• Title/Summary/Keyword: greenhouse effect

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A Water-saving Irrigation Decision-making Model for Greenhouse Tomatoes based on Genetic Optimization T-S Fuzzy Neural Network

  • Chen, Zhili;Zhao, Chunjiang;Wu, Huarui;Miao, Yisheng
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.13 no.6
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    • pp.2925-2948
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    • 2019
  • In order to improve the utilization of irrigation water resources of greenhouse tomatoes, a water-saving irrigation decision-making model based on genetic optimization T-S fuzzy neural network is proposed in this paper. The main work are as follows: Firstly, the traditional genetic algorithm is optimized by introducing the constraint operator and update operator of the Krill herd (KH) algorithm. Secondly, the weights and thresholds of T-S fuzzy neural network are optimized by using the improved genetic algorithm. Finally, on the basis of the real data set, the genetic optimization T-S fuzzy neural network is used to simulate and predict the irrigation volume for greenhouse tomatoes. The performance of the genetic algorithm improved T-S fuzzy neural network (GA-TSFNN), the traditional T-S fuzzy neural network algorithm (TSFNN), BP neural network algorithm(BPNN) and the genetic algorithm improved BP neural network algorithm (GA-BPNN) is compared by simulation. The simulation experiment results show that compared with the TSFNN, BPNN and the GA-BPNN, the error of the GA-TSFNN between the predicted value and the actual value of the irrigation volume is smaller, and the proposed method has a better prediction effect. This paper provides new ideas for the water-saving irrigation decision in greenhouse tomatoes.

A study on the estimation of the renewable energy certificates(REC) weight considering the life cycle assessment(LCA) of greenhouse gas emission (전과정(LCA) 온실가스 평가를 고려한 신재생에너지 공급인증서 가중치 산정 방안 연구)

  • Beak, Hun;Kim, Tae Sung
    • Journal of the Korea Convergence Society
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    • v.11 no.8
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    • pp.173-182
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    • 2020
  • The government continuously improves the RPS system to expand the supply of renewable energy, but there has been criticism that more environmental aspects should be considered to reduce GHG emission. REC weights are differentiated according to renewable energy sources. Greenhouse gas emission is one of the decisive factors, and its value is set by experts' opinion. This study assigns LCA to get accurate value of GHG emission. The LCA calculates emitted greenhouse gases from entire process of fuel production, transportation, power plant construction, operation, and decommission. This study suggests a method to change the greenhouse gas reduction effect from the existing qualitative method to the quantitative method and evaluates them. As a result, the evaluation score is changed, but the tier interval is so large that it does not affect the REC weight. Therefore, this study suggests the way that directly reflect the greenhouse gas reduction effect in the REC weight.

Analysis of Heat Transfer Characteristics in Response to Water Flow Rate and Temperature in Greenhouses with Water Curtain System (수막하우스의 유량 및 수온에 따른 열전달 특성 분석)

  • Kim, Hyung-Kweon;Kim, Seoung-Hee;Kwon, Jin-Kyeong
    • Journal of Bio-Environment Control
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    • v.25 no.4
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    • pp.270-276
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    • 2016
  • This study analysed overall heat transfer coefficient, heat transmission, and rate of indoor air heating provided by water curtain in order to determine the heat transfer characteristic of double-layered greenhouse equipped with a water curtain system. The air temperatures between the inner and outer layers were determined by the water flow rate and inlet water temperature. Higher water flow rate and inlet water temperature resulted in the increased overall heat transfer coefficient between indoor greenhouse air and water curtain. However, it was found that with higher levels of water flow rate and inlet water temperature, indoor overall heat transfer coefficient was converged about $10W{\cdot}m^{-2}{\cdot}^oC^{-1}$. The low correlation of overall heat transfer coefficient between water curtain and air within double layers was likely because the combination of greenhouse shape, wind speed and outdoor air temperature as well as water curtain affected the heat transfer characteristics. As water flow rate and inlet water temperature increased, the heat transferred into the greenhouse by water curtain also tend to rise. However it was demonstrated that the rate of heat transmission from water curtain into greenhouse with water curtain system using underground water was accounted for 22% to 28% for total heat lost by water curtain. The results of this study which quantify heat transfer coefficient and net heat transfer from water curtain may be a good reference for economical design of water curtain system.

Effect of Adoption and Complementarity of Production Technology Bundles in Horticultural Greenhouse (원예시설 결합기술의 수용효과와 보완성 분석)

  • Choi, Don-Woo;Kim, Tae-Kyun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.9
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    • pp.5906-5913
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    • 2015
  • This paper analyzes the effect of adoption and complementarity of production technology bundles in horticultural greenhouse - more than 10m vinyl greenhouse ($T_1$), polyolefin film ($T_2$), winding branch ventilation ($T_3$), and more than 15 ounce lagging cover ($T_4$). The results are as follows: First, only using $T_1$, only using $T_2$, only using $T_3$, only using $T_4$, using $T_1$ and $T_3$, and using $T_1$ and $T_4$, have a higher net return. Second, when $T_3$ is used, $T_1$ and $T_2$ are complementary. Third, $T_1$ and $T_3$ are always complementary. Fourth, when $T_2$ and $T_3$ are not used, $T_1$ and $T_4$ are complementary. The results of this paper could contribute to government's technology diffusion policies and subsequent studies.

Herbicidal Activity of Naturally Developed d-Limonene against Sicyos angulatus L. under the Greenhouse and Open Field Condition (온실 및 노지조건에서 천연물질 d-Limonene의 가시박에 대한 살초활성)

  • Kang, Chung-Kil;Oh, Young-Joo;Lee, Sang-Beom;Lee, Byung-Mo;Nam, Hong-Shik;Lee, Yong-Ki;Jee, Hyeong-Jin;Hong, Moo-Ki;Koo, Suk-Jin
    • Korean Journal of Weed Science
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    • v.31 no.4
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    • pp.368-374
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    • 2011
  • This experiment was conducted to Investigate the herbicidal activity of naturally developed d-Limonene on the control of Sicyos angulatus L. which is destructive to biodiversity and ecosystem under greenhouse and open field condition. Among the tested concentrations, most efficacy of early foliar application(leaf stage with 1.5 and 3) of d-Limonene was found in $70mg\;mL^{-1}$, followed by $35mg\;mL^{-1}$, $17.5mg\;mL^{-1}$ in that order under greenhouse condition. The higher the d-Limonene concentration, the better the effect in greenhouse condition. In leaf stage with 2, 3 and 5 under open field condition, the higher the d-Limonene concentrations, the higher the weeding effect. The remarkable effect was, particularly, found in d-Limonene with $70mg\;mL^{-1}$ while little was found in the plants with d-Limonene with $35mg\;mL^{-1}$. In the case of 15 leaf stage of S. angulatus L. treated with d-Limonene under outside treatment effect was low. The treatment effect of d-Limonene under open field compared with greenhouse condition was more significant. It can be recommended that d-Limonene with $70mg\;mL^{-1}$ could control S. angulatus L. by 5 leaf stage.

Characteristics of Temperature, Humidity and PPF Distribution by Covering Method and Environmental Control in Double Covering Greenhouse (이중피복 온실의 피복방법과 환경조절에 따른 온습도 및 광합성유효광량자속 분포 특성)

  • Lee, Hyun-Woo;Sim, Sang-Youn;Kim, Young-Shik
    • Journal of Bio-Environment Control
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    • v.21 no.1
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    • pp.1-11
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    • 2012
  • The objective of the present study is to provide data needed to find double covering method to be able to improve environment of temperature, humidity and PPF in tomato greenhouse. The distribution charts of temperature, humidity and PPF which were measured in environment control conditions such as thermal insulation, air heating, roof ventilation and air fog cooling in conventional and air inflated double layers greenhouses were drawn and analysed. The thermal insulation effect of the air inflated greenhouse was the same as that of conventional greenhouse because the temperature between insulation curtain and roof covering material was equal in heating season. The ventilation effect of the air inflated greenhouse was superior to the conventional greenhouse. The temperature distribution in the fog cooled greenhouse was uniform and the cooling effect was about $3.5^{\circ}C$. The condensation on the roof covering surface could be controlled by removing the moisture between insulation curtain and roof covering by using humidifier. The PPF of conventional greenhouse was more decreased than the air inflated greenhouse as time went by because the transmittance of conventional greenhouse declined by dust collected on the inside plastic film owing to rolling up and down operation for ventilation.

Yield Increase and Energy Saving Effect on Plastic Greenhouse Covered with Polyolefin Film (PO필름 피복 온실의 수량 증대 및 에너지 절감 효과)

  • Moon, Jong Pil;Park, Seok Ho;Kim, Jin Gu;Lee, Jae Han;Kang, Youn Koo;Lim, Mi Young;Kim, Hye Min
    • Journal of Bio-Environment Control
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    • v.29 no.4
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    • pp.428-439
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    • 2020
  • This study was carried out to investigate the effect of PO film on the increase of crop yield and energy saving through PO and PE film greenhouse application and comparison test. As a experimental greenhouse, two single span greenhouses (1-1 W) and two double span greenhouses (1-2 W) were used. During winter season, PO film (0.15 mm outer layer, 0.10mm inner layer) was used as a covering material of greenhouse in double layers for double-span (B15) and single-span(B21), and PE film used for double-span (B15), and single-span (B23) as a control. The experimental vegetable was tomato(Solanum lycopersicum L.) cultivated in soil and the cultivar of that was 'Happiness'. That was cultivated from December 3, 2019 to April 30, 2020. The temperature at night inside the greenhouse was maintained at 15℃, and the side and roof windows were opened to maintain 23 ~ 24℃ during the day. As a result, this study showed that the yield in single-span greenhouse(B21) covered with a PO film increased 20% and that in double-span greenhouse (B16) increased by 9% compared to the greenhouse covered with a PE film (B23, B15). Fuel consumption of the single-span greenhouse (B21) with the cover of PO film was reduced by 12.4% and that of double-span greenhouse was done by 11.5% compared to that of the PE film greenhouse (B23, B15) without any difference between them in growing state.

Estimation of GHGs Emission to Improvement of Facility Efficiency in the Food wastewater Treatment Process (식품폐수처리시설의 설비효율 개선에 따른 온실가스 배출량 평가)

  • An, Sang-Hyung;Song, Jang-Heon;Kim, San;Chung, Jin-Do
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.2
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    • pp.378-384
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    • 2019
  • In the food wastewater treatment facilities, the water quality improvement effect and the greenhouse gas emission amount followed by the change in electricity usage through a change of the aeration tank ventilation system were evaluated. also, the amount of greenhouse gas emission followed by the change in electricity usage through the change of the sludge dewatering, storage, transporting method was also evaluated. The total GHG emission from food wastewater treatment facility improvement were divided into direct emissions from the treatment processes and indirect ones from electricity usage. The water quality improvement effect of wastewater treatment plant was found to be 63.3% for BOD removal rate, 42.0% for COD removal rate, 71.0% for SS removal rate and 39.6% for T-N removal rate. and according to the results of calculating output by applying both direct emissions of greenhouse gas (Scope 1) and the indirect emission (Scope 2) of greenhouse gas followed by changes in power consumption. It was estimated that there was a total of 276.0tCO2eq./yr(7.5%) greenhouse gas reduction effect from 3,668.8tCO2eq./yr before improvement to 3,392.8tCO2eq./yr after improvement. In this result is not due to the effects of water quality improvement of emission source, but because the reduction in electricity use has reduced the amount of greenhouse gas emissions.

LMDI Decomposition Analysis on Characteristics of Greenhouse Gas Emission from the Line of Railroad in Korea (LMDI 분해 분석을 이용한 국내 철도 노선별 온실가스 배출 특성 분석)

  • Lee, Jae-Hyung;Lim, Jee-Jae;Kim, Yong-Ki;Lee, Jae-Young
    • Journal of the Korean Society for Railway
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    • v.15 no.3
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    • pp.286-293
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    • 2012
  • Korean government is enforcing 'Greenhouse gas target management' in order to achieve Greenhouse gas reduction target. To attain Greenhouse gas reduction target, companies in Korea must establish their GHG inventory system and analysis their GHG emissions characteristics for deduction of mitigation measures. LMDI(Log Mean Divisia Index) decomposition analysis is widely used to understand characteristics of GHG emission and energy consumption. In this paper, the characteristics of GHG emission from the line of railroad in Korea is respectively analyzed in terms of conversion effect, intensity effect, production effect and distance effect. Data of railroad GHG emission from 2000 to 2007 are used. As a result, total effect of railroad's GHG emission is $96,813tCO_2eq$. Production effect ($39,865tCO_2eq$) and distance effect ($327,923tCO_2eq$) affect increase of railroad GHG emissions while Conversion effect ($-158,161tCO_2eq$) and intensity effect ($-112,814tCO_2eq$) influence decrease of the emissions.

Effect of Cooling in a Semi-closed Greenhouse at High Temperature on the Growth and Photosynthesis Characteristics in Paprika (고온기 반밀폐형온실 냉방이 파프리카 생육과 광합성 특성에 미치는 영향)

  • Kim, Eun Ji;Park, Kyoung Sub;Goo, Hei Woong;Park, Ga Eun;Myung, Dong Ju;Jeon, Yong Hwan;Na, Haeyeong
    • Journal of Bio-Environment Control
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    • v.30 no.4
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    • pp.335-341
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    • 2021
  • In this study, experiments were conducted to investigate the effects of high- temperature stress on paprika in a semi-closed greenhouse where cooling is available and a normal plastic greenhouse. Paprika grown in a semi-closed greenhouse in which geothermal cooling is provided showed a significantly higher speed of photosynthesis than paprika grown in a 3-layer plastic greenhouse in which there is no cooling system. It suggests that the photosynthesis speed of paprika in a plastic house decreases owing to high temperature stress. Plant height increased by 13cm more in the semi-closed greenhouse, and the size of leaf showed similar growth speed until the 2nd week after transplanting, however, after 3 weeks, the semi-closed greenhouse showed a big difference by 47% compared with the plastic greenhouse. In terms of the fruit count, the semi-closed greenhouse had 10.6 fruits/plant and the plastic greenhouse had 4.6 fruits/plant, indicating that the semi-closed greenhouse had a higher number of fruits by 130% than the plastic greenhouse. The fruit weight also presented a difference between the semi-closed greenhouse and the plastic greenhouse by 46%, which is 566.7g/plant and 387g/plant, respectively. According to the above mentioned results, it was validated that when paprika is cultivated in a semi-closed greenhouse where a cooling system is applied, photosynthesis and growth were better than in the normal plastic greenhouse. Thus, if the hot summer season is overcome by applying the elemental technologies for the cooling system to the normal plastic greenhouse, farm income may increase through improvement in the yield and quality.