• Title/Summary/Keyword: Circular training

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Multi-objective optimization of tapered tubes for crashworthiness by surrogate methodologies

  • Asgari, Masoud;Babaee, Alireza;Jamshidi, Mohammadamin
    • Steel and Composite Structures
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    • v.27 no.4
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    • pp.427-438
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    • 2018
  • In this paper, the single and multi-objective optimization of thin-walled conical tubes with different types of indentations under axial impact has been investigated using surrogate models called metamodels. The geometry of tapered thin-walled tubes has been studied in order to achieve maximum specific energy absorption (SEA) and minimum peak crushing force (PCF). The height, radius, thickness, tapered angle of the tube, and the radius of indentation have been considered as design variables. Based on the design of experiments (DOE) method, the generated sample points are computed using the explicit finite element code. Different surrogate models including Kriging, Feed Forward Neural Network (FNN), Radial Basis Neural Network (RNN), and Response Surface Modelling (RSM) comprised to evaluate the appropriation of such models. The comparison study between surrogate models and the exploration of indentation shapes have been provided. The obtained results show that the RNN method has the minimum mean squared error (MSE) in training points compared to the other methods. Meanwhile, optimization based on surrogate models with lower values of MSE does not provide optimum results. The RNN method demonstrates a lower crashworthiness performance (with a lower value of 125.7% for SEA and a higher value of 56.8% for PCF) in comparison to RSM with an error order of $10^{-3}$. The SEA values can be increased by 17.6% and PCF values can be decreased by 24.63% by different types of indentation. In a specific geometry, higher SEA and lower PCF require triangular and circular shapes of indentation, respectively.

Dorsal Track Control (DTC): A Modified Surgical Technique for Atraumatic Handling of the Distal Esophagus in Esophagojejunostomy

  • Lehwald-Tywuschik, Nadja;Steinfurth, Fabian;Kropil, Feride;Krieg, Andreas;Sarikaya, Hulya;Knoefel, Wolfram Trudo;Kruger, Martin;Benhidjeb, Tahar;Beshay, Morris;Esch, Jan Schulte am
    • Journal of Gastric Cancer
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    • v.19 no.4
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    • pp.473-483
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    • 2019
  • Surgical therapy for adenocarcinoma of the esophagogastric junction II requires distal esophagectomy, in which a transhiatal management of the lower esophagus is critical. The 'dorsal track control' (DTC) maneuver presented here facilitates the atraumatic handling of the distal esophagus, in preparation for a circular-stapled esophagojejunostomy. It is based on a ventral semicircular incision in the distal esophagus, with an intact dorsal wall for traction control of the esophagus. The maneuver facilitates the proper placement of the purse-string suture, up to its tying (around the anvil), thus minimizing the manipulation of the remaining esophagus. Furthermore, the dorsally-exposed inner wall surface of the ventrally-opened esophagus serves as a guiding chute that eases anvil insertion into the esophageal lumen. We performed this novel technique in 21 cases, enabling a safe anastomosis up to 10 cm proximal to the Z-line. No anastomotic insufficiency was observed. The DTC technique improves high transhiatal esophagojejunostomy.

A Study of Automatic Deep Learning Data Generation by Considering Private Information Protection (개인정보 보호를 고려한 딥러닝 데이터 자동 생성 방안 연구)

  • Sung-Bong Jang
    • The Journal of the Convergence on Culture Technology
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    • v.10 no.1
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    • pp.435-441
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    • 2024
  • In order for the large amount of collected data sets to be used as deep learning training data, sensitive personal information such as resident registration number and disease information must be changed or encrypted to prevent it from being exposed to hackers, and the data must be reconstructed to match the structure of the built deep learning model. Currently, these tasks are performed manually by experts, which takes a lot of time and money. To solve these problems, this paper proposes a technique that can automatically perform data processing tasks to protect personal information during the deep learning process. In the proposed technique, privacy protection tasks are performed based on data generalization and data reconstruction tasks are performed using circular queues. To verify the validity of the proposed technique, it was directly implemented using C language. As a result of the verification, it was confirmed that data generalization was performed normally and data reconstruction suitable for the deep learning model was performed properly.

The Legal Perspectives of the Medical Practice in Korean Medicine (한방의료행위의 법적 개념에 관한 연구)

  • Lee, Hai-Woong
    • Journal of Society of Preventive Korean Medicine
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    • v.21 no.2
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    • pp.45-53
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    • 2017
  • Background and Aim : Lately the age of competition has come among the medical service area. At the same time disputes over the medical practice related to the medical person's territory tend to increase. In part it is due to the increased medical persons but in part it is because the medical practice is not defined clearly in the Medical Service Act for the practice of each medical person. So the legal definition of medical practice will be discussed here. Materials and Method : The cases from the court have been confirmed the difference between the two medical persons regarding the actual events. Legal aspects of medical practice in Korean medicine and the related cases will be reviewed and analysed. Results : The form of medical practice consists of administrating Korean medicine treatment and providing guidance for health based on Korean medicine. For medical doctors the practice includes medical treatment and guidance for health. Circular definition in the Medical Service Act over the medical practice, medical person and medical instruments makes it difficult to understand the whole idea. Therefore, the court has a tendency to decide the medical practice of medical doctor of Korean medicine from the some reliable points which is: 1) it is based on the principle of traditional Korean Medicine, 2) it is practiced by the medical doctor of Korean Medicine, 3) it can do harm to the patient without proper involvement of the medical doctor of Korean Medicine. Now the Act on the promotion of Korean Medicine and Pharmaceuticals makes it include the concept of "scientifically applied and developed" medical practice of Korean Medicine. Conclusions : With the essential change in the Act on the promotion of Korean Medicine and Pharmaceuticals, it is expected that even slight change can be seen in the court cases. However, still the concept of medical practice in the Medical Service Act remains the same. Modernisation of Korean Medicine, enhancement of textbooks and clinical practice training and the effort to amend the law to clearly define the medical practice of Korean Medicine will contribute to the clinical and academic environment. Evidence based Korean Medicine and even the unification of east-west medicine could be considered for the situation.

Prediction of Ultimate Strength and Strain of Concrete Columns Retrofitted by FRP Using Adaptive Neuro-Fuzzy Inference System (FRP로 보강된 콘크리트 부재의 압축응력-변형률 예측을 위한 뉴로퍼지모델의 적용)

  • Park, Tae-Won;Na, Ung-Jin;Kwon, Sung-Jun
    • Journal of the Korea Concrete Institute
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    • v.22 no.1
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    • pp.19-27
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    • 2010
  • Aging and severe environments are major causes of damage in reinforced concrete (RC) structures such as buildings and bridges. Deterioration such as concrete cracks, corrosion of steel, and deformation of structural members can significantly degrade the structural performance and safety. Therefore, effective and easy-to-use methods are desired for repairing and strengthening such concrete structures. Various methods for strengthening and rehabilitation of RC structures have been developed in the past several decades. Recently, FRP composite materials have emerged as a cost-effective alternative to the conventional materials for repairing, strengthening, and retrofitting deteriorating/deficient concrete structures, by externally bonding FRP laminates to concrete structural members. The main purpose of this study is to investigate the effectiveness of adaptive neuro-fuzzy inference system (ANFIS) in predicting behavior of circular type concrete column retrofitted with FRP. To construct training and testing dataset, experiment results for the specimens which have different retrofit profile are used. Retrofit ratio, strength of existing concrete, thickness, number of layer, stiffness, ultimate strength of fiber and size of specimens are selected as input parameters to predict strength, strain, and stiffness of post-yielding modulus. These proposed ANFIS models show reliable increased accuracy in predicting constitutive properties of concrete retrofitted by FRP, compared to the constitutive models suggested by other researchers.

A Study on Convergence Medical Efficacy of Native Chicken (재래닭의 의학적 효능 융복합연구)

  • Lee, Kang-Hyun;Park, Sang-Woo;Ji, Joong-Gu
    • Journal of Digital Convergence
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    • v.13 no.9
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    • pp.439-444
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    • 2015
  • This study analyzes the chicken-related prescription shown in the literature summarized by standing tradition deliberate aims to investigate the clinical efficacy of native chickens. Therefore, The old traditional medicine books of native chickens translate and organize the relevant prescriptions. The manuscript old documents is prescribed by the old central documents sourced directly from generation to generation descendants technical publishing contemporary situation sake of the development of this unique formulation not only contemporary who established himself through numerous trials and errors. Browse almost circular in traditional medicine prescription, which is scattered throughout the country is difficult, and because of the loss can not be confirmed even its existence. This study is to establish the analysis and separated by organized to establish a database on the basis of prescription and mixed herbs in a variety of functional foods developed through usability evaluation methods of treatment. Therefore, the management systems of native chickens related to lack of knowledge and information to foster the continued expansion and specialized training and knowledge of the future growth engine industry through the added value of cultural projects of national knowledge resources. Finally, convergence research and evaluate the usefulness of native chickens through interdisciplinary research systems, and practical measures of functional foods and alternative medicine are presented as well.

Transactional Analysis and integrated application of Psychodrama: Focusing on drama triangle (교류분석과 사이코드라마의 통합적인 적용 - 드라마 삼각모형을 중심으로 -)

  • Chin, Hye Jeon
    • The Korean Journal of Psychodrama
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    • v.21 no.2
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    • pp.73-95
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    • 2018
  • The purpose of this study is to show an example of the integrated application of The Transactional Analysis and Psychodrama in order to help various experimental attempts and Empowering of psychodramatists. The Drama Triangle, a game model developed by Kaufman, can be well explained through the Psychodrama. Linda Condon introduced role reversal, mirroring, and auxiliary ego, double ego technique that helps act in psychodrama through a model for restoring dysfunction. The Acting out of Psychodrama provides emotional experiences and experiences that can not be presented in Transactional analysis. Through the couching technique Psychodrama, it is possible to accurately inform the situation of the victim, the persecutor, and the rescuer who plays the psychological game. Also, couching technique can perform role training for solution. The concept of the ego state of The Transactional analysis can be useful for the director to understand the Protagonist's language and attitude and to set the scene. This paper shows an example of the application of the Transactional Analysis approach and the Psychodrama integration through the act of the drama triangle game, which is the concept of Transactional Analysis, and it is meaningful to propose a circular relationship framework of the role developed by the author .