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Emotion Recognition in Arabic Speech from Saudi Dialect Corpus Using Machine Learning and Deep Learning Algorithms

  • Hanaa Alamri;Hanan S. Alshanbari
    • International Journal of Computer Science & Network Security
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    • v.23 no.8
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    • pp.9-16
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    • 2023
  • Speech can actively elicit feelings and attitudes by using words. It is important for researchers to identify the emotional content contained in speech signals as well as the sort of emotion that resulted from the speech that was made. In this study, we studied the emotion recognition system using a database in Arabic, especially in the Saudi dialect, the database is from a YouTube channel called Telfaz11, The four emotions that were examined were anger, happiness, sadness, and neutral. In our experiments, we extracted features from audio signals, such as Mel Frequency Cepstral Coefficient (MFCC) and Zero-Crossing Rate (ZCR), then we classified emotions using many classification algorithms such as machine learning algorithms (Support Vector Machine (SVM) and K-Nearest Neighbor (KNN)) and deep learning algorithms such as (Convolution Neural Network (CNN) and Long Short-Term Memory (LSTM)). Our Experiments showed that the MFCC feature extraction method and CNN model obtained the best accuracy result with 95%, proving the effectiveness of this classification system in recognizing Arabic spoken emotions.

Design of Heuristic Algorithm of Automatic Vehicle Delivery Support System (자동배차 지원시스템의 발견적 알고리즘 설계)

  • 이명호;김내헌;신재율
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.23 no.58
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    • pp.59-69
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    • 2000
  • Development of digital information and internet technology causes the changes of technology environments and companies, and the variety of customer needs has been dynamically changed in terms of integrating information system with customer satisfaction. Moreover a new logistics concept is needed through the sharing information between suppliers and consumers, which maximizes the level of customers service and its flexibility by changing functional-oriented to process-oriented. In other words, Supply Chain Management (SCM) is now considered as a key aspect of business, which controls the flows of information, funds, and goods in the supply chain. Rationalization of transport-delivery system will be one of the most important issues on logistics management to the domestic companies. The companies need the effective delivery system. Especially in the case of delivery system from distribution centers to customers or vendors, it might take a long time to control the delivery system manually because it would be hard to apply the automatic vehicle routing algorithm effectively considering all the practical constraints. Thus this study develops a heuristic algorithm of automatic vehicle delivery support system in terms of grouping by short ranges of vehicle movement utilizing postal coordinates, which satisfies a variety of realistic constraints and reduces controlling time of manual operations. In addition, the performance of the algorithm developed in this study is evaluated through the case study.

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A Study on Reperfusion Arrhythmia 1. Incidence of Reperfusion Arrhythmia According to the Occlusive Position of Coronary Artery in the Dog (Reperfusion Arrhythmia에 관한 연구 1. 관상동맥 폐색위치에 따른 Reperfusion Arrhythnia 발생)

  • Choi In-Hyuk
    • Journal of Veterinary Clinics
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    • v.6 no.2
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    • pp.269-279
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    • 1989
  • The incidence of reperfusion arrhythmia(RA) according to occlusive position of coronary artery was induced in 25 open-chest dogs anestherized with halothan, these were ligated between anterior ventricular branch and marginal branch of left circumflex artery for 30 minutes and after releasing of the ligation, the incidence of RA was observed during 5 minutes. The incidence rate of RA occurred in 36%(9 heads) of the cases, 20%(5 heads) of them died before reperfusion and 44%(11 heads) of them survived after reperfusion. In the classification according to the length of anterior ventricular branch in left circumflex artery, the incidence rate of RA occurred in 80% of the group I(5 heads) which belongs to short size of anterior ventricilar branch, in 50% of the group II (8 heads) which belongs to medium size, in 8.3% of the group III(12 heads) which belongs to long size and in 61.5% of the groups I and II(13 heads). These results showed the higher incidence rate of RA than in other occlusive position (left anterior descending artery), and it may be estimated that the incidence of RA changed with the significant difference according to the lengthe of anterior ventricular branch, in other words, dimension of ischemic area in left ventricle.

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Proposal Protection Algorithm of Dendritic Lithium for Battery Second Use ESS (재사용 ESS를 위한 리튬 배터리 덴드라이트 보호 알고리즘 제안)

  • Song, Jung-Yong;Huh, Chang-Su
    • Journal of the Korean Institute of Electrical and Electronic Material Engineers
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    • v.31 no.6
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    • pp.422-426
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    • 2018
  • The lithium-ion battery pack of an electric vehicle (EV) deserves to be considered for an alternative use within smart-grid infrastructure. Despite the long automotive service life, EV batteries retain over 70~80% of their initial capacity. These battery packs must be managed for their reliability and safety. Therefore, a battery management system (BMS) should use specific algorithms to measure and estimate the status of the battery. Most importantly, the BMS of a grid-connected energy storage system (ESS) must ensure that the lithium-ion battery does not catch fire or explode due to an internal short from uncontrolled dendrite growth. In other words, the BMS of a lithium-ion battery pack should be capable of detecting the battery's status based on the electrochemical reaction continuously until the end of the battery's lifespan. In this paper, we propose a new protection algorithm for a dendritic lithium battery. The proposed algorithm has applied a parameter from battery pack aging results and has control power managing.

A perception-based analysis of voice onset time (VOT) dissimilation in Korean

  • Hijo Kang;Mira Oh
    • Phonetics and Speech Sciences
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    • v.16 no.1
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    • pp.25-31
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    • 2024
  • This study examines the perceptual motivation behind dissimilation. Consistent with previous arguments suggesting that dissimilation originates from perception rather than production (Coetzee, 2005; Kiparsky, 2003; Scheer, 2013), we hypothesized that an oral stop with short of voice onset time (VOT) would be recognized as non-aspirated more often when it is followed by an aspirated stop with a long VOT. This hypothesis was tested through a perception experiment in which 32 Korean listeners made judgments on the first consonant of C1VC2V words manipulated with C1 VOT and C2 types. The results revealed that aspirated-based C1 was recognized as aspirated or tense depending on the duration of VOT, while lenis-based C1 was consistently recognized as lenis. The dissimilatory effect of aspirated C2 was confirmed as anticipated, and furthermore, tense C2 increased the ratio of tense responses more than aspirated C2. These results provide evidence of a perceptual bias against recurrent aspirated stops, which may play a role in activating a dissimilatory rule or constraint in a language. The assimilatory effect of tense C2 is in consistent with findings indicating that word-initial tensification is facilitated by the following tense stop in Korean (Kang & Oh, 2016; H. Kim, 2016).

A Study on the Determination of Tramp Freight Rates (부정기선 운임율의 결정에 관한 이론적 고찰)

  • 이종인
    • Journal of the Korean Institute of Navigation
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    • v.4 no.2
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    • pp.45-79
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    • 1980
  • The aim of this paper is to analyze the mechanics of price formation in the tramp shipping. For the purpose of this study, the main characteristics of tramp freight rates and the market is examined, and a brief examination of the nature ofthe costs of operation is given which are essential for the understanding of the functioning of shipping firms as well as for the understanding of developments in the tramp freight market. The demand and supply relationships in the market is also analysed in detail. Tramp shipping is an industry that has a market which functions under conditions that are not dissimilar to the theoretical model of perfect competition. However, it does notmean that tramp shipping market is a perfectly competitive market. It is apparent that this realworld competitive system has its imperfections, which means that the market for tramp shipping is near to being a perfectly competitive market on an internaitonal scale and it is freight are therefore subjext to the laws of supply and demand. In theory, the minimum freight rate in the short term is that at which the lowest cost vessels will lay-up in preference to operating, and is equal to the variable costs minus lay-up costs; and this would imply that in all times except those of full employment for ships there is a tendency for newer low-cost, and, probably, faster vessels to be driving the older high-cost vessels in the breaker's yards. In this case, shipowners may be reluctant to lay-up their ships becasue of obligations to crews, or because they would lose credibility with shippers or financiers, or simply because of lost prestige. Mainly, however, the decision is made on strictly economic grounds. When, for example, the total operating costs minus the likely freight earnings are greater than the cost of taking the ship out of service, maintaining it, and recommissioning it, then a ship may be considered for laying-up; shipowners will, in other words, run the ships at freight earnings below operating costs by as much as the cost of laying them up. As described above, the freight rates fixed on the tramp shipping market are subject to the laws of supply and demand. In other words, the basic properties of supply and demand are of significance so far as price or rate fluctuations in the tramp freight market are concerned. In connection with the same of the demand for tramp shipping services, the following points should be brone in mind: (a) That the magnitude of demand for sea transport of dry cargoes in general and for tramp shipping services in particular is increasing in the long run. (b) That owning to external factors, the demand for tramp shipping services is capable of varying sharphy at a given going of time. (c) The demad for the industry's services tends to be price inelastic in the short run. On the other hand the demand for the services offered by the individual shipping firm tends as a rule to be infinitely price elastic. In the meantime, the properties of the supply of the tramp shipping facilities are that it cannot expand or contract in the short run. Also, that in the long run there is a time-lag between entrepreneurs' decision to expand their fleets and the actual time of delivery of the new vessels. Thus, supply is inelastic and not capable of responding to demand and price changes at a given period of time. In conclusion, it can be safely stated that short-run changes in freight rates are a direct result of variations in the magnitude of demand for tramp shipping facilities, whilest the average level of freight rates is brought down to relatively low levels over prolonged periods of time.

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Successful Lifelong Learning Strategies for Slow Learners: Applying Grit and Growth Mindset (느린 학습자를 위한 성공적인 평생학습 전략: 그릿 및 성장 마인드셋의 적용)

  • Eun Mi Shin;Ok Geun Choi;Gyu Dal Lee;Duk Han Kwon;Chang Seek Lee
    • Industry Promotion Research
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    • v.8 no.4
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    • pp.163-176
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    • 2023
  • Through a literature review, this study examined the concept of slow learners and the lifelong learning characteristics of slow learners, and sought ways to achieve successful lifelong learning by utilizing grit and growth mindset among non-cognitive characteristics. Slow learners were experiencing difficulties in cognitive, academic, linguistic, social and emotional, and behavioral characteristics. For successful lifelong learning of slow learners, it was necessary to set long-term goals rather than short-term goals and to maintain effort and consistency of interest to achieve the goals. In addition, it was confirmed that in order to achieve long-term goals, it is necessary to believe that change can be achieved through effort and learning. In other words, the need for learning using grit and growth mindset was confirmed. Based on these previous research results, it was presented as a lifelong learning strategy for slow learners that applied grit and growth mindset, which are non-cognitive characteristics, rather than cognitive characteristics such as intelligence.

Population Aging and Health Promotion Activities in Korea (한국에서의 인구 고령화 추이와 건강증진사업의 중요성)

  • Maeng, Gwang-Ho
    • Journal of Korea Association of Health Promotion
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    • v.2 no.3
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    • pp.31-46
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    • 2004
  • Owing to continuous economic growth, an increased standard of living, and improvements to health care in Korea, the life expectancy of Koreans rose from 69.0years in 1985 to 71.3 years in 1990 It continued to rise throughout the 1990s, and, by2002, had reached 76.5 years for the general population and 80.0 years for Korean females. Similarly, the percentage of the Korean population that is 65 years of age or older Increased from 3.1 In 1970 to 7.1 In 2000, and is expected to reach approximately14.0 in 2019. Thus, according to this estimate, Korea will have evolved from an 'aging society 'to an "aged society" in only 19 years. In the case of other countries, this same transformation has generally taken 2 to 5 times longer. One of the major issues related to Korea's rapid1y aging population relates to the health problems of the elderly According to the 2002 National Health Survey Report,87.6 percent of the elderly were reported to have at least one chronic disease. In other words, almost 9 out of evert 10 elderly persons in Korea were suffering from a chronic illness. This, clearly, places a significant economic burden on Korean society in the form of increased health care costs. This paper examines the increasing prevalence of chronic diseases within Korea's rapidly aging population and offers some possible short- and long-term solutions to cope with the increased burden being placed on Korea's health care system. These Include the basic services at local health centers for the elderly and the national life-long health promotion programs that aim to correct unhealthy behavior, such as smoking, the excessive use of alcohol, and poor eating and exercise habits.

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Population Aging and Health Promotion Activities in korea (한국에서의 인구 고령화 추이와 건강증진사업의 중요성)

  • Maeng, Gwang-Ho
    • Journal of Korea Association of Health Promotion
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    • v.2 no.2
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    • pp.187-197
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    • 2004
  • Owing to continuous economic growth, an increased standard of living, and improvements to health care in Korea, the life expectancy of Koreans rose from 69.0 years in 1985 to 71.3years in 1990. It continued to rise throughout the 1990s, and, by 2002, had reached 76.5years for the general population and 80.0 years for Korean females. Similarly, the percentage of the Korean population that is 65 years of age or older increased from 3.1 in 1970 to 7.1in 2000, and is expected to reach approximately 14,0 in 2019. Thus, according to this estimate, Korea will have evolved from an "aging society" to an "aged society" in only 19years. In the case of other countries, this same transformation has generally taken 2 to 5times longer. One of the major issues related to Korea's rapidly aging population relates to the health problems of the elderly. According to the 2002 National Health Survey Report, 87,6 percent of the elderly were reported to Have at least one chronic disease. In other words, almost 9out of every 10 elderly persons in Korea were suffering from a chronic illness, This, clearly, places a significant economic burden on Korean society in the form of increased health care Costs. This paper examines the increasing prevalence of chronic diseases within Korea's rapidlv aging population and offers some possible short- and long-term solutions to cope with the increased burden being placed on Korea's health care system. These include the basic services at local health centers for the elderly and the national life-long health promotion programs that aim to correct unhealthy behavior, such as smoking, the excessive use of alcohol, and poor eating and exercise habits.

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LSTM Language Model Based Korean Sentence Generation (LSTM 언어모델 기반 한국어 문장 생성)

  • Kim, Yang-hoon;Hwang, Yong-keun;Kang, Tae-gwan;Jung, Kyo-min
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.41 no.5
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    • pp.592-601
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    • 2016
  • The recurrent neural network (RNN) is a deep learning model which is suitable to sequential or length-variable data. The Long Short-Term Memory (LSTM) mitigates the vanishing gradient problem of RNNs so that LSTM can maintain the long-term dependency among the constituents of the given input sequence. In this paper, we propose a LSTM based language model which can predict following words of a given incomplete sentence to generate a complete sentence. To evaluate our method, we trained our model using multiple Korean corpora then generated the incomplete part of Korean sentences. The result shows that our language model was able to generate the fluent Korean sentences. We also show that the word based model generated better sentences compared to the other settings.