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Design of Incremental FCM-based Recursive RBF Neural Networks Pattern Classifier for Big Data Processing (빅 데이터 처리를 위한 증분형 FCM 기반 순환 RBF Neural Networks 패턴 분류기 설계)

  • Lee, Seung-Cheol;Oh, Sung-Kwun
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.65 no.6
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    • pp.1070-1079
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    • 2016
  • In this paper, the design of recursive radial basis function neural networks based on incremental fuzzy c-means is introduced for processing the big data. Radial basis function neural networks consist of condition, conclusion and inference phase. Gaussian function is generally used as the activation function of the condition phase, but in this study, incremental fuzzy clustering is considered for the activation function of radial basis function neural networks, which could effectively do big data processing. In the conclusion phase, the connection weights of networks are given as the linear function. And then the connection weights are calculated by recursive least square estimation. In the inference phase, a final output is obtained by fuzzy inference method. Machine Learning datasets are employed to demonstrate the superiority of the proposed classifier, and their results are described from the viewpoint of the algorithm complexity and performance index.

The Influence of 4 wks Complex Therapeutic Exercises on Visual Analog Scale of Pain and Range of Motion for Middle-Aged Women with Breast Cancer-Related Lymphedema (4주간 복합 운동치료가 유방암 림프부종 중년여성의 통증, 견관절 가동범위에 미치는 영향)

  • Lee, Byung-Ki;Lee, Jae-Sub;Kim, Tae-Soo
    • Journal of the Korean Society of Physical Medicine
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    • v.8 no.2
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    • pp.153-161
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    • 2013
  • PURPOSE: This study aimed to investigate the effect of complex theraputic exercise on visual analog scale of pain, shoulder' range of motion for middle-aged women with breast cancer related lymphedema. METHODS: The 14 middle-aged women involved voluntary in this study and then they were divided into two groups(n =7 per group). The complex exercise program was implemented over 4 weeks, 60 minutes per day, with 3 types of exercise for stimulation whereas the control group was performed a classical decongestive physiotherapy in a same day. For data analysis, the mean and standard deviation were estimated; 2 way repeated measures ANOVA was carried out. RESULTS: First, The level of VAS was significantly reduced on time, interaction effect in the group. Second, most factors of ROM were significantly increased on time, interaction effect whereas extension was not significantly increased. CONCLUSION: In conclusion, Our results showed that complex therapeutic exercise could improve or maintain VAS and ROM of shoulder joint for middle-aged women with breast cancer related lymphedema.

Reliability and Validity on Oswestry Low Back Pain Disability Index(OLBPDI) in Patients with Low Back Pain (일부 요통환자를 대상으로 한 OLBPDI의 신뢰도 및 타당도)

  • Yi, Seung-Ju;Kim, Jin-Seop
    • Journal of Korean Physical Therapy Science
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    • v.18 no.3
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    • pp.53-61
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    • 2011
  • Purpose : his study was to analyze the reliability and validity on Oswestry Low Back Pain Disability Index (OLBPDI) in patients with low back pain. Methods : The sample consisted of 211 patients who had received treatments at the physical therapy units of 3 medical institutions from February to December 2008 in Andong city. Questionnaires on the OLBPDI were recruited by 6 physical therapists. The internal structure and reliability of the scales were evaluated by means of item-internal consistency(Cronbach's alpha coefficient:${\alpha}$), item-discriminant validity, Pearson's relation coefficient. Results : An average of patients's age was 41.1 years. The range of OLBPDI subscales were .93~.94 in Cronbach's ${\alpha}$. The internal consistency reliability of total item-each item were also internally consistent with Cronbach's ${\alpha}$ range of .94~.95(Pearson's correlation coefficient range: .62~.89). However, high correlation were obtained among 10 items(.67~.83), therefore the item-discriminant validity was a little low. Conclusion: In conclusion, the results reported here confirm the reliability of the OLBPDI scales in patients with low back pain. The collection of information on the level of disability due to low back pain using this instrument was acceptable to patients. A further prospective multi-center study will be necessary to prove the reliability and validity.

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A Study on the Usage and plan of Indoor Community Facilities in Apartment Complex (아파트 단지 부대복리 시설 이용과 배치유형에 관한 연구)

  • Hong, Dong-Jin;Lee, Hyo-Chang;Kim, Na-yeon;Kim, Jung-Hyeon;Ha, Mi-Kyoung
    • KIEAE Journal
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    • v.7 no.6
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    • pp.65-72
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    • 2007
  • The economic growth of the modern society brought economic expansion of the national income. It is to increase the demand that faced with community or convenience facilities helping living of the residents, but the community facilities in the apartment helping living of residents do not adapt resident living conditions or demands. This study analyzes as follows the use present situation of the community facilities supplied with an apartment plan and building plans. The objective of the study is to understand a problem of an installation standard of community facililities throughout research. The study way was based on literature review, a field study and an interview with manager in the apartments. We are as follows telling the conclusion of this research. The builder must plan the facilities which the resident requests from the plan stage to the conclusion. We must consider the operation method according to the facilities. The facilities must be planed to make the contentment of the resident with the usage.

Converter Control for APU of 8200 Series Electric Locomotive using Advanced Single Phase PLL Control Method (진보된 단상 PLL 제어방법을 이용한 8200호대 전기기관차 보조전원장치용 컨버터 제어)

  • Jung, No-Geon;Lee, Eul-Jae;Kim, Jae-Moon
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.66 no.1
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    • pp.211-215
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    • 2017
  • The APF (All Pass Filter) method that utilizes the computational power of the controller is most commonly used. However, since the calculation of the filter coefficient is complicated, the calculation is carried out in advance. It is difficult to apply it to the frequency fluctuation environment because the coefficient value is fixed. In this paper, a new control method of single phase PLL that can be usefully used in PWM converter device for electric railway was explained. Comparison and examination of similarities and differences between the conventional APF method PLL controller method and the newly proposed modified MA filter method PLL technique were performed. The possibility of implementation of the modified MA filter method through computer simulation was analyzed. In conclusion, the method proposed as the conclusion was applied to the APU(Auxiliary Power System) of 8200 Series Electric Locomotive and its usefulness was confirmed.

A Study on Effective Discussion Based Training Applying to Army War-game Process in 『Disaster Response Safety Korea Training』 (『재난대응 안전한국훈련』시 군(軍)의 '워-게임(War-Game)' 과정을 적용한 효과적인 '토론기반훈련' 에 관한 연구)

  • Yoon, Woo-Sup;Seo, Jeong-Cheon
    • Journal of the Society of Disaster Information
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    • v.15 no.3
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    • pp.347-357
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    • 2019
  • Purpose: The purpose of this paper is to present a method for effectively conducting discussion-based training in disaster response safety training. Method: To this end, we analyzed the disaster response training of developed countries and suggested the training scenarios by applying the war-game process that is currently applied in the operation planning of our military. Result: In one disaster situation, several contingencies could be identified, and supplementary requirements for the manual could be derived. Conclusion: Therefore, in conclusion, if the military war-game process is applied to the discussion-based training in disaster response safety training, effective training can be carried out.

Comparison of the Effects of Different Adduction Loads on EMG Activities of Selected Shoulder Muscles During Shoulder External Rotation Exercise in Healthy Young People

  • Peng, Cheng;Bae, Chang-Hwan;Choi, Eun-Hong;Kim, Myoung-Kwon
    • Journal of the Korean Society of Physical Medicine
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    • v.14 no.2
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    • pp.1-7
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    • 2019
  • PURPOSE: This study was conducted to investigate effects of shoulder adduction load on rotator cuff muscles, including the infraspinatus, during the external rotation exercise of shoulder. METHODS: This study investigated 16 healthy university students from Daegu University. Before the study started, all participants understood the content of this study. They signed an informed consent form. Five electrodes for surface electromyography (sEMG) were attached to their infraspinatus, middle deltoid, posterior deltoid, upper trapezius and pectoralis major. The participants then underwent the shoulder external rotation exercise with the shoulder adduction at three loads (0 mmHg, 20 mmHg and 40 mmHg) that were controlled using a stabilizer Pressure $Bio-feedback^{TM}$ device. The surface electrodes recorded the electromyographic data during the external rotation exercise of shoulder. RESULTS: The infraspinatus was most activated when the shoulder adduction pressure was 40 mmHg during the external rotation exercise of shoulder. The infraspinatus activation significantly increased when the shoulder adduction pressure intensity increased, while the middle deltoid activation and the posterior deltoid activation significantly decreased (p<.05). CONCLUSION: In conclusion, increases in shoulder adduction load intensity during shoulder external rotation exercises can have a positive effect on the infraspinatus, which consists of rotator cuff muscles, with minimal activity in the middle and posterior deltoid.

Corporate Patent Management and its Relationship with Creating Commercial Value

  • SUNG, Ikkyung
    • East Asian Journal of Business Economics (EAJBE)
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    • v.9 no.3
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    • pp.101-112
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    • 2021
  • Purpose - Corporate patent management refers to an organization belonging to the government or an intergovernmental organization that plays a bigger role in controlling patents. The purpose of the present study is to investigate and suggest brief solutions regarding how companies should manage their patents, maximizing their commercial values. Research design, Data, and methodology - Since the current researcher needed to optimize authenticity, the datasets were used primarily for collecting data from various sources examined by peers. This research used a claim from PRISMA (preferred reporting items for systematic reviews and meta-analysis) to identify prior studies within the limits of the sample. Result - The results revealed that corporate patent management is faced with different problems in the course of its operations. It faces many different critics from the outside world; therefore, a need to solve those problems. This study strongly suggests there are seven solutions to manage companies' patents. Conclusion - The conclusion of this study points out that The prolonged period has given some business organizations a competitive advantage over others especially that belong to industries that have a lower propensity to adopt patent rights. As a result, some business organizations have grown relatively faster than others within the long period they remain as patent rights members.

Study on the Relationship between Carotid Intima-Media Thickness and Korean Standard of Pattern Identification in Ischemic Stroke Patients (뇌경색 환자의 경동맥 초음파 검사와 한방 중풍 변증과의 관련성 연구)

  • Kim, Kyoung Min
    • The Journal of the Society of Stroke on Korean Medicine
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    • v.15 no.1
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    • pp.29-38
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    • 2014
  • ■ Objectives The purpose of this study was to investigate the correlation of The Korean Standard Pattern Identification for Stroke and Intima-Media Thickness of common carotid artery(CCA-IMT). ■ Methods 100 subjects with acute ischemic stroke were recruited from the patients admitted to DongEui Medical Center from the June 2011 to January 2014. We assessed 100 patient's Common Carotid Intima Media Thickness data by B Mode ultrasonography. We investigated pattern identification of all subjects based on Korean Standard Pattern Identification for Stroke-III. then, We analyzed their characteristics, risk factor, blood test result, life style. ■ Results We analyzed indicators of Korean Standard Pattern Identification for Stroke-III by Common Carotid Intima Media Thickness difference. As a result, pale complexion, look powerless, drowsiness like to lie, heat vexation and aversion to heat were significantly higher in the CCAIMT ≧ 1.0mm group then in the CCA-IMT < 1.0mm group. ■ Conclusion According to the analysis, the Relationship between Carotid Intima-Media Thickness and The Korean Standard Pattern Identification for Stroke in Ischemic Stroke Patients were founded. To acquire more concrete conclusion on this theme, we need more research.

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Four cases of vitiligo patients treated by Oriental medical treatment who have experienced Excimer Laser treatment (엑시머레이저 치료를 경험했던 백반증 환자가 한방복합치료와 엑시머레이저 병행치료로 호전된 치험 4례)

  • Lee, Jin-Hyuk;Kim, Se-Yoon
    • The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
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    • v.27 no.3
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    • pp.205-212
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    • 2014
  • Purpose: This study aims to prove effects of an oriental medical complex therapy on vitiligo patients who have experienced the Eximer laser therapy. Method: The study conducted its investigation targeting these four patients who have not been observed with any satisfactory reaction to the Eximer laser therapy. The study analyzed the findings through the comparison on the pictures before and after the therapy. Result: After comparing the pictures, the study confirmed positive changes in the conditions of the patients. The oriental medical complex therapy turned out to be effective enough to treat the patients who have gone through the Eximer laser therapy before. Conclusion: Such result leads the study to a conclusion that the oriental medical complex therapy can be an effective way to treat these patients who do not have a satisfactory reaction to the Eximer laser therapy. In addition, the author of the study suggests that more clinical trials should be conducted.