speech signal. Next, five kinds of statistic variables of these features are calculated to obtain utterance-level features. The Fisher feature selection criterion is employed to select high-performance features, removing redundant information. In the feature fusion stage, the GA is is used to adaptively search for the best feature fusion weight. Finally, using the fused feature, the proposed speech emotion recognition model based on a DT support vector machine model is realized. Experimental results on the Berlin speech emotion database and the Chinese emotion speech database indicate that the proposed model outperforms an average weight fusion method.

음성의 안정적 변수 추출 및 변수의 의미 연구 (Study for Extraction of Stable Vocal Features and Definition of the Features)

  • 김근호;김상길;강남식;김종열
    • 한국한의학연구원논문집
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    • 제17권3호
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    • pp.97-104
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    • 2011
  • Objectives : In this paper, we proposed a method for selecting reliable variables from various vocal features such as frequency derivative features, frequency band ratios, intensities of 5 vowels and an intensity of a sentence, since some features are sensitive to the variation of a subject's utterance. Methods : To obtain the reliable voice variables, the coefficient of variation (CV) was used as the index to evaluate the level of reliability. Since the distributions of a few features are not Gaussian, but are instead skewed to the right or left, we transformed the features by taking the log or square root. Moreover, the definition of the variables that are suitable to represent the vocal property was explained and analyzed. Results : At first, we recorded the vowels and the sentence five times both in the morning and afternoon of the same day, totally ten recordings from each of six subjects (three males and three females). We then analyzed the CVs of each subject's voice to obtain the stable features with a sufficient repeatability. The features having less than 20% CVs for all six subjects were selected. As a result, 92 stable variables from the 222 features were extracted, which included all the transformed variables. Conclusions : Voice can be widely used to classify the four constitution types and to recognize one's health condition from extracting meaningful features as physical quantity in traditional Korean medicine or Western medicine. Therefore, stable voice variables can be useful in the u-Healthcare system of personalized medicine and for improving diagnostic accuracy.

New records of five species of Lepidoptera (Cosmopterigidae, Tortricidae, Pyralidae and Erebidae) from sand-dunes along the western coastline of Korea

  • Sohn, Jae-Cheon
    • Journal of Species Research
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    • 제11권1호
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    • pp.61-66
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    • 2022
  • Three localities of coastal sand-dunes along the western coastline of Korea: Sindu-ri, Sinhap-ri, and Jaeun-do, were surveyed for the lepidopteran fauna. This survey resulted in the records of five species new to Korea: a species of Cosmopterigidae, Cosmopterix flavidella Kuroko, 2011, based on eight specimens from Sinhap-ri and Jaeun-do; a species of Tortricidae, Noduliferola abstrusa Kuznetzov, 1973, based on five specimens from Sinhap-ri and Jaeun-do; a species of Pyralidae, Maliarpha borealis Sasaki, 2012, based on four specimens from Sindu-ri; and two species of Erebidae, Ectoblemma rosella Sugi, 1982 and Metachrostis miasma (Hampson, 1891), based on one specimen for each from Jaeun-do. Three genera, Noduliferola Kuznetzov, 1973, Maliarpha Ragonot, 1888 and Ectoblemma Sugi, 1982, are introduced for the first time to the Korean fauna. Two species, Noduliferola abstrusa and Maliarpha borealis, are suggested as the indicator species for coastal sand-dunes. The superficial and genital features of the five species found from this study are described and illustrated. A photograph of the female genitalia of Ectoblemma rosella is provided for the first time.

5대강(大江) 수계유역(水系流域) 수문량(水文量) 변동추이(變動推移) (Trend of Some Hydrologic Features in the Five Great River Systems in Korea)

  • 손동섭;서승덕
    • Current Research on Agriculture and Life Sciences
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    • 제17권
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    • pp.31-38
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    • 1999
  • 3차 국토종합개발 10개년 계획기간 (1992-2001) 가운데 1994년~1998년은 에리뇨와 라니냐 등 해수온도의 상승 및 하강 현상에 의한 게릴라성 폭우등 이상기후현상이 뚜렷한 해로 평가하고 있다. 이 기간에 대한 한강, 낙동강, 금강, 영산강 그리고 섬진강의 한국 5대강수계에 대한 강수량, 유출량 및 저수량을 도출하고 전국 평균 (1961년~1990년)의 해당 수문량과의 비교분석을 시행하여 그 결과를 5대강 수계의 수자원관리 및 방재수립에 참고 하고져 조사 분석한바 5 대강 수계의 표본기간 (1994~1998, 48개월) 평균 강수월수가 예년평균 동기간에 비하여 많았던 기간은 20개월 이었고, 유출은 평균 8.2개월에 이른다. 한편 댐 저수율은 한강수계의 경우 비교적 많은 량으로 이상적인 현상을 보인 반면, 낙동강수계는 초기에는 낮은 저수율이고 후기에는 높은 저수율 현상 이었고, 금강, 영산강 및 섬진강은 초기부터 후기로 점증 하는 경향으로 나타나 유역적인 편차현상이 크게 나타나 수자원의 관리와 방재계획을 수계의 연결 및 호환적 종합 운영등의 방식이 검토되어야 할것으로 생각된다.

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Clinical Features and Management of a Median Cleft Lip

  • Koh, Kyung S.;Kim, Do Yeon;Oh, Tae Suk
    • Archives of Plastic Surgery
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    • 제43권3호
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    • pp.242-247
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    • 2016
  • Background Median cleft lip is a rare anomaly consisting of a midline vertical cleft through the upper lip. It can also involve the premaxillary bone, the nasal septum, and the central nervous system. In our current report, we present the clinical features of 6 patients with a median cleft lip and their surgical management according to the accompanying anomalies. Methods From December 2010 to January 2014, 6 patients with a median cleft lip were reviewed. Five of these cases underwent surgical correction; alveolar bone grafting was performed in a patient with a median alveolar cleft. The surgical technique included inverted-U excision of the upper lip and repair of the orbicularis oris muscle. The mean follow-up period was 20.4 months (range, 7.4-44.0 months). Results The study patients presented various anomalous features. Five patients received surgical correction, 4 with repair of the median cleft lip, and one with iliac bone grafting for median alveolar cleft. A patient with basal sphenoethmoidal meningocele was managed with transoral endoscopic surgery for repair of the meningocele. Successful surgical repair was achieved in all cases with no postoperative complications. Conclusions Relatively mild forms of median cleft lip can be corrected with inverted-U excision with good aesthetic outcomes. In addition, there is a broad spectrum of clinical features and various anomalies, such as nasal deformity, alveolar cleft, and short upper frenulum, which require close evaluation. The timing of the operation should be decided considering the presence of other anomalies that can threaten patient survival.

심근 세포의 전기생리학적 특징을 이용한 인공 신경망 기반 약물의 심장독성 평가 (An Artificial Neural Network-Based Drug Proarrhythmia Assessment Using Electrophysiological Characteristics of Cardiomyocytes)

  • 유예담;정다운;;임기무
    • 대한의용생체공학회:의공학회지
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    • 제42권6호
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    • pp.287-294
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    • 2021
  • Cardiotoxicity assessment of all drugs has been performed according to the ICH guidelines since 2005. Non-clinical evaluation S7B has focused on the hERG assay, which has a low specificity problem. The comprehensive in vitro proarrhythmia assay (CiPA) project was initiated to correct this problem, which presented a model for classifying the Torsade de pointes (TdP)-induced risk of drugs as biomarkers calculated through an in silico ventricular model. In this study, we propose a TdP-induced risk group classifier of artificial neural network (ANN)-based. The model was trained with 12 drugs and tested with 16 drugs. The ANN model was performed according to nine features, seven features, five features as an individual ANN model input, and the model with the highest performance was selected and compared with the classification performance of the qNet input logistic regression model. When the five features model was used, the results were AUC 0.93 in the high-risk group, AUC 0.73 in the intermediate-risk group, and 0.92 in the low-risk group. The model's performance using qNet was lower than the ANN model in the high-risk group by 17.6% and in the low-risk group by 29.5%. This study was able to express performance in the three risk groups, and it is a model that solved the problem of low specificity, which is the problem of hERG assay.

[Fe II] $1.64{\mu}m$ Outflow Features around Ultracompact H II Regions in the First Galactic Quadrant

  • Shinn, Jong-Ho;Kim, Kee-Tae;Lee, Jae-Joon;Lee, Yong-Hyun;Kim, Hyun-Jeong;Pyo, Tae-Soo;Koo, Bon-Chul;Kyeong, Jaemann;Hwang, Narae;Park, Byeong-Gon
    • 천문학회보
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    • 제40권1호
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    • pp.68.2-69
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    • 2015
  • We present [Fe II] $1.644{\mu}m$ features around ultracompact H II regions (UCHIIs) found on a quest for the "footprint" outflow features of UCHIIs -the features produced by outflowing materials ejected during an earlier, active accretion phase of massive young stellar objects (MYSOs). We surveyed 237 UCHIIs in the first Galactic quadrant, employing the CORNISH UCHII catalog and UWIFE data, which is an imaging survey in [Fe II] $1.644{\mu}m$ performed with UKIRT-WFCAM under ~0.''8 seeing conditions. The [Fe II] features were found around five UCHIIs. We interpret the [Fe II] features to be shock-excited by outflows from YSOs and estimate the outflow mass-loss rates from the [Fe II] flux which are ${\sim}1{\times}10^{-6}-4{\times}10^{-5}M{\odot}yr^{-1}$. We propose that the [Fe II] features might be the "footprint" outflow features, but more studies are required to clarify whether or not this is the case. This is based on the morphological relation between the [Fe II] and 5 GHz radio features, the outflow mass-loss rate, the travel time of the [Fe II] features, and the existence of several YSO candidates near the UCHIIs.

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