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Use of multi-hybrid machine learning and deep artificial intelligence in the prediction of compressive strength of concrete containing admixtures

  • Jian, Guo;Wen, Sun;Wei, Li
    • Advances in concrete construction
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    • v.13 no.1
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    • pp.11-23
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    • 2022
  • Conventional concrete needs some improvement in the mechanical properties, which can be obtained by different admixtures. However, making concrete samples costume always time and money. In this paper, different types of hybrid algorithms are applied to develop predictive models for forecasting compressive strength (CS) of concretes containing metakaolin (MK) and fly ash (FA). In this regard, three different algorithms have been used, namely multilayer perceptron (MLP), radial basis function (RBF), and support vector machine (SVR), to predict CS of concretes by considering most influencers input variables. These algorithms integrated with the grey wolf optimization (GWO) algorithm to increase the model's accuracy in predicting (GWMLP, GWRBF, and GWSVR). The proposed MLP models were implemented and evaluated in three different layers, wherein each layer, GWO, fitted the best neuron number of the hidden layer. Correspondingly, the key parameters of the SVR model are identified using the GWO method. Also, the optimization algorithm determines the hidden neurons' number and the spread value to set the RBF structure. The results show that the developed models all provide accurate predictions of the CS of concrete incorporating MK and FA with R2 larger than 0.9972 and 0.9976 in the learning and testing stage, respectively. Regarding GWMLP models, the GWMLP1 model outperforms other GWMLP networks. All in all, GWSVR has the worst performance with the lowest indices, while the highest score belongs to GWRBF.

Unsupervised one-class classification for condition assessment of bridge cables using Bayesian factor analysis

  • Wang, Xiaoyou;Li, Lingfang;Tian, Wei;Du, Yao;Hou, Rongrong;Xia, Yong
    • Smart Structures and Systems
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    • v.29 no.1
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    • pp.41-51
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    • 2022
  • Cables are critical components of cable-stayed bridges. A structural health monitoring system provides real-time cable tension recording for cable health monitoring. However, the measurement data involve multiple sources of variability, i.e., varying environmental and operational factors, which increase the complexity of cable condition monitoring. In this study, a one-class classification method is developed for cable condition assessment using Bayesian factor analysis (FA). The single-peaked vehicle-induced cable tension is assumed to be relevant to vehicle positions and weights. The Bayesian FA is adopted to establish the correlation model between cable tensions and vehicles. Vehicle weights are assumed to be latent variables and the influences of different transverse positions are quantified by coefficient parameters. The Bayesian theorem is employed to estimate the parameters and variables automatically, and the damage index is defined on the basis of the well-trained model. The proposed method is applied to one cable-stayed bridge for cable damage detection. Significant deviations of the damage indices of Cable SJS11 were observed, indicating a damaged condition in 2011. This study develops a novel method to evaluate the health condition of individual cable using the FA in the Bayesian framework. Only vehicle-induced cable tensions are used and there is no need to monitor the vehicles. The entire process, including the data pre-processing, model training and damage index calculation of one cable, takes only 35 s, which is highly efficient.

Toegye and Yulgok's Theory of Human Mind·Moral Mind - The Korean Development of Chutzu's Theory of Mind (퇴계와 율곡의 인심도심설 - 주자 심론의 한국적 전개 -)

  • Cheon, Hyunhee
    • The Journal of Korean Philosophical History
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    • no.41
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    • pp.93-127
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    • 2014
  • Toegye and Yulgok both tried to obtain the extent of goodness from the emotion they feel in reality. Toegye thought the extent of goodness is being obtained by Li[理], Yulgok thought it by Chi[氣]. But Four Bases[四端] as goodness from Li[理] would possibly threat the human identity, and the emotion of appropriateness as goodness from Chi[氣] doesn't even prove itself that it is appropriate. They explain the problems and answers through Theory of Human Mind?Moral Mind. Toegye explains that Moral Mind is meaningful as it make people identify themselves as moral existence, Yulgok explains Moral Mind is meaningful that it satisfies standard of appropriateness. While Toegye and Yulgok define Moral Mind and Human Mind as emotion of Yi-fa[已發], Chutzu defines Moral Mind and Human Mind as consciousness. and he defines consciousness as 'preparing Li(理) and practicing the emotion'. So according to Chutzu, Moral Mind and Human Mind derives the reaction from the Li(理) in order to respond to the external stimulation. Supervision of mind is completed by consciousness of Moral Mind. It means that mind not limited to Yi-fa[已發]. Then we should think that Toegye and Yulgok's Theory of Human Mind?Moral Mind is something newly resulted from their own philosophic problem. Toegye and Yulgok's Theory of Human Mind?Moral Mind is commonly explaining human mind in experiential aspect, and it will be esteemed as definite and realistic theory of Mind because it emphasizes willingness which motivates an essential activity.

Xiang Study: an association of breastmilk composition with maternal body mass index and infant growth during the first 3 month of life

  • Peng, Xuyi;Li, Jie;Yan, Shuyuan;Chen, Juchun;Lane, Jonathan;Malard, Patrice;Liu, Feitong
    • Nutrition Research and Practice
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    • v.15 no.3
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    • pp.367-381
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    • 2021
  • BACKGROUND/OBJECTIVES: This study aimed to establish a mother and child cohort in the Chinese population, and investigate human breastmilk (HBM) composition and its relationship with maternal body mass index (BMI) and infant growth during the first 3 mon of life. SUBJECTS/METHODS: A total of 101 Chinese mother and infant pairs were included in this prospective cohort. Alterations in the milk macronutrients of Chinese mothers at 1 mon (T1), 2 mon (T2), and 3 mon (T3) lactation were analyzed. HBM fatty acid (FA) profiles were measured by gas chromatography (GC), and HBM proteomic profiling was achieved by matrix-assisted laser desorption/ionization time-of-flight (MALDI-TOF) mass spectrometry (MS). RESULTS: During the first 3 mon of lactation (P < 0.05), significant decreases were determined in the levels of total energy, fat, protein, and osteopontin (OPN), as well as ratios of long-chain saturated FA (including C16:0, C22:0 and C24:0), monounsaturated FA (including C16:1), and n-6 poly unsaturated FA (PUFA) (including C20:3n-6 and C20:4n-6, and n-6/n-3). Conversely, butyrate, C6:0 and n-3 PUFA C18:3n-3 (α-linolenic acid, ALA) were significantly increased during the first 3 mon (P < 0.05). HBM proteomic analyses distinguished compositional protein differences over time (P = 0.001). Personalized motherinfant analyses demonstrated that HBM from high BMI mothers presented increased total energy, fat, protein and OPN, and increased content of n-6 PUFA (including C18:3n-6, C20:3n-6 and n-6/n-3 ratio) as compared with low BMI mothers (P < 0.05). Furthermore, BMI of the mothers positively correlated with the head circumference (HC) of infants as well as the specific n-6 PUFA C20:3n-6 over the 3 time points examined. Infant HC was negatively associated with C18:0. CONCLUSION: This study provides additional evidence to the Chinese HBM database, and further knowledge of FA function. It also helps to establish future maternal strategies that support the healthy growth and development of Chinese infants.

Diffusion Tensor Imaging of the Lateral Pterygoid Muscle in Patients with Temporomandibular Joint Disorders and Healthy Volunteers

  • Simin Liu;Changhua Wan;Haosen Li;Weiwei Chen;Chu Pan
    • Korean Journal of Radiology
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    • v.23 no.2
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    • pp.218-225
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    • 2022
  • Objective: This study aimed to explore the feasibility of functional evaluation of the lateral pterygoid muscle (LPM) using diffusion tensor imaging (DTI) in patients with temporomandibular joint disorders (TMDs). Materials and Methods: A total of 119 patients with TMD (23 male and 96 female; mean age ± standard deviation, 41 ± 15 years; 58 bilateral and 61 unilateral involvements for a total of 177 joints) and 20 healthy volunteers (9 male and 11 female; 40 ± 13 years; 40 joints) were included in this prospective study. Based on DTI of the jaw in the resting state, the diffusion parameters, apparent diffusion coefficient (ADC), fractional anisotropy (FA), λ1, λ2, and λ3 of the superior and inferior heads of the LPM (SHLPM and IHLPM) were measured. Patients with TMD with normal disc position (ND), anterior disc displacement with reduction (ADWR), and anterior disc displacement without reduction (ADWOR) were compared. Results: Patients with TMD overall, and ADWR and ADWOR subgroups had significantly higher ADC, λ1, λ2, and λ3 in both the SHLPM and IHLPM than those in volunteers (p < 0.05 for all), whereas the ND subgroup only had significantly higher ADC and λ1 (p < 0.001). Meanwhile, significant differences in FA in the SHLPM and IHLPM were found between volunteers and ADWOR (p = 0.014 and p = 0.037, respectively). Among the three TMD subgroups, except for λ3 and FA in the ADWR subgroup, ADWR and ADWOR subgroups had significantly higher ADC, λ1, λ2, and λ3 and lower FA than those in the ND group (p < 0.050). There was no significant difference in diffusion variables between ADWR and ADWOR. In ADWOR, the osteoarthritis group had significantly higher λ3 and lower FA values in the IHLPM than those in the non-osteoarthritis group. Conclusion: DTI successfully detected functional changes in the LPM in patients with TMD. The unsynchronized diffusivity changes in the LPM in different subgroups of TMD signified the possibility of using diffusion parameters as indicators to identify the severity of LPM hyperfunction at various stages of TMD.

Icefex: Protocol Format Extraction from IL-based Concolic Execution

  • Pan, Fan;Wu, Li-Fa;Hong, Zheng;Li, Hua-Bo;Lai, Hai-Guang;Zheng, Chen-Hui
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.7 no.3
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    • pp.576-599
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    • 2013
  • Protocol reverse engineering is useful for many security applications, including intelligent fuzzing, intrusion detection and fingerprint generation. Since manual reverse engineering is a time-consuming and tedious process, a number of automatic techniques have been proposed. However, the accuracy of these techniques is limited due to the complexity of binary instructions, and the derived formats have missed constraints that are critical for security applications. In this paper, we propose a new approach for protocol format extraction. Our approach reasons about only the evaluation behavior of a program on the input message from concolic execution, and enables field identification and constraint inference with high accuracy. Moreover, it performs binary analysis with low complexity by reducing modern instruction sets to BIL, a small, well-specified and architecture-independent language. We have implemented our approach into a system called Icefex and evaluated it over real-world implementations of DNS, eDonkey, FTP, HTTP and McAfee ePO protocols. Experimental results show that our approach is more accurate and effective at extracting protocol formats than other approaches.

Syntheses, Crystal Structures, and Spectral Properties of Two Coordination Compounds Based on 1,2-Bis(benzimidazolyl)benzene

  • Meng, Fa-Yan;Jiang, Bing-Li;Lin, Cui-Wu;Wang, Li;Tan, Xiao-He
    • Bulletin of the Korean Chemical Society
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    • v.32 no.3
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    • pp.1017-1021
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    • 2011
  • Two new benzimidazolyl-containing complexes have been synthesized by reactions of $Cu^{II}$ salts and 1,2-bis(benzimidazolyl) benzene ($H_2bbbz$) with two different dicarboxylate ligands. When phthalate acid ($H_2pt$) was employed as secondary ligand, a 0D molecular complex Cu$(H_2bbbz)(pt){\cdot}(H_2pt)$ (1)was furnished and when the secondary ligand was instead by a linear bridging ligand of terephthalic acid ($H_2tp$) a 1D zipper-like coordination polymer $[Cu(H_2bbbz)(tp){\cdot}2(C_2H_5OH){\cdot}H_2O]_n$ (2) was obtained, suggesting the structure-direction effect of the secondary dicarbxylate ligand. The preliminary investigation on the spectral properties of the complexes was also presented.

Two New Bibenzyl Glucosides from Dendrobium chrysotoxum

  • Dong, Fa-Wu;Luo, Huai-Rong;Wan, Qin-Li;Xu, Feng-Qing;Fan, Wei-Wei;Wang, Kai-Jin;Li, Ning;Hu, Jiang-Miao
    • Bulletin of the Korean Chemical Society
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    • v.33 no.7
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    • pp.2247-2250
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    • 2012
  • Two new bibenzyl glucosides, 3,3',4',5-tetramethoxybibenzyl-4-O-${\beta}$-D-glucopyranoside (1) and 3,4,4',5-tetramethoxybibenzyl-3'-O-${\beta}$-D-glucopyranoside (2), together with five known ones, chrysotobibenzyl (3), erianin (4), chrysotoxine (5), gigantol (6) and tristin (7) were isolated from the stems of Dendrobium chrysotoxum. The structures of those compounds were elucidated by extensive spectroscopic analysis. Moreover, compounds 1-7 were assessed for inhibitory activity of two enzymes-AChE (acetylcholine esterase) and BChE (butyrylcholine esterase).

Improve The Contrast Ratio on 20.1' S-IPS TFT-LCD with Ion-Beam-Alignment Technology

  • Chen, Yu-Hsien;Liu, Shen-Fa;Li, Huai-An;Huang, I-Chen;Sun, Oliver;Jaw, Jyh-Hong
    • 한국정보디스플레이학회:학술대회논문집
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    • 2006.08a
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    • pp.1605-1608
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    • 2006
  • The contrast ratio, brightness, and uniformity of S-IPS panel, whose alignment process was employed by ion-beam-alignment (IBA) technology, were improved significantly compared with the convention rubbing's panel, because the light leakage has been reduced in dark state effectively. The IBA technology could generate a panel whose pretilt angle was stable and low after post-treatment process.

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Inkjet Printed Color Filter for LCD TV Application

  • Lyu, Shau-Lin;Liu, Shen-Fa;Li, Huai-An;Hsu, Feng-Lin;Liu, Pei-Yu;Chen, Kun-Hong
    • 한국정보디스플레이학회:학술대회논문집
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    • 2005.07b
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    • pp.922-925
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    • 2005
  • Inkjet printing technology is a highly proprietary process. We have evaluated the possibility of using inkjet technique to prepare color filters. Product specification for TV application was used as a template to examine process capability. Technical aspects of ink composition, jetting ability, and surface interaction were discussed.

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