• Title/Summary/Keyword: artificial media

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Development of Image Classification Model for Urban Park User Activity Using Deep Learning of Social Media Photo Posts (소셜미디어 사진 게시물의 딥러닝을 활용한 도시공원 이용자 활동 이미지 분류모델 개발)

  • Lee, Ju-Kyung;Son, Yong-Hoon
    • Journal of the Korean Institute of Landscape Architecture
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    • v.50 no.6
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    • pp.42-57
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    • 2022
  • This study aims to create a basic model for classifying the activity photos that urban park users shared on social media using Deep Learning through Artificial Intelligence. Regarding the social media data, photos related to urban parks were collected through a Naver search, were collected, and used for the classification model. Based on the indicators of Naturalness, Potential Attraction, and Activity, which can be used to evaluate the characteristics of urban parks, 21 classification categories were created. Urban park photos shared on Naver were collected by category, and annotated datasets were created. A custom CNN model and a transfer learning model utilizing a CNN pre-trained on the collected photo datasets were designed and subsequently analyzed. As a result of the study, the Xception transfer learning model, which demonstrated the best performance, was selected as the urban park user activity image classification model and evaluated through several evaluation indicators. This study is meaningful in that it has built AI as an index that can evaluate the characteristics of urban parks by using user-shared photos on social media. The classification model using Deep Learning mitigates the limitations of manual classification, and it can efficiently classify large amounts of urban park photos. So, it can be said to be a useful method that can be used for the monitoring and management of city parks in the future.

Feasibility Evaluation for Remediation of Groundwater Contaminated with Heavy Metal using Calcium Polysulfide in Homogeneous media (균질한 매질 내 Calcium polysulfide 주입에 따른 고농도 중금속 오염 지하수 정화 타당성 검토)

  • Hyeon Woo Go;Jin Chul Joo;Kyoungphile Nam;Hee Sun Moon;Sung Hee Yoon;Dong Hwi Lee;So Ye Jang
    • Journal of Soil and Groundwater Environment
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    • v.28 no.1
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    • pp.1-14
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    • 2023
  • In this study, column tests using relatively uniform Jumunjin sand media were conducted to evaluate the feasibility of calcium polysulfide (CaSx, CPS) in removing high concentration of Zn2+ in groundwater. The injected CPS solution reacted rapidly with Zn2+ in artificial groundwater and effectively reduced Zn2+ by more than 99% through metal sulfide precipitation. Since the density (d = 1.27 g/cm3 ) of CPS solution was greater than that of water, CPS solution settled down rapidly while capturing Zn2+ and formed stable CPS layer similar to dense nonaqueous phase liquid. Mass balance analysis on Zn2+ in CPS solution suggested that CPS solution effectively reacted with Zn2+ to form metal sulfide precipitates except for high groundwater seepage velocity of 400 cm/d. With greater groundwater seepage velocity, injected CPS did not completely dissolve at the CPS-water interface, but a partially-misible CPS layer continuously moved and reacted with Zn2++ in the direction of groundwater flow. Since hydraulic conductivity (Kh) decreased slightly due to the generated metal precipitates in the inter-pores of media, injection of CPS solution should be optimized to prevent clogging. As evidenced by both XRF and SEM/EDS results, ZnS precipitates were clearly observed through the reaction between the CPS solution and Zn2+. Further study is warranted to evaluate the feasibility of CPS to remove high-concentration heavy metalcontaminated groundwater in complex and heterogeneous media.

THE INHIBITORY EFFECT OF STREPTOCOCCUS SALIVARIUS 119 ON THE FORMATION OF ARTIFICIAL PLAQUE (Streptococcus salivarius 119의 인공치태 억제효과에 대한 연구)

  • Lee, Min-Ha;Yang, Kyu-Ho;Oh, Jong-Suk
    • Journal of the korean academy of Pediatric Dentistry
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    • v.27 no.1
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    • pp.15-23
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    • 2000
  • Streptococcus salivarius is a normal inhabitant in the human oral cavity. Streptococcus salivarius 119 in this study was isolated from the oral cavity of child and identified, and its action mechanism on the formation of denal plaque by Streptococcus matans was studied. 1. The optical density of absorbance at 550 nm was 0.327 in the culture of Streptococcus mutans in disposable cuvette, whereas being 0.119 in the combined culture of Streptococcus mutans and Streptococcus salivarius 119. 2. The mean weight of produced artificial plaque on the wires in the beaker was 84.7mg in culture of Streptococcus mutans only, whereas being reduced to 12.3mg in the combined culture of Streptococcus mutans and Streptococcus salivarius 119. 3. When Streptococcus mutans was cultured in the media containing culture supernatant of Streptococcus salivarius 119 in BHI broth, the mean weight of produced artificial plaque was 100.5mg on the wires, whereas being reduced to 20.4mg in the media containing culture supernatant of Streptococcus salivarius 119 in BHIS broth. 4. The viable cells of Streptococcus oralis and Streptococcus salivarius 119 were $4.8\times10^7\;and\;7.5\times10^8$ per ml respectively after each culture, wheras being $4.2\times10^7\;and\;5.8\times10^7$ per ml in the combined culture of Streptococcus oralis and Streptococcus salivarius 119. 5. The polymer produced by Streptococcus salivarius 119 was glucan on the thin layer chromatography. 6. The glucan produced by Streptococcus salivarius 119 was water-soluble glucan containing $1\rightarrow6$ linkages as the main linkage on the thin layer chromatography. These results suggested that isolated Streptococcus salivarius 119 inhibited the formation of artificial plaque by the production of water-soluble glucan.

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Research on improvement of water purification efficiency by porous concrete using bio-film (생물막을 이용한 다공성 콘크리트의 수질정화 효율 개선에 대한 연구)

  • Kim, Tae-Hoon;Li, Feng-Qi;Ahn, Tae-Woong;Choi, I-Song;Oh, Jong-Min
    • Journal of Environmental Impact Assessment
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    • v.20 no.6
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    • pp.815-821
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    • 2011
  • This study aims to estimate the biological decomposition capacity of MPC(Microorganism Porous-Concrete). MPC has specific surface area formed by inside pores, and bio compound was added to those pores to reduce pollutants loading. To evaluate the water purification capacity of MPC, we carried out the comparative studies using different media types [GPC(General Porous-concrete), CPC(Compound porous-concrete), LPC(Lightweight aggregate porous-concrete)] under the condition of CFSTR, and different retention times (30, 60 and 120 min). We also estimated the purification capacity of MPC under different concentrations of pollutant loadings. The MPC showed higher efficiency in water purification function than other conventional porous concretes with efficient decrease rates of SS, BOD, COD, and nutrient concentrations. In the comparison experiment for different retention times, MPC showed the highest removal efficiency for all tested pollutants in the longest retention time(120 min). In the long period test, the removal efficiencies of MPC concrete were high until 100 days after the set up of the operation, but began to decrease. Outflow flux was invariable compared with inflow flux so that extra detention time for media fouling such as back washing is not needed. But the results suggested that appropriate management is necessary for long-term operation of MPC. As the final outcome, MPC using bio organisms is considered to be efficient for stream water purification when they used as substrates for artificial river structure.

Development of bag culture medium of Auricularia auricula (목이버섯 봉지재배 배지 개발)

  • Yoo, Young-Jin;Choi, So-Ra;Kim, Hee-Jun;Lee, Gi-Kwon;Song, Young-Ju;Kim, Jong-Gon
    • Journal of Mushroom
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    • v.12 no.3
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    • pp.216-219
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    • 2014
  • Studies were made to optimize the media composition in bag culture and conducted to determine the possibility of artificial cultivation of Auricularia auricula. Sawdust spawn of media composition for optimal growth were found to be oak-sawdust 80%combination of 20% popla-sawdust were the best of the optimal combination. And optimal substrate combination were found to be cotton-seed meal combination of 10% wheat bran 5% mixed were the best of combination. The duration of spawn run period and primordial formation period on bag(1.2 kg) were 50 days and 7 days, respectively. The weight of fruiting body and the yield(100ea, 1.2 kg) of fresh fruit-body were 24 g and 45,000 g, respectively.

Validation of G-HEXACO for Application to Game Character's Personality - Focusing on FIFA Online3- (온라인 게임 캐릭터에 성격을 적용하기 위한 G-HEXACO 타당화 연구: FIFA ONLINE3을 중심으로)

  • Kim, Mi-Sun;Ko, Il-Ju
    • Journal of Korea Game Society
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    • v.15 no.5
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    • pp.7-18
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    • 2015
  • The purpose of the present study is to build a theoretical basis for game character that represents the various personalities and interacts with the other characters in the game, applying the HEXACO theory to game character. It is hard to use the HEXACO to the game because the HEXACO is a theory based on the real world, on the contrary, the game has features of the virtual reality. Therefore, the HEXACO needs to be converted to Game HEXACO(G-HEXACO) for applying personality factors to the game character. To achieve this, we surveyed the HEXACO-PI-R and game questions related with the HEXACO factors. On the basis of the results, we designed G-HEXACO. This study means that the HEXACO could be replaced with the G-HEXACO to applying personality factors to the game character.

Study on the Nutrient Solution Content and Growth of Cherry Tomato in Scoria Culture (제주 송이를 이용한 방울토마토 양액재배시 양액성분 및 생육에 관한 연구)

  • 장전익;오대민;현해남
    • Journal of Bio-Environment Control
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    • v.4 no.1
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    • pp.43-49
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    • 1995
  • The main purpose of these studies were to clarify differences in Cheju - scoria and other solid media on quantity and quality of cherry tomatoes and on shift of component of the nutrient solution, and to use Practically Cheju-scoria as an excellent solid culture medium. The results obtained were summarized as follows ; 1. Among scoria plots, the rates of dry weights, fruits and their sugar-acid ratio were higher in the plot that was drained well with deep flow for one hour once a day. 2. Fresh fruit weights were lighter in rockwool and deep flow technique, but larger in scoria, Hyugashi (artificial gravel, $\Phi$10-12mm) and perlite in moving to higher flower cluster. 3. The results of analysis on microelement among solution components showed decrease of concentrations of P and K in the period of growth and development. 4. Yields and brix of cherry tomato showed a tendency to increase in rockwool and Hyugashi than anothers. 5. The concentration of fertilizer base was increased in general solution culture. Transpiration and absorption were similar in scoria plot and other media. 6. More studies of the Cheju-scoria development is required in order to use it as a solid medium for solution culture.

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The Effect of Flow Rate on the Process of Immiscible Displacement in Porous Media (다공성 매체 내 비혼성 대체 과정에서 주입 유량이 거동 양상에 미치는 영향)

  • Park, Gyuryeong;Kim, Seon-ok;Lee, Minhee;Wang, Sookyun
    • Journal of Soil and Groundwater Environment
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    • v.23 no.1
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    • pp.1-13
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    • 2018
  • A series of experiments using transparent micromodels with an artificial pore network etched on glass plates was performed to investigate the effects of flow rate on the migration and distribution of resident wetting porewater (deionized water) and injecting non-wetting fluid (n-hexane). Multicolored images transformed from real RGB images were used to distinguish n-hexane from porewater and pore structure. Hexane flooding followed by immiscible displacement with porewater, migration through capillary fingering, preferential flow and bypassing were observed during injection experiments. The areal displacement efficiency increases as the injection of n-hexane continues until the equilibrium reaches. Experimental results showed that the areal displacement efficiency at equilibrium increases as the flow rate increases. Close observation reveals that preferential flowpaths through larger pore bodies and throats and clusters of entrapped porewater were frequently created at lower flow rate. At higher flow rate, randomly oriented forward and lateral flowpaths of n-hexane displaces more porewater at an efficiency close to stable displacement. It may resulted from that the pore pressure of n-hexane, at higher flow rate, increases fast enough to overcome capillary pressure acting on smaller pore throats as well larger ones. Experimental results in this study may provide fundamental information on migration and distribution of immiscible fluids in subsurface porous media.

Study on the Realities of Utilization and Consciousness of Behavior with Dental Clinics (치과(齒科) 이용실태(利用實態)및 행동의식(行動意識)에 관(關)한 연구(硏究))

  • Lee, Jong-Do
    • Journal of Technologic Dentistry
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    • v.25 no.1
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    • pp.161-171
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    • 2003
  • The purpose of this study is to examine the effect of parents knowledge on oral health status toward their children. This study was carried out to investigate and analyze the cognitive degree of dental subjects and general public who have an experience to be treated for their dental knowledge, operative dentistry, and dental prothesis in the oral health care through the questionnaires. The results are as follows : 1 : In questioning the frequency in the visitation of dental clinic, 68.8% usually go to see dentists, if children's teeth have trouble. It was the reason that economical standard and educational level were enhanced as before. 57.6% took a kind of medical measures. 2 : In surveying the preference of dentists’ age or gender, 56.9% preferred younger dentists to older or female dentists. On the contrary, 56.9% children want younger dentists, and 64.8% children want female dentist doctor. As a conclusion, the preference of dentists’ age or gender is relevant with a view to remove big horror, which can be evoked by dental measures. 3 : In questioning the possession amount of decayed teeth, 45.8% have more than four. Usually those parents who have children filled their decayed teeth with artificial or installed with dental prosthesis. As a conclusion, age is relevant in this study in p<0.05 level. 4 : In asking for efficient starting-year of tooth brushing, 42.6% said that 2 or 3 year age is the most efficient, and especially 80.6% teach children to learn brushing themselves. (P<0.05). As a conclusion, the voluntary brushing can be good behaviour for good dental health. 5 : In surveying the way they obtained dental information, 38.9% were given form mass media, but 90% were once not delivered with the education of dental health. Because parents have been known narrow and deficient information of dental health through mass media, experts in dental health have to deliver help their parents to be delivered with systematical dental information. The conclusion of this study can be summarized that parents' role is very important to their children's tooth health and the education program for systematical dental information should be delivered to their parents.

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Comparison of Growth Characteristics of Ganoderma lucidum Based on Media and Environmental Conditions (배지 및 환경조건에 따른 영지버섯의 생육특성 비교)

  • Yu, Young-Jin;Choi, Kyu-Hwan;Seo, Sang-Young;Kang, Chan-Ho;Lee, Gi-Kwon;Kim, Hee-Jun
    • Journal of Mushroom
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    • v.15 no.3
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    • pp.104-110
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    • 2017
  • In order to determine the possibility of artificial cultivation of Ganoderma lucidum, a study was carried out to optimize the medium composition used for bed culture. Sawdust spawn of medium composition for optimal growth was found to be the combination of 75% oak-sawdust, 10% cotton-seed meal, and 15% beet pulp. The optimal conditions for the formation of fruiting bodies were shown to be a temperature of $28-30^{\circ}C$, light intensity of 1,000-1,500 lux, and $CO_2$ concentration of 1%.