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A TSK fuzzy model optimization with meta-heuristic algorithms for seismic response prediction of nonlinear steel moment-resisting frames

  • Ebrahim Asadi;Reza Goli Ejlali;Seyyed Arash Mousavi Ghasemi;Siamak Talatahari
    • Structural Engineering and Mechanics
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    • v.90 no.2
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    • pp.189-208
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    • 2024
  • Artificial intelligence is one of the efficient methods that can be developed to simulate nonlinear behavior and predict the response of building structures. In this regard, an adaptive method based on optimization algorithms is used to train the TSK model of the fuzzy inference system to estimate the seismic behavior of building structures based on analytical data. The optimization algorithm is implemented to determine the parameters of the TSK model based on the minimization of prediction error for the training data set. The adaptive training is designed on the feedback of the results of previous time steps, in which three training cases of 2, 5, and 10 previous time steps were used. The training data is collected from the results of nonlinear time history analysis under 100 ground motion records with different seismic properties. Also, 10 records were used to test the inference system. The performance of the proposed inference system is evaluated on two 3 and 20-story models of nonlinear steel moment frame. The results show that the inference system of the TSK model by combining the optimization method is an efficient computational method for predicting the response of nonlinear structures. Meanwhile, the multi-vers optimization (MVO) algorithm is more accurate in determining the optimal parameters of the TSK model. Also, the accuracy of the results increases significantly with increasing the number of previous steps.

A study on the merger and abolition policy of small scale school in the rural area (농산촌 소규모학교 통폐합 정책에 관한 연구)

  • Lee, Jae-Rim
    • The Journal of Sustainable Design and Educational Environment Research
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    • v.12 no.3
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    • pp.26-35
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    • 2013
  • The study aims to deduct the factors needed for the judgement on merger and abolition policies and draw out suitable types of these policies through interviews with the people concerned during the process of the merger and abolition of schools in rural communities. Following are the results of the study. For the smaller scaled schools, it was possible to notice the fact that there are positive and negative aspects associated with the curriculums and the sociality of the students. However, collectively considering with the continuous decrease in the number of school aged children along with the development of curriculums, personal characters and sociality of the students, it is better when the schools are properly scaled. Also, it is needed to consider new sets of policies as the number of school aged children is continuously decreasing - the current policy states that there should be one school per village. For the implementation while not losing centripetal points of schools within the communities, the Branch policy(1-2 years based or 1-4 years based) is considered. This implementation is considered to be possible because the Branch schools can be turned into facilities such as nursery schools and preschools which enables communities to sustain the spaces for cultural and welfare needs for their own.

Study on improvement of Performance of Call of IP PBX embeded using the Cashing Method (캐싱을 이용한 임베디드 IP PBX의 통화지연 개선에 관한 연구)

  • Kim, Sam-Taek
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.8 no.6
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    • pp.21-28
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    • 2008
  • In this paper, we proposed an algorithm that reduces call setup time between the IP PBXs installed in the main office and several branch offices. In the IP PBXs installed in branch offices, we prepare some internal memory spaces, and they keep the frequently used extension numbers and the corresponding IP PBX's addresses. In order to call an extension number registered to the other remote IP PBX from an extension number registered to the local IP PBX, the local PBX searches for the destined extension from its internal memory first. If the extension is found, then the local PBX uses its corresponding IP PBX address stored along with the extension, instead of making a query to the main office's IP PBX. By this technique, we could shorten the average call setup time and verified it by an experiment.

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Effect of Training Time on Quality and Yield of 'Sinsakigake-2' Pepper (정지시기에 의한 '신사기가께2호' 고추의 품질과 수량)

  • An, Chul Geon;Kim, Yeong Bong;Jeong, Byung Ryong
    • Horticultural Science & Technology
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    • v.18 no.5
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    • pp.591-593
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    • 2000
  • This study was conducted to investigate the effect of training time on the growth and yield of 'Sinsakigake-2' pepper (Capsicum annuum L.). Plants were either left untrained as control or trained at the third node leaving four shoots per plant. Plants were traind at 20, 45, 70, or 95 days after transplanting (DAT). The earlier the training time, the more the branch number of the plant. Fruit weight was not affected by training time. However, the percentage of marketable fruits and the number of marketable fruits per plant were the highest in plants trained at 70 DAT, and the lowest in the control. Early marketable yield was the highest in the control, and the lowest in plants trained at 45 DAT.

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Economic Analysis of SONET/WDM UPSR and BLSR Ring Networks Using Traffic Grooming (트래픽 그루밍을 이용한 SONET/WDM 단방향, 양방향 링 네트워크의 경제성 분석)

  • Kang, Donghan;Park, Sungsoo
    • Journal of Korean Institute of Industrial Engineers
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    • v.30 no.3
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    • pp.213-223
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    • 2004
  • We consider the traffic grooming problem for the design of SONET/WDM(Synchronous Optical NETwork/Wavelength Division Multiplexing) ring networks. Given a physical network with ring topology and a set of traffic demands between pairs of nodes, we are to obtain a stack of rings with the objective of minimizing the number of ADMs installed at the nodes. This problem arises when a single ring capacity is not large enough to accommodate all the demands. As a solution method, an efficient algorithm based on the branch-and-price approach has been reported in the literature for the problem in which only unidirecional path switched ring (UPSR) was considered. In this study, we suggest integer programming models and the algorithms based on the same approach as the above one, considering two-fiber bidirectional line switched ring(BLSR/2), and BLSR/4 additionally. Using the results, we compare the number of required ADMs for all types of the ring architecture.

A high-order gradient model for wave propagation analysis of porous FG nanoplates

  • Shahsavari, Davood;Karami, Behrouz;Li, Li
    • Steel and Composite Structures
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    • v.29 no.1
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    • pp.53-66
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    • 2018
  • A high-order nonlocal strain gradient model is developed for wave propagation analysis of porous FG nanoplates resting on a gradient hybrid foundation in thermal environment, for the first time. Material properties are assumed to be temperature-dependent and graded in the nanoplate thickness direction. To consider the thermal effects, uniform, linear, nonlinear, exponential, and sinusoidal temperature distributions are considered for temperature-dependent FG material properties. On the basis of the refined-higher order shear deformation plate theory (R-HSDT) in conjunction with the bi-Helmholtz nonlocal strain gradient theory (B-H NSGT), Hamilton's principle is used to derive the equations of wave motion. Then the dispersion relation between frequency and wave number is solved analytically. The influences of various parameters (such as temperature rise, volume fraction index, porosity volume fraction, lower and higher order nonlocal parameters, material characteristic parameter, foundations components, and wave number) on the wave propagation behaviors of porous FG nanoplates are investigated in detail.

Adaptation of Farm Field Transplanting and Growth Habitat of Artemisia capillaris in Korea (사철쑥의 내륙과 해안 자생지 생육과 포장 이식의 적응)

  • Song, Hong Seon;Kim, Seong Min
    • Korean Journal of Medicinal Crop Science
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    • v.21 no.1
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    • pp.49-53
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    • 2013
  • This study was performed to evaluate the adaptability of farm field soil transplanting and habitat growth in inland and seashore areas of Artemisia capillaris in South Korea. In habitat, Artemisia capillaris was distributed both in the inland and seashore area as hemicryptophyte, and it grows individually on the slope of the open sunlight. The inland and seashore soils of habitat was the slightly acid and weakly alkaline, respectively. Plant height was 55.6 cm, and it was higher in inland than that of the seashore area. The stem and branch number was less in inland than that of the seashore area. Flowering period was mid-August, and flower of inland blossomed early 1 ~ 3 days than that of the seashore area. The flowering and fruiting rate was slightly lower in inland than that of the seashore area. After transplanting of Artemisia capillaris, plant height was 71.7 cm, and it was higher 16.1 cm than that of the habitat. The stem and branch number was more than that of the habitat, and flower blossomed early 3 ~ 4 days than that of the habitat. Transplanting survival rate was 85.1%, it was slightly higher in inland than that of the seashore area.

An Attribute Replicating Vertical Partition Method by Genetic Algorithm in the Physical Design of Relational Database (관계형 데이터베이스의 물리적 설계에서 유전해법을 이용한 속성 중복 수직분할 방법)

  • 유종찬;김재련
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.21 no.46
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    • pp.33-49
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    • 1998
  • In order to improve the performance of relational databases, one has to reduce the number of disk accesses necessary to transfer data from disk to main memory. The paper proposes to reduce the number of disk I/O accesses by vertically partitioning relation into fragments and allowing attribute replication to fragments if necessary. When zero-one integer programming model is solved by the branch-and-bound method, it requires much computing time to solve a large sized problem. Therefore, heuristic solutions using genetic algorithm(GA) are presented. GA in this paper adapts a few ideas which are different from traditional genetic algorithms, for examples, a rank-based sharing fitness function, elitism and so on. In order to improve performance of GA, a set of optimal parameter levels is determined by the experiment and makes use of it. As relations are vertically partitioned allowing attribute replications and saved in disk, an attribute replicating vertical partition method by GA can attain less access cost than non-attribute-replication one and require less computing time than the branch-and-bound method in large-sized problems. Also, it can acquire a good solution similar to the optimum solution in small-sized problem.

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Use of Glucose Oxidase Immobilized on Magnetic Chitosan Nanoparticles in Probiotic Drinking Yogurt

  • Ali Afjeh, Maryam Ein;Pourahmad, Rezvan;Akbari-adergani, Behrouz;Azin, Mehrdad
    • Food Science of Animal Resources
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    • v.39 no.1
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    • pp.73-83
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    • 2019
  • The aim of this study was to investigate the effect of glucose oxidase (GOX) immobilized on magnetic chitosan nanoparticles (MCNP) on the viability of probiotic bacteria and the physico-chemical properties of drinking yogurt. Different concentrations (0, 250, and 500 mg/kg) of free and immobilized GOX were used in probiotic drinking yogurt samples. The samples were stored at $4^{\circ}C$ for 21 d. During storage, reduction of the number of probiotic bacteria in the samples with enzyme was lower than the control sample (without enzyme). The sample containing 500 mg/kg immobilized enzyme had the highest number of Bifidobacterium lactis and Lactobacillus acidophilus. The samples containing immobilized enzyme had lower acidity than other samples. Moreover, moderate proteolytic activity and enough contents of flavor compounds were observed in these samples. It can be concluded that use of immobilized GOX is economically more feasible because of improving the viability of probiotic bacteria and the physico-chemical characteristics of drinking yogurt.

Wave propagation of functionally graded anisotropic nanoplates resting on Winkler-Pasternak foundation

  • Karami, Behrouz;Janghorban, Maziar;Tounsi, Abdelouahed
    • Structural Engineering and Mechanics
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    • v.70 no.1
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    • pp.55-66
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    • 2019
  • This work deals with the size-dependent wave propagation analysis of functionally graded (FG) anisotropic nanoplates based on a nonlocal strain gradient refined plate model. The present model incorporates two scale coefficients to examine wave dispersion relations more accurately. Material properties of FG anisotropic nanoplates are exponentially varying in the z-direction. In order to solve the governing equations for bulk waves, an analytical method is performed and wave frequencies and phase velocities are obtained as a function of wave number. The influences of several important parameters such as material graduation exponent, geometry, Winkler-Pasternak foundation parameters and wave number on the wave propagation of FG anisotropic nanoplates resting on the elastic foundation are investigated and discussed in detail. It is concluded that these parameters play significant roles on the wave propagation behavior of the nanoplates. From the best knowledge of authors, it is the first time that FG nanoplate made of anisotropic materials is investigated, so, presented numerical results can serve as benchmarks for future analysis of such structures.