• 제목/요약/키워드: Mounting behavior

검색결과 55건 처리시간 0.023초

Estimating the tensile strength of geopolymer concrete using various machine learning algorithms

  • Danial Fakhri;Hamid Reza Nejati;Arsalan Mahmoodzadeh;Hamid Soltanian;Ehsan Taheri
    • Computers and Concrete
    • /
    • 제33권2호
    • /
    • pp.175-193
    • /
    • 2024
  • Researchers have embarked on an active investigation into the feasibility of adopting alternative materials as a solution to the mounting environmental and economic challenges associated with traditional concrete-based construction materials, such as reinforced concrete. The examination of concrete's mechanical properties using laboratory methods is a complex, time-consuming, and costly endeavor. Consequently, the need for models that can overcome these drawbacks is urgent. Fortunately, the ever-increasing availability of data has paved the way for the utilization of machine learning methods, which can provide powerful, efficient, and cost-effective models. This study aims to explore the potential of twelve machine learning algorithms in predicting the tensile strength of geopolymer concrete (GPC) under various curing conditions. To fulfill this objective, 221 datasets, comprising tensile strength test results of GPC with diverse mix ratios and curing conditions, were employed. Additionally, a number of unseen datasets were used to assess the overall performance of the machine learning models. Through a comprehensive analysis of statistical indices and a comparison of the models' behavior with laboratory tests, it was determined that nearly all the models exhibited satisfactory potential in estimating the tensile strength of GPC. Nevertheless, the artificial neural networks and support vector regression models demonstrated the highest robustness. Both the laboratory tests and machine learning outcomes revealed that GPC composed of 30% fly ash and 70% ground granulated blast slag, mixed with 14 mol of NaOH, and cured in an oven at 300°F for 28 days exhibited superior tensile strength.

Effects of Exogenous Ghrelin on the Behaviors and Performance of Weanling Piglets

  • Wu, Xingli;Tang, Maoyan;Ma, Qiugang;Hu, Xinxu;Ji, Cheng
    • Asian-Australasian Journal of Animal Sciences
    • /
    • 제21권6호
    • /
    • pp.861-867
    • /
    • 2008
  • The objective of this study was to evaluate the effect of exogenous ghrelin on the behaviors, weight gain, and feed intakes of weanling piglets. A total of 25 pairs of Duroc$\times$Landrace$\times$Large White piglets weaned at 21 days of age were used in this experiment which finished on day 36. Each pair of healthy piglets from the same litter with similar body weight and of the same gender were selected and randomly arranged to ghrelin or control groups. Thus, there were 50 piglets (ghrelin 25; control 25) kept in 10 pens (ghrelin 5; control 5) and 5 piglets per pen. Initial body weight of the pigs did not differ between the control and ghrelin treatment ($7.43{\pm}0.17kg$; p = 0.81). Experimental pigs were infused with ghrelin ($1{\mu}g/d$ pig) via the marginal ear vein between 0750 and 0800 h at 22, 23, 24 days of age. Control pigs were infused with 0.9% saline. Feed consumption was measured on days 23, 24, 25, 29 and 36. Body weight was measured on days 22, 23, 24, 25, 29 and 36. Behavior data of individual piglets were collected by real-time observation from 0800-1500 h through remote supervisory equipment at 22, 23 and 24 days of age. The results indicated that ghrelin infusion could increase drinking (p<0.05) and lying behaviors (p<0.01) and decrease mounting behaviors (p<0.05). No significant influence of ghrelin was found on average daily weight gain (ADG) and average daily feed intake (ADFI) in this experiment (p>0.05). In conclusion, exogenous ghrelin by the method above and at the dosage of $1{\mu}g/d$ pig could cause a variety of behavioral effects, but not improve performance of weanling piglets.

노인의 객관적 구강건강상태와 주관적 구강건강수준간의 관련성 (Association between oral health status and oral health impact profile(OHIP-14) among the community elderlies)

  • 안권숙;신미아
    • 한국치위생학회지
    • /
    • 제11권6호
    • /
    • pp.923-938
    • /
    • 2011
  • Objectives : This study was attempted in order to grasp oral health level according to socio-demographic characteristics in elders in some communities, and to evaluate oral health status and its association. Methods : The subjects in this study were performed with 235 people, who were over 65 years and resided in Daejeon Province, from June 20 to July 10, 2011. An individual interview was held, and they got a dental checkup. As for data analysis, chi-square test, t-test, one-way ANOVA, pearson correlation were utilized. Methods : The subjects in this study were performed with 235 people, who were over 65 years and resided in Daejeon Province, from June 20 to July 10, 2011. An individual interview was held, and they got a dental checkup. As for data analysis, chi-square test, t-test, one-way ANOVA, pearson correlation were utilized. Results : The older age in the whole research subjects and the lower educational level led to the less remaining teeth and the larger missing teeth index. The decayed missing filled teeth index and the decayed missing filled teeth rate were higher in more women and older age and in the lower educational level. Tooth mortality rate was higher in the older age, the lower educational level, and the group of living together with spouse. The maxillary-mandibular fixed-bridge status in the mouth was indicated to be the highest in the full-denture mounting ratio as for elders in over 80 years old. Oral Health Impact Profile(OHIP-14) average score was $56.05{\pm}11.64$ in the whole research subjects The decayed missing filled teeth index and the decayed missing filled teeth rate showed significantly positive correlation with the decayed missing filled teeth rate, tooth mortality rate and showed significantly negative correlation with OHIP-14. Tooth mortality rate showed significantly negative correlation with OHIP-14 Oral Health Impact Profile(OHIP-14) showed significantly positive correlation with its factors. Conclusions : Accordingly, the policy effort is considered to be necessary that implements in elders in order to spend active senescence, and that elders' health and oral-health behavior can be implemented continuously and preventively through classification according to elders' physical function.

The Estrous Cycle of the Markhoz Goat in Iran

  • Farshad, A.;Akhondzadeh, M.J.;Zamiri, M.J.;Sadeghi, GH.
    • Asian-Australasian Journal of Animal Sciences
    • /
    • 제21권10호
    • /
    • pp.1411-1415
    • /
    • 2008
  • The purpose of the present study was to determine the onset of breeding season, the occurrence of silent and true heats and the duration of estrus in female Markhoz goats of the Kurdistan province in Iran. Ten, 3 years-old Markhoz does with an average weight of $34.05{\pm}2.62kg$ and with one kidding record, were used. The goats were maintained in an open barn under constant nutritional levels and natural photoperiod. One aproned buck was used twice a day every 12 h to detect estrus from mid August to early January. For the determination of the onset of reproductive activity as well as occurrence of silent heat, blood samples were collected every 10 days, from the beginning of the experiment. After $2^{nd}$ standing heat, blood samples were obtained twice a week in order to assess luteal activity and the length of estrous cycles. In this study, estrous behavior was observed including sniffing, vocal exchange, following courtship, flehman, standing heat and mounting. The results of the progesterone assay indicated that in this goat silent heats occur mostly in the early breeding season. The first standing heat was observed in mid-October which was considered as the onset of the breeding season. Duration of the estrous cycle and estrus was recorded as being $20.93{\pm}1.56days$ and $38.86{\pm}15.19h$, respectively. The correlation coefficient between length of daylight and occurrence of estrus was negative (r = -0.470) but not significant (p>0.05). The data showed that there was no significant effect of body weight on estrous cycles (first, second and third) and estrous periods (first, second, third and fourth). Progesterone levels were not significantly different in the first, second and third estrous cycles at days 0, 4, 10, 12, 14 and 19. The results of progesterone assay during the estrous cycle indicate that follicular and luteal phases last 4-5 and 14-15 days, respectively and the concentration of serum progesterone in these phases was $0.88{\pm}0.08$ and $7.44{\pm}0.26ng/ml$, respectively. The study concluded that Markhoz does could be considered as a breed with a short breeding season and an optimal estrous activity in autumn.

유사물질 실험을 위한 자동화 현미경 실험 기기의 적용과 노캠퍼를 이용한 입자 성장 및 단순 전단 변형 실험의 예 (Application of Automated Microscopy Equipment for Rock Analog Material Experiments: Static Grain Growth and Simple Shear Deformation Experiments Using Norcamphor)

  • 하창수;김성실
    • 자원환경지질
    • /
    • 제54권2호
    • /
    • pp.233-245
    • /
    • 2021
  • 암석의 미세구조에 대한 많은 연구는 실제 암석 관찰 뿐만 아니라 다양한 실험 장비를 이용하여 미구조의 발달 과정과 그 메커니즘을 이해하기 위해 수행되어 왔다. 변성이나 변형 작용 중에 입자 성장이나 입도의 변화를 일으킬 수 있는 광물 군집 내 입자 경계 이동 작용은 주요한 재결정작용 메커니즘 중 하나이다. 특히, 변형 과정 중 나타날 수 있는 입자 경계 이동의 연속적 관찰은 암석 유사 실험을 이용하여 수행될 수 있었다. 이번 연구에서는 다양한 실험 방법 중 유사 물질을 이용한 입자 성장 및 변형 실험 방법에 대해 기존 방법을 개량할 수 있는 실험 장비의 개발과 이를 통한 효과적인 미구조 분석 방법을 제시하였다. 개발된 실험 장비는 유사 물질 실험이 가능한 변형 장치와 실체 현미경에 회전 조작이 가능한 편광판들을 장착하여 광학적 조작이 가능하도록 구성되었다. 이들 장치들은 마이크로 컨트롤러를 통해 온도 및 변형 속도 제어 및 실험 동안 관찰되는 미구조 변화를 연속적으로 촬영할 수 있도록 자동화하여 구성되었다. 또한 편광판 회전 조작을 통해 취득되고 합성된 디지털 이미지들은 보다 정확한 입자 경계를 구분하고 분석할 수 있게 해주었다. 실험 결과의 입도 및 형태와 같은 미구조 분석을 위해 선분 교점 측정 방법과 입자 경계 트레이싱 방식을 비교하여 적용하였다. 유사물질로써는 석영과 유사한 광학적 성질을 가지는 노캠퍼(Norcamphor, C7H10O)라는 물질을 사용하였다. 개발된 장비의 실효성을 검증하고자 노캠퍼를 이용한 정적 입자 성장 실험과 단순 전단 변형 실험 및 이에 대한 미구조 분석을 수행하였다. 정적 입자 성장 실험은 시간이 지남에 따라 입자 수의 감소와 입도가 증가하는 전형적인 입자 성장 작용의 특징과 온도에 따른 성장 곡선들의 명확한 차이를 보여주었다. 중온-저변형율 조건의 단순 전단 변형 실험 결과는 평균 입도의 큰 변화는 없었으나, 입자 형태에 대해 전단 변형이 증가함에 따라 전단력 방향에 수직한 방향에 대해 약 53°의 방향으로 신장률이 증가하는 변화를 보여주었다. 이러한 미구조의 발달과정은 주어진 실험 조건에서 변형에 의해 입자 내부의 소성 변형과 내부 회복 작용이 균형을 이루면서 진행된 것으로 해석된다. 개량화 및 자동화된 실험장치를 이용한 이들 입자 성장 작용 실험 및 변형 실험의 예는 유사물질 실험에서 목적하는 바와 같이 실험 과정 동안의 입자의 미구조 변화과정을 순차적으로 관찰할 수 있고, 전체 수행 과정동안 수동적 조작없이 효율적으로 실험을 진행할 수 있다는 장점을 보여주었다.