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A Study on a Model Parameter Compensation Method for Noise-Robust Speech Recognition (잡음환경에서의 음성인식을 위한 모델 파라미터 변환 방식에 관한 연구)

  • Chang, Yuk-Hyeun;Chung, Yong-Joo;Park, Sung-Hyun;Un, Chong-Kwan
    • The Journal of the Acoustical Society of Korea
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    • v.16 no.5
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    • pp.112-121
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    • 1997
  • In this paper, we study a model parameter compensation method for noise-robust speech recognition. We study model parameter compensation on a sentence by sentence and no other informations are used. Parallel model combination(PMC), well known as a model parameter compensation algorithm, is implemented and used for a reference of performance comparision. We also propose a modified PMC method which tunes model parameter with an association factor that controls average variability of gaussian mixtures and variability of single gaussian mixture per state for more robust modeling. We obtain a re-estimation solution of environmental variables based on the expectation-maximization(EM) algorithm in the cepstral domain. To evaluate the performance of the model compensation methods, we perform experiments on speaker-independent isolated word recognition. Noise sources used are white gaussian and driving car noise. To get corrupted speech we added noise to clean speech at various signal-to-noise ratio(SNR). We use noise mean and variance modeled by 3 frame noise data. Experimental result of the VTS approach is superior to other methods. The scheme of the zero order VTS approach is similar to the modified PMC method in adapting mean vector only. But, the recognition rate of the Zero order VTS approach is higher than PMC and modified PMC method based on log-normal approximation.

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A Study on the Modernization Factors of Interior Spaces in the Korean Housing - From the sociological, anthropological, feministic and tectonic Point of view of housing- (한국 주거내부공간의 근대화요소에 관한 연구 - 주거사회학적, 문화인류학적, 페미니즘적, 공간구조적 관점에서 본 -)

  • 전남일
    • Journal of Families and Better Life
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    • v.20 no.4
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    • pp.61-73
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    • 2002
  • The aim of this study is to understand the modernization process of interior spaces in the Korean housing, focused not only on the architectural aspects, but also on the sociological, anthropological and feministic aspects of housing. The development of korean housing from the period of traditional agricultural society and Japanese domination through the period of industrial development to the period of modem industrial society have been reviewed not from the Point of westernization but from the point of Korean own needs for modernity. It also tried to find the determinants of the relationship between social behavior patterns and space organization through historical change of housing plans. As a result, it was found the various western impacts to the continuation or change of Korean housing culture in the modernization process. Consequently this study comes to the concrete results as follows; 1) sociological aspect: The early layout of floorplans, that promoted the communication and contact between the user were changed. The layout of spaces in the modern housing tends to be not interdependence each other and be very isolated from the outdoor spaces. Those Phenomena reflect the trends to the Individualization, equivalence and privatization in the life of family. 2) feministic aspects: Differently from the early kitchen, modern ones locates in the internal space in the housing and the dinning area is appeared. And also the standing work at the kitchen war usually spreaded. Such changes are due to the emancipation of the women and downfall of the subordinate relationship between the genders. 3) anthropological aspects: The lifestyle, in which the user was mostly sitting on the floor, was constantly disappeared by using of furnitures that determines the function of each spaces in the housing. Those change demonstrate the change of behavior Patterns, thus, the needs of differentiation of function as well as the feministic needs. In other word, the coexistence of both fields of work and relax is required. 4) tectonic aspects: In the indoor space of modern housing the rooms are closed each other. Thus, concentrated circulation system act to separate these spaces. It is concrete spatial element that mostly shows the synthetic character of modem housing.

Automatic speech recognition using acoustic doppler signal (초음파 도플러를 이용한 음성 인식)

  • Lee, Ki-Seung
    • The Journal of the Acoustical Society of Korea
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    • v.35 no.1
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    • pp.74-82
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    • 2016
  • In this paper, a new automatic speech recognition (ASR) was proposed where ultrasonic doppler signals were used, instead of conventional speech signals. The proposed method has the advantages over the conventional speech/non-speech-based ASR including robustness against acoustic noises and user comfortability associated with usage of the non-contact sensor. In the method proposed herein, 40 kHz ultrasonic signal was radiated toward to the mouth and the reflected ultrasonic signals were then received. Frequency shift caused by the doppler effects was used to implement ASR. The proposed method employed multi-channel ultrasonic signals acquired from the various locations, which is different from the previous method where single channel ultrasonic signal was employed. The PCA(Principal Component Analysis) coefficients were used as the features of ASR in which hidden markov model (HMM) with left-right model was adopted. To verify the feasibility of the proposed ASR, the speech recognition experiment was carried out the 60 Korean isolated words obtained from the six speakers. Moreover, the experiment results showed that the overall word recognition rates were comparable with the conventional speech-based ASR methods and the performance of the proposed method was superior to the conventional signal channel ASR method. Especially, the average recognition rate of 90 % was maintained under the noise environments.

Improving Recall for Context-Sensitive Spelling Correction Rules using Conditional Probability Model with Dynamic Window Sizes (동적 윈도우를 갖는 조건부확률 모델을 이용한 한국어 문맥의존 철자오류 교정 규칙의 재현율 향상)

  • Choi, Hyunsoo;Kwon, Hyukchul;Yoon, Aesun
    • Journal of KIISE
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    • v.42 no.5
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    • pp.629-636
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    • 2015
  • The types of errors corrected by a Korean spelling and grammar checker can be classified into isolated-term spelling errors and context-sensitive spelling errors (CSSE). CSSEs are difficult to detect and to correct, since they are correct words when examined alone. Thus, they can be corrected only by considering the semantic and syntactic relations to their context. CSSEs, which are frequently made even by expert wiriters, significantly affect the reliability of spelling and grammar checkers. An existing Korean spelling and grammar checker developed by P University (KSGC 4.5) adopts hand-made correction rules for correcting CSSEs. The KSGC 4.5 is designed to obtain very high precision, which results in an extremely low recall. Our overall goal of previous works was to improve the recall without considerably lowering the precision, by generalizing CSSE correction rules that mainly depend on linguistic knowledge. A variety of rule-based methods has been proposed in previous works, and the best performance showed 95.19% of average precision and 37.56% of recall. This study thus proposes a statistics based method using a conditional probability model with dynamic window sizes. in order to further improve the recall. The proposed method obtained 97.23% of average precision and 50.50% of recall.

The Study of Effectiveness of MERS on the Law and Remaining Task (국내 메르스(MERS) 사태가 남긴 과제와 법률에 미친 영향에 대한 소고(小考))

  • Yoon, Jong Tae
    • The Korean Society of Law and Medicine
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    • v.16 no.2
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    • pp.263-291
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    • 2015
  • In May, 2015, a 68 years old man, who has been Middle East Saudi Arabia and the United Arab Emirates, had high fever, muscle aches, cough and shortness of breath. he went two local hospital near his house and the S Medical Center emergency center. He was diagnosed MERS(Middle East respiratory syndrome) and the diseases had put South Korea the fear of epidemics for three months. Especially, this disease has firstly reported in Middle East Asia in September 2012 and spreaded to twenty-six countries. In 21, July, 2015, European Center for disease prevention and control reported 533 people were died and in South Korea, 186 people were infected, 36 people were died and 16,693 people were isolated from MERS. South Korea government were faced into epidemic control and blamed from public. Especially, hospital acquired infection, disease control chain, opening of information, ventilation, lack of isolation bed, the problem of function of local health center, the issue of reparation for hospital and insurance cover rate, the classification of disease, the role of Korea Centers for disease control and prevention, the culture of visiting hospital to see sick people, the issue of hospital multiple room and other related social support policy. it is time to study and discuss to solve these problems. South Korea citizens felt fear and fright from MERS. What is wore, they thought the dieses were out of their government control. It was unusual case for word except Middle East Asia. numerous tourists canceled visiting korea. South korea economic were severly damaged especially, tourism industry. South korea government should admit that they had failed initial action against MERS and take full reasonability from any damages. The government have to open information to public in terms of epidemic diseases and try to prevent any other epidemic diseases and try to work with local governments.

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The Analysis of the Distribution and Meaning of the Evenki's Clan Name: Centering on Baj, Kim, and Shama/Sama (에벤키족 씨족명 분포 현황 및 의미 분석: 바이(Baj), 킴(Kim), 샤마/사마(Shama/Sama)를 중심으로)

  • Eom, Soon-Cheon
    • Cross-Cultural Studies
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    • v.41
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    • pp.443-475
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    • 2015
  • The subjects of analysis in this paper, the clan name roots "Baj," "Kim," and "Shama/Sama," while distributed commonly among the Altai, Ye i, and isolated language groups, are most widely distributed among the Evenki. The clan name root "Baj-" is widely distributed among indigenous Siberian nations, but is most frequently found among the Manchu-Tungus, especially the Evenki. Therefore, it appears that clans with this root originated from Pribajkal'e, known to be the origin of the Evenki, and spread widely among the nearby Buryats, Mongols, and Yakuts, later spread east to the Nivhi of the Amur River, to the Enisej Protoasiatic language nations such as the Yukaghir or Ket to the north, and the Samoyed language group nations such as the Ne and Selkup. According to the analysis results in this paper, the Evenki clan name "Kim" has the meaning of "person," but also is somewhat associated with gold, metal, or stone. On one hand, while the origin of the clan name "Kim" cannot be clearly established, the clan was assimilated into the Evenki near in ancient times, after which the clan name became widely known among the Manchu-Tungus nations, and furthermore in the Turk nations. The clan name Shama/sama is widely spread across Siberia, including the Manchu-Tungus language group nations of the Altai language family, the Turk language family, and the Samoyed language groups of the Ural language family. Moreover, this clan name is not associated with famous mythic ancestors or heroes of historically famous Asian nations, and it cannot be translated into contemporary language; thus the identification of the meaning and origins of this word is by no means an easy task.