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Construction Claims Prediction and Decision Awareness Framework using Artificial Neural Networks and Backward Optimization

  • Hosny, Ossama A.;Elbarkouky, Mohamed M.G.;Elhakeem, Ahmed
    • Journal of Construction Engineering and Project Management
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    • 제5권1호
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    • pp.11-19
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    • 2015
  • This paper presents optimized artificial neural networks (ANNs) claims prediction and decision awareness framework that guides owner organizations in their pre-bid construction project decisions to minimize claims. The framework is composed of two genetic optimization ANNs models: a Claims Impact Prediction Model (CIPM), and a Decision Awareness Model (DAM). The CIPM is composed of three separate ANNs that predict the cost and time impacts of the possible claims that may arise in a project. The models also predict the expected types of relationship between the owner and the contractor based on their behavioral and technical decisions during the bidding phase of the project. The framework is implemented using actual data from international projects in the Middle East and Egypt (projects owned by either public or private local organizations who hired international prime contractors to deliver the projects). Literature review, interviews with pertinent experts in the Middle East, and lessons learned from several international construction projects in Egypt determined the input decision variables of the CIPM. The ANNs training, which has been implemented in a spreadsheet environment, was optimized using genetic algorithm (GA). Different weights were assigned as variables to the different layers of each ANN and the total square error was used as the objective function to be minimized. Data was collected from thirty-two international construction projects in order to train and test the ANNs of the CIPM, which predicted cost overruns, schedule delays, and relationships between contracting parties. A genetic optimization backward analysis technique was then applied to develop the Decision Awareness Model (DAM). The DAM combined the three artificial neural networks of the CIPM to assist project owners in setting optimum values for their behavioral and technical decision variables. It implements an intelligent user-friendly input interface which helps project owners in visualizing the impact of their decisions on the project's total cost, original duration, and expected owner-contractor relationship. The framework presents a unique and transparent hybrid genetic algorithm-ANNs training and testing method. It has been implemented in a spreadsheet environment using MS Excel$^{(R)}$ and EVOLVERTM V.5.5. It provides projects' owners of a decision-support tool that raises their awareness regarding their pre-bid decisions for a construction project.

수종토양중(數種土壤中)에서 3, 4-DCA 및 TCAB의 변화(變化)에 관(關)한 연구(硏究)제1보(第一報)-$^{14}C$-환표식(換標識) 및 비표식(非標識) TCAB의 신합성방법(新合成方法)- (A Study on the Evolution of 3, 4-DCA and TCAB in Some Selected Soils [Part I]-A New Method of Synthesizing $^{14}C-ring-labeled$ and Non labeled TCAB-)

  • 이재구;제씨포로니엘;지카트로씨
    • Applied Biological Chemistry
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    • 제20권1호
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    • pp.109-116
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    • 1977
  • Phenyl carbamates, phenyl ureas 및 acylanilides등의 제초제(除草劑)는 토양중(土壤中)에서 미생물(微生物)의 작용(作用)에 의(依)하여 발암성(發癌性) 물질(物質)로 알려진 Azo 화합물(化合物)을 형성(形成)하여 많은 주목(注目)을 끌고있다. 따라서 많은 연구자(硏究者)들은 이의 연구(硏究)에 있어 azo화합물(化合物)의 일종(一種)인 TCAB를 3,-dichloro nitrobenzene으로부터 합성(合性)하였으나 탈염소화(脫鹽素化) 작용(作用) 등(等)의 결점(缺點) 있고 또한 본(本) 연구(硏究)에서는 환표식(環標識) $^{14}C-3,4-DCA$로부터 환표식(環標識) $^{14}C-TCAB$를 합성(合成)할 필요(必要)가 있었으므로 본방법(本方法)을 고찰(考案)하였다. 즉(卽) 3,4-DCA를 Pyridine에 녹인후 공기(空氣) 존재하(存在下)에서 $60^{\circ}C$로 5-12 시간(時間) 동안 CuCl과 반응(反應)시켜 80.2% 수율(收率)로 표식(標識) 및 비표식(標識) TCAB를 합성(合成) 하였으며 그의 정제과정(精製過程)을 상세(詳細)히 기술(記述)하였다. 또한 TCAB 이성체(異性體)의 성질(性質)을 Autoradiography, TLC, GLC, IR 및 M.S로 검토(檢討) 확인(確認)하였다.

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Salinity Stress Resistance Offered by Endophytic Fungal Interaction Between Penicillium minioluteum LHL09 and Glycine max. L

  • Khan, Abdul Latif;Hamayun, Muhammad;Ahmad, Nadeem;Hussain, Javid;Kang, Sang-Mo;Kim, Yoon-Ha;Adnan, Muhammad;Tang, Dong-Sheng;Waqas, Muhammad;Radhakrishnan, Ramalingam;Hwang, Young-Hyun;Lee, In-Jung
    • Journal of Microbiology and Biotechnology
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    • 제21권9호
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    • pp.893-902
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    • 2011
  • Endophytic fungi are little known for their role in gibberellins (GAs) synthesis and abiotic stress resistance in crop plants. We isolated 10 endophytes from the roots of field-grown soybean and screened their culture filtrates (CF) on the GAs biosynthesis mutant rice line - Waito-C. CF bioassay showed that endophyte GMH-1B significantly promoted the growth of Waito-C compared with controls. GMH-1B was identified as Penicillium minioluteum LHL09 on the basis of ITS regions rDNA sequence homology and phylogenetic analyses. GC/MS-SIM analysis of CF of P. minioluteum revealed the presence of bioactive $GA_4$ and $GA_7$. In endophyte-soybean plant interaction, P. minioluteum association significantly promoted growth characteristics (shoot length, shoot fresh and dry biomasses, chlorophyll content, and leaf area) and nitrogen assimilation, with and without sodium chloride (NaCl)-induced salinity (70 and 140 mM) stress, as compared with control. Field-emission scanning electron microcopy showed active colonization of endophyte with host plants before and after stress treatments. In response to salinity stress, low endogenous abscisic acid and high salicylic acid accumulation in endophyte-associated plants elucidated the stress mitigation by P. minioluteum. The endophytic fungal symbiosis of P. minioluteum also increased the daidzein and genistein contents in the soybean as compared with control plants, under salt stress. Thus, P. minioluteum ameliorated the adverse effects of abiotic salinity stress and rescued soybean plant growth by influencing biosynthesis of the plant's hormones and flavonoids.

기계적 합금화법으로 제조한 Mg2NiHx-Graphene 복합재료의 수소화 특성 평가 (Evaluation of Hydrogen Properties on Mg2NiHx-Graphene Composites by Mechanical Alloying)

  • 이영상;이수선;이병하;정석;홍태환
    • 한국수소및신에너지학회논문집
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    • 제25권1호
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    • pp.19-27
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    • 2014
  • Mg hydride has a high hydrogen capacity (7.6%), at high temperature, and is a lightweight and low cost material, thus it a promising hydrogen storage material. However, its high operation temperature and very slow reaction kinetics are obstacles to practical application. In order to overcome these disadvantages of Mg hydride, graphene powder was added to it. The addition of graphene has been shown to reduce the operating temperature of dehydrogenation. Moreover, in this report the environmental aspects of $MgH_x$-Graphene composites are investigated by means of the environmental life cycle assessment (LCA) method. $MgH_x$-Graphene mixture was prepared by hydrogen induced mechanical alloy (HIMA). The synthesized powder was characterized by XRD(X-ray Diffraction). The hydrogenation behaviors were evaluated by using a Sievert's type automatic PCT apparatus. Such evaluation of Materials also conducted in the LCA. From the result of P-C-T(Pressure-Composition-Temperature) curves, the $MgH_x$-3wt.% graphene composite was evaluated as having a 5.86wt.% maximum hydrogen storage capacity, at 523K. From absorption kinetic testing, the $MgH_x$-7wt.% graphene composite was evaluated as having a maximum 6.94wt.%/ms hydrogen absorption rate, at 573K. Environment evaluation results for the $MgH_x$-graphene composites and other materials indicated environmental impact from the electric power used and from the materials themselves.

C57BL/6 쥐 외상성 뇌손상 모델에서 뇌 손상 정도에 따른 조직병리학적 변화 및 신경행동학적 특징 (Histopathological and Neurobehavioral Characterization in Adult Mice Exposed to Traumatic Brain Injury)

  • 오기영;최동원;장문순;이지한;김상철;박정수;이석우;김훈
    • 대한응급의학회지
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    • 제28권5호
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    • pp.457-466
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    • 2017
  • Purpose: Traumatic brain injury (TBI) is a significant cause of morbidity and mortality worldwide. Severity of the initial insult is one of the most significant factors affecting outcome following TBI. In order to investigate the mechanisms of cellular injury and develop novel therapeutic strategies for TBI, we designed a standardized animal TBI model and evaluated histological and functional outcomes according to the degree of impact severity. Methods: Male adult C57Bl/6 mice underwent controlled cortical impact (CCI) at varying depths of deflection (1.0-2.0 mm). We performed hematoxylin and eosin staining at 7 days after recovery from TBI. Neurobehavioral characterization after TBI was analyzed by the Barnes maze test, passive avoidance test, open field test, rotarod test, tail suspension test, and light/dark test. Results: We observed a graded injury response according to the degree of deflection depths tested (diameter, 3 mm; velocity, 3 m/s; and duration, 500 ms) compared to sham controls. In the Barnes maze test, the severe TBI (2 mm depth) group showed reduced spatial memory as compared with the sham and mild TBI (1 mm depth) groups at 7 days after TBI. There was a significant difference in the results of the open field test and light/dark test among the three groups. Conclusion: Our findings demonstrate that the graded injury responses following TBI resulted in differential histopathological and behavioral outcomes in a mouse experimental CCI model. Thus, a model of CCI with histologic/behavioral outcome analysis may offer a reliable and convenient design for preclinical TBI research involving mice.

Interplay between the Gut Microbiome and Metabolism in Ulcerative Colitis Mice Treated with the Dietary Ingredient Phloretin

  • Ren, Jie;Li, Puze;Yan, Dong;Li, Min;Qi, Jinsong;Wang, Mingyong;Zhong, Genshen;Wu, Minna
    • Journal of Microbiology and Biotechnology
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    • 제31권10호
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    • pp.1409-1419
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    • 2021
  • A growing number of healthy dietary ingredients in fruits and vegetables have been shown to exhibit diverse biological activities. Phloretin, a dihydrochalcone flavonoid that is abundant in apples and pears, has anti-inflammatory effects on ulcerative colitis (UC) mice. The gut microbiota and metabolism are closely related to each other due to the existence of the food-gut axis in the human colon. To investigate the interplay of faecal metabolites and the microbiota in UC mice after phloretin treatment, phloretin (60 mg/kg) was administered by gavage to ameliorate dextran sulfate sodium (DSS)-induced UC in mice. Gut microbes and faecal metabolite profiles were detected by high-throughput sequencing and liquid chromatography mass spectrometry (LC-MS) analysis, respectively. The correlations between gut microbes and their metabolites were evaluated by Spearman correlation coefficients. The results indicated that phloretin reshaped the disturbed faecal metabolite profile in UC mice and improved the metabolic pathways by balancing the composition of faecal metabolites such as norepinephrine, mesalazine, tyrosine, 5-acetyl-2,4-dimethyloxazole, and 6-acetyl-2,3-dihydro-2-(hydroxymethyl)-4(1H)-pyridinone. Correlation analysis identified the relations between the gut microbes and their metabolites. Proteus was negatively related to many faecal metabolites, such as norepinephrine, L-tyrosine, laccarin, dopamine glucuronide, and 5-acetyl-2,4-dimethyloxazole. The abundance of unidentified Bacteriodales_S24-7_group was positively related to ecgonine, 15-KETE and 6-acetyl-2,3-dihydro-2-(hydroxymethyl)-4(1H)-pyridinone. The abundance of Christensenellaceae_R-7_group was negatively related to the levels of 15-KETE and netilmicin. Stenotrophomonas and 15-KETE were negatively related, while Intestinimonas and alanyl-serine were positively related. In conclusion, phloretin treatment had positive impacts on faecal metabolites in UC mice, and the changes in faecal metabolites were closely related to the gut microbiota.

직접메탄올 연료전지용 표면처리된 중형기공 탄소지지체에 담지된 백금-루테늄 촉매의 전기화학적 거동 (Electrochemical Behaviors of Pt-Ru Catalysts on the Surface Treated Mesoporous Carbon Supports for Direct Methanol Fuel Cells)

  • 김병주;서민강;최경은;박수진
    • 공업화학
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    • 제22권2호
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    • pp.167-172
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    • 2011
  • 본 연구에서는 중형기공 탄소(MCs)를 표면처리하여, 표면 관능기를 분석하고, 표면처리 효과를 조사하였다. 직접 메탄올 연료전지의 탄소지지체로 중형기공 실리카(SBA-15)를 이용한 전통적인 주형합성법을 이용하여 중형기공 탄소(MCs)를 합성하였다. 중형기공 탄소는 인산의 농도를 각각 0, 1, 3, 4, 및 5 M로 달리하여, 343 K에서 6 h 동안 처리하였다. 그리고 표면처리된 중형기공 탄소(H-MCs)에 화학적 환원방법을 이용하여 백금과 루테늄을 담지하였다. 표면처리된 탄소지지체에 담지된 백금-루테늄 촉매의 특성을 확인하기 위해 비표면적 측정장치(BET), X-선 회절분석법(XRD), X-선 광전자 분광법(XPS), 투과전자현미경(TEM), 유도결합 플라즈마 질량분석기(ICP-MS)를 이용하였다. 또한, 백금-루테늄 촉매의 전기화학적인 특성을 순환전류전압 실험으로 분석하였다. 표면분석의 결과로부터, 산소를 포함한 화학관능기가 탄소지지체에 도입된 사실을 알 수 있었다. 결론적으로, 4 M의 인산으로 표면처리한 H4M-MCs가 백금-루테늄의 균일한 분산과 함께 전기적인 촉매의 성능을 향상시키는 것을 확인할 수 있었다.

국내 수종별 BVOCs 방출량(II): 도시 숲 주요 수종 (Emission Rates of Biogenic Volatile Organic Compounds from Various Tree Species in Korea (II): Major Species in Urban Forests)

  • 장한나;손정아;김주완;김준혁;김영성;최원실;이영규
    • 한국산림과학회지
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    • 제111권4호
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    • pp.490-501
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    • 2022
  • 식물체에서 isoprene, monoterpene, sesquiterpene과 같은 화합물들 형태로 방출되는 피톤치드를 포함한 VOCs를 총칭하여 생물유래 휘발성유기화합물 BVOCs (biogenic volatile organic compounds)로 구분하고 있다. 피톤치드는 중요한 산림치유 인자인 동시에 질소화합물과 광학반응을 하여 오존 및 이차 유기에어로졸 생성에 영향을 미치는 물질로 보고되고 있다. 본 연구에서는 우리나라 도시숲 주요 32 수종을 선정하여 3년생 이하 묘목을 연구 대상으로 표준환경조건(온도: 30℃, 광도: 1,000 μmol/m2/sec)에서 400 L Tedlar bag을 순환형 챔버를 이용하여 도시숲 주요 수종에서 방출되는 기체시료를 포집하여 열탈착-GC/MS로 분석하였다. 해당 수종의 잎을 건조시켜 건중량 당 수종별 isoprene 및 terpene류 38종의 방출량을 분석하였다. Isoprene 방출량은 전체 수종 중에서 신갈나무에서 가장 높게 나타났으며 버드나무, 아까시나무, 왕버들이 주요 isoprene 방출 수종으로 분류되었다. Monoterpene 방출량은 스트로브잣나무가 가장 높았으며 참죽나무, 박태기나무가 주요 monoterpene 방출 수종으로 나타났다. Monoterpene 주요 물질은 α-pinene, myrcene, camphene, limonene이였으며, oxygenated monoterpene의 주요 물질은 eucalyptol이였다. Oxygenated sesquiterpene에서는 caryophyllene oxide가 주요 물질로 검출되었지만 32개 수종에서 sesquiterpene과 oxygenated sesquiterpene의 방출량은 상대적으로 낮았다.

Identification of Plant Response to the Human Behavior of Crushing Plants

  • Kim, Kwang Jin;Kim, Hyeon Ju;Son, Deokjoo;Jeong, Na Ra;Yun, Hyung Gewon;Han, Seung Won;You, Soojin;Kim, Chan-joong;Lee, Seon Hwa
    • 인간식물환경학회지
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    • 제22권6호
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    • pp.593-600
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    • 2019
  • We identified how plants affected by the human behavior of crushing plants respond and what kind of plants responded sensitively. We investigated Lactuca sativa "Gaesebadak", Syneilesis palmata and Peucedanum japonicum as plants that humans use for edible purposes, and Achyranthes japonica and Bidens bipinnata as wild plants that stick to people's clothes and disperse seed. Plants exposed to human breathing air were compared with those exposed to human breathing air after being crushed. Methyl jasmonate (MeJA), a chemical word, was measured using Syft/MS, which detects real-time VOC, and related genes were analyzed. The amount of MeJA of Syneilesis palmata and Peucedanum japonicum as edible plants was greater than that of non-edible plants that disperse seeds using humans. The amount of MeJA ranged from 0.20 ppb to 0.35 ppb when the control group were not exposed to human breathing air. On the other hand, MeJA decreased after increasing for the first hour in human breathing air. Also, MeJA affected by human breathing after crushing plants was higher than that affected by just human breathing air. Peucedanum japonicum showed the most distinctive difference between the treatment with human breathing after crushing plants and the treatment with just human breathing. In addition, the gene activity of JAR1 and JMT increased 3 hours after the treatment with human breathing after crushing plants. Therefore, in the treatment with human breathing after crushing plants, the concentration of MeJA and the activity of related genes showed the same tendency to increase. As a result, the plant that responded sensitively to human behavior was Peucedanum japonicum. Plants released MeJA as a chemical word in the treatment with human breathing air after crushing plants.

침향(沈香)의 국내외 연구동향과 본초학에 대한 문헌고찰 (Agarwood's Domestic and International Research Trends and Literature Review of Herbal Medicine)

  • 정광호;조우진
    • 대한본초학회지
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    • 제38권6호
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    • pp.1-27
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    • 2023
  • Objectives : To investigate the modern research achievements of agarwood and its association with the efficacy of herbal medicine based on the in vivo and in vitro activities of volatile compounds detected in agarwood. Methods : Databases such as PubMed and ScienceOn were searched for medicinal in vivo and in vitro activity studies on agarwood. They were categorized into "medicine and pharmacy" and "others not related to medicine and pharmacy," and the studies on medicine and pharmacy were organized according to active efficacy. The efficacy and virtue of agarwood as identified in the book (or herbal medicine/herbology) corresponded to modern medical terms and diseases in reference to the . Separately, the Gas Chromatography & Mass spectrometer (GC-MS) analysis results of agarwood from a total of 5 production areas of Aquilaria crassna from Vietnam, Indonesia, Malaysia, Myanmar, and Cambodia as identified in previous studies were consulted to search for research papers on the medicinal activity of the 13 compounds of the aromatic sesquiterpene family detected in agarwood, and they were categorized according to topic. Results : There were 123 studies on the medicinal activity of agarwood. Overall, 46 studies on single extracts of agarwood reported activities such as improving mental health, including anti-anxiety and stability, and antiallergic, antioxidant, antibacterial, and digestive system protective effects. In total, 59 papers on the activities of single compounds isolated from agarwood reported anti-inflammatory and mental health benefits. Separately, 13 compounds detected in agarwood, such as α-agarofuran and β-caryophyllene, were reported by 110 studies to have anticancer, stabilizing, antibacterial, and anti-inflammatory activities. There were also papers on the cultivation methods and resin formation conditions of agarwood trees unrelated to the efficacy of herbal medicine. Conclusion : Among the pharmacological papers, a total of 57 papers corresponded to the effects of agarwood in traditional herbal medicine, including 33 papers related to agarwood extracts and 24 papers analyzing 8 types of sesquiterpenes, such as β-caryophyllene and cedrol, from previous studies. Based on the research findings of each paper, it was possible to correlate the effects of agarwood in traditional herbal medicine with the achievements of modern pharmacological research. In addition, further research is anticipated in new areas related to traditional herbal medicine, including the improvement of mental health such as anti-depression, as well as activities related to anticancer, antioxidant, and hair growth.