• Title/Summary/Keyword: Experience GA

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A Study of A Design Optimization Problem with Many Design Variables Using Genetic Algorithm (유전자 알고리듬을 이용할 대량의 설계변수를 가지는 문제의 최적화에 관한 연구)

  • 이원창;성활경
    • Journal of the Korean Society for Precision Engineering
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    • v.20 no.11
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    • pp.117-126
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    • 2003
  • GA(genetic algorithm) has a powerful searching ability and is comparatively easy to use and to apply as well. By that reason, GA is in the spotlight these days as an optimization skill for mechanical systems.$^1$However, GA has a low efficiency caused by a huge amount of repetitive computation and an inefficiency that GA meanders near the optimum. It also can be shown a phenomenon such as genetic drifting which converges to a wrong solution.$^{8}$ These defects are the reasons why GA is not widdy applied to real world problems. However, the low efficiency problem and the meandering problem of GA can be overcomed by introducing parallel computation$^{7}$ and gray code$^4$, respectively. Standard GA(SGA)$^{9}$ works fine on small to medium scale problems. However, SGA done not work well for large-scale problems. Large-scale problems with more than 500-bit of sere's have never been tested and published in papers. In the result of using the SGA, the powerful searching ability of SGA doesn't have no effect on optimizing the problem that has 96 design valuables and 1536 bits of gene's length. So it converges to a solution which is not considered as a global optimum. Therefore, this study proposes ExpGA(experience GA) which is a new genetic algorithm made by applying a new probability parameter called by the experience value. Furthermore, this study finds the solution throughout the whole field searching, with applying ExpGA which is a optimization technique for the structure having genetic drifting by the standard GA and not making a optimization close to the best fitted value. In addition to them, this study also makes a research about the possibility of GA as a optimization technique of large-scale design variable problems.

A Study on Feasibility as Food Tourism Resources of Head Families (Jong Ga) - With a Inje Jong Ga Familiarization Tour Participants - (종가의 음식관광자원 가능성 연구 - 인제종가 팸투어 참가자 대상으로 -)

  • Choi, Jia;Lee, Eun-Joo
    • The Korean Journal of Food And Nutrition
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    • v.27 no.6
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    • pp.1078-1089
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    • 2014
  • The purpose of this research was to reveal how Jong Ga and its cuisine is perceived by Koreans and foreign tourists and to develop Jong Ga culinary culture for culinary tourism. The Inje Jong Ga was chosen since it is located in Jeonju, Hanok Village, which is a destination for tourists and gourmet enthusiasts. In-depth personal interviews were performed with Koreans and with foreign tourists who were visiting Korea. Interviews were done to provide deeper insight into the comments and subject matters. Most tourists selected "having one table setting for each (Doksang)" as the most distinctive part of Jong Ga and its cuisine. To develop the experience at a Jong Ga as a culinary destination, questionnaires were created to study six areas: preferences on length of stay, price range, food serving style, things to be improved, expectations by as a tourist at a Jong Ga, and the role of the food guide. Perceptions toward Jong Ga and its cuisine were generally positive, but the quality of service and lack of organization in establishments were perceived to be the negative factors.

Realization of Intelligence Controller Using Genetic Algorithm.Neural Network.Fuzzy Logic (유전알고리즘.신경회로망.퍼지논리가 결합된 지능제어기의 구현)

  • Lee Sang-Boo;Kim Hyung-Soo
    • Journal of Digital Contents Society
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    • v.2 no.1
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    • pp.51-61
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    • 2001
  • The FLC(Fuzzy Logic Controller) is stronger to the disturbance and has the excellent characteristic to the overshoot of the initialized value than the classical controller, and also can carry out the proper control being out of all relation to the mathematical model and parameter value of the system. But it has the restriction which can't adopt the environment changes of the control system because of generating the fuzzy control rule through an expert's experience and the fixed value of the once determined control rule, and also can't converge correctly to the desired value because of haying the minute error of the controller output value. Now there are many suggested methods to eliminate the minute error, we also suggest the GA-FNNIC(Genetic Algorithm Fuzzy Neural Network Intelligence Controller) combined FLC with NN(Neural Network) and GA(Genetic Algorithm). In this paper, we compare the suggested GA-FNNIC with FLC and analyze the output characteristics, convergence speed, overshoot and rising time. Finally we show that the GA-FNNIC converge correctly to the desirable value without any error.

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Comparative Study on Dimensionality and Characteristic of PSO (PSO의 특징과 차원성에 관한 비교연구)

  • Park Byoung-Jun;Oh Sung-Kwun;Kim Yong-Soo;Ahn Tae-Chon
    • Journal of Institute of Control, Robotics and Systems
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    • v.12 no.4
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    • pp.328-338
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    • 2006
  • A new evolutionary computation technique, called particle swarm optimization(PSO), has been proposed and introduced recently. PSO has been inspired by the social behavior of flocking organisms, such as swarms of birds and fish schools and PSO is an algorithm that follows a collaborative population-based search model. Each particle of swarm flies around in a multidimensional search space looking for the optimal solution. Then, Particles adjust their position according to their own and their neighboring-particles experience. In this paper, characteristics of PSO such as mentioned are reviewed and compared with GA which is based on the evolutionary mechanism in natural selection. Also dimensionalities of PSO and GA are compared throughout numeric experimental studies. The comparative studies demonstrate that PSO is characterized as simple in concept, easy to implement, and computationally efficient and can generate a high-quality solution and stable convergence characteristic than GA.

The Experience of Institutionalization by the Elderly (시설노인의 입소경험)

  • Lee, Ga-Eon
    • Research in Community and Public Health Nursing
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    • v.13 no.4
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    • pp.668-678
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    • 2002
  • Purpose: The number of nursing home residents has been increasing in Korea. Nurses need to know the lived experience of relocation of the elderly to long-term care facilities. However, studies on this issue has not yet been conducted in Korea. Therefore, this study was carried out to understand the experience of institutionalization of the elderly using a phenomenological approach. Method: There were 11 participants who consisted of 5 men and 6 women living in 3 different nursing homes. The data was collected through in-depth interviews and participant observation from June 1999 to October 2001, and analyzed by Colaizzi's phenomenological method. Result: A total of 275 meaningful statements related to the experience of institutionalization by the elderly were obtained. Of the 275 statements, 175 were found as the statements with more general forms. 28 themes were grouped into 8 theme clusters. These theme clusters included' resentment at their sons', irresistible admission', 'humiliation on institutionalization', 'being unbearable to shock', 'grief to unfamiliarity', 'being in agony of outwards', 'regret for self-life' and 'comfort for new residence'. Conclusion: Based on these results. we can understand the lived experience of institutionalization of the Korean elderly. We need to develop a nursing program to help the elderly cope with this crisis, and studies about the familys experience on their parents admission to institutionalized facility warrant further exploration.

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Design and Fabrication of 40 ㎓ MMIC Double Balanced Star Mixer using Novel Balun (새로운 발룬 회로를 이용한 40 ㎓ 대역 MMIC 이중 평형 Star 혼합기의 설계 및 제작)

  • 김선숙;이종환;염경환
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.15 no.3
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    • pp.258-264
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    • 2004
  • In this paper, MMIC double balanced star mixer for 40 ㎓ was implemented on GaAs substrate with backside vias. In the design of the MMIC mixer, the design of balun and diode was required. A novel balun structure using microstrip to CPS was presented. The 40 ㎓ balun was designed based on the design experience of the scale-down balun by 2 ㎓. The balun may be suitable for fabrication in MMIC process with backside via and can easily be applied for DBM(Double Balanced Mixer). A Schottky diode was designed and implemented using p-HEMT process considering the compatability with other high frequency MMIC's fabricated on p-HEMT base process. Finally, the double balanced star mixer was fabricated using the balun and the p=HEMP Schottky diode. The measured performance of mixer shows 30 ㏈ conversion loss at 18 ㏈m LO power. This insufficient performance is caused by the unwanted diode at AlGaAs junction in vertical structure of p-HEMT. If the p-HEMT's gate is recessed to AlGaAs layer, and so the diode is eliminated, the mixer's performances will be improved.

RC Snubber Analysis for Oscillation Reduction in Half-Bridge Configurations using Cascode GaN (Cascode GaN의 하프 브릿지 구성에서 오실레이션 저감을 위한 RC 스너버 분석)

  • Bongwoo, Kwak
    • Journal of IKEEE
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    • v.26 no.4
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    • pp.553-559
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    • 2022
  • In this paper, RC snubber circuit design technology for oscillation suppression in half-bridge configuration of cascode gallium nitride (GaN) field effect transistors (FETs) is analyzed. A typical wide band-gap (WBG) device, cascode GaN FET, has excellent high-speed switching characteristics. However, due to such high-speed switching characteristics, a false turn-off problem is caused, and an RC snubber circuit is essential to suppress this. In this paper, the commonly used experimental-based RC snubber design technique and the RC snubber design technique using the root locus method are compared and analyzed. In the general method, continuous circuit changes are required until the oscillation suppression performance requirement is met based on experimental experience . However, in root locus method, the initial value can be set based on the non-oscillation R-C map. To compare the performance of the two aforementioned design methods, a simulation experiment and a switching experiment using an actual double pulse circuit are performed.

Thermally Assisted Carrier Transfer and Field-induced Tunneling in a Mg-doped GaN Thin Film (Mg가 첨가된 GaN 박막에서 캐리어 전이의 열적도움과 전계유도된 터러링 현상)

  • Chung, Sang-Geun;Kim, Yoon-Kyeom;Shin, Hyun-Gil
    • Korean Journal of Materials Research
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    • v.12 no.6
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    • pp.431-435
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    • 2002
  • The dark current and photocurrent(PC) spectrum of Mg-doped GaN thin film were investigated with various bias voltages and temperatures. At high temperature and small bias, the dark current is dominated by holes thermally activated from an acceptor level Al located at about 0.16 eV above the valence band maximum $(E_v)$, The PC peak originates from the electron transition from deep level A2 located at about 0.34 eV above the $E_v$ to the conduction band minimum $(E_ C)$. However, at a large bias voltage, holes thermally activated from A2 to Al experience the field-in-duces tunneling to form one-dimensional defect band at Al, which determines the dark current. The PC peak associated with the transition from Al to $E_ C$ is also observed at large bias voltages owing to the extended recombination lifetime of holes by the tunneling. In the near infrared region, a strong PC peak at 1.20 eV appears due to the hole transition from deep donor/acceptor level to the valence band.

Relationship between diet behavior and dental caries experience among low socio-economic status children (저소득층 아동의 식이행태와 치아우식경험도의 관련성비교)

  • Lee, Ga-Ryoung
    • Journal of Korean society of Dental Hygiene
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    • v.13 no.1
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    • pp.129-135
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    • 2013
  • Objectives : The purpose of this study was to attempt to lay the foundation for the development of oral health programs geared toward promoting the oral health of low socioeconomic class children. Methods : The subjects of this study have been investigated for the use of children to 96 local children's center. Questionnaire for research purposes are described in more detail under the coordination of child care teachers to students, students to be able to record. The survey was conducted at the Health center. Analyzed the data collected by SPSS 18.0. Results : The findings of the study were as follows: The children were influenced by habits of having a snack in dental caries experience. Higher intake of bread and a lot of children more probability of dental caries experience. I've found a lot of sweet-food intake eleven cakes or fruits and vegetables that children prefer higher dental caries experience was low. Conclusions : Education on dietary behavior for low-income children was necessary because of the high correlation of the relationship between dietary habits and dental caries and diet.

DENTAL TREATMENT UNDER GENERAL ANESTHESIA: AN OVERVIEW OF CLINICAL CHARACTERISTICS OF SPECIAL NEEDS PATIENTS (전신 마취 하 장애인 치과치료에 대한 임상적 고찰)

  • Chang, Juhea
    • The Journal of Korea Assosiation for Disability and Oral Health
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    • v.10 no.2
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    • pp.61-67
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    • 2014
  • The aim of this study was to analyze the clinical characteristics of patients with cognitive and behavioral impairments receiving dental treatment under general anesthesia (GA-dental treatment). From August 2007 to April 2014, information was collected from 475 patients who received GA-dental treatment at the Clinic for Persons with Disabilities, Seoul National University Dental Hospital. The demographic factors (gender, age, disability, medication, GA history, residency type, caregiver, meal type, oral hygiene maintenance, and cooperation level) and dental status (operating duration, DMFT, malocclusion, periodontal disease, tooth defect, and treatment protocol) of the patients were evaluated. DMFT and malocclusion levels were compared among the patients with ANOVA and Sheffe's post-hoc test, and chi-square test, respectively. The correlation between the demographic characteristics and dental status of the patients were analyzed with the Pearson's correction test. The mean age of the patients was 27.1 (7 - 83) years and they had intellectual disabilities (55.4%), developmental disorders (17.9%), brain disorders (16.6%), neurocognitive disorders (4.6%), or others (5.5%). The mean DMFT (DT) was 8.6 (5.2) with a significant difference among the disability types (p<0.05). The incidence of malocclusion was higher in patients with intellectual disabilities and brain disorders than in the other types (p<0.05). The operation time ($191.4{\pm}91.2min$) was correlated with decayed or endodontically-treated teeth (p<0.05). Special needs patients requiring GA-dental treatment showed unfavorable oral conditions. Dental practitioners experience time restrictions and additional costs under a GA setting. Treatment planning and decision-making can be efficiently facilitated by evaluating the clinical characteristics of the patients.