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IoT data processing techniques based on machine learning optimized for AIoT environments (AIoT 환경에 최적화된 머신러닝 기반의 IoT 데이터 처리 기법)

  • Jeong, Yoon-Su;Kim, Yong-Tae
    • Journal of Industrial Convergence
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    • v.20 no.3
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    • pp.33-40
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    • 2022
  • Recently, IoT-linked services have been used in various environments, and IoT and artificial intelligence technologies are being fused. However, since technologies that process IoT data stably are not fully supported, research is needed for this. In this paper, we propose a processing technique that can optimize IoT data after generating embedded vectors based on machine learning for IoT data. In the proposed technique, for processing efficiency, embedded vectorization is performed based on QR such as index of IoT data, collection location (binary values of X and Y axis coordinates), group index, type, and type. In addition, data generated by various IoT devices are integrated and managed so that load balancing can be performed in the IoT data collection process to asymmetrically link IoT data. The proposed technique processes IoT data to be orthogonalized based on hash so that IoT data can be asymmetrically grouped. In addition, interference between IoT data may be minimized because it is periodically generated and grouped according to IoT data types and characteristics. Future research plans to compare and evaluate proposed techniques in various environments that provide IoT services.

Study on Eating Behavior of Holstein Steers by Growth Stages (Bos taurus) (Holstein 거세 비육우 성장단계별 채식 행동에 관한 연구)

  • Hea, Byeong-Joon;Kim, Eun Joong;Lee, Sang Moo
    • Journal of The Korean Society of Grassland and Forage Science
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    • v.41 no.4
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    • pp.234-241
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    • 2021
  • This study was carried out to investigate the effects of a different growing stage on the eating and ruminating behavior of Holstein steer (Bos taurus). A total of nine Holstein steers were divided into three growing stage groups (T1: growth stage, 8 months old, T2: Early fattening stage, 15 months old, T3: late fattening stage, 24 months old) with 3 replicates. In the feeding method, concentrate was offered at 1.62% of the body weight per treatment, respectively. And the forage was fed ad libitum for all treatment. The results of behaviors are summarized as follows: The rate of dry matter intake compared to body weight (DMI/BW, %) was high in the order of T1(2.21%) > T2(2.09%) > T3(1.39%). Eating time, ruminating time and resting time were significantly higher in T1, T2 and T3, respectively(p<0.05, 0.01). Chewing time was significantly lower in T3 than in T1 and T2(p<0.01). The number of bolus and the number of total chews were significantly higher in T2 than those of the other treatments(p<0.01). However ruminating time per bolus and the number of bolus per minute were not significantly different among the treatments. The numbers of drinking and defecating were not significantly different among the treatments. The number of urinating was significantly higher T1 than those of the other treatments(p<0.01). Time of drinking, defecating and urinating was not significantly difference among the treatments.

Effects of Dietary Oils and Tocopherol Supplementation on Fatty acid, Amino acid, TBARS, VBN and Sensory Characteristics of Pork Meat (식이 오일과 토코페롤 급여가 돈육의 지방산, 아미노산, TBARS, VBN 및 관능적 품질에 미치는 영향)

  • Jin, Sang-Keun;Kim, Il-Suk;Song, Young-Min;Hah, Kyung-Hee
    • Journal of Animal Science and Technology
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    • v.45 no.2
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    • pp.297-308
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    • 2003
  • Subjective pork quality was determined on the six groups of the following treatments. Meat samples were obtained from pigs which had been fed with finishing pig diets containing 5% beef tallow(C), 3% beef tallow and 2% perillar seed oil(T1), 250ppm vitamin E($\alpha$-tocopheryl acetate) in T1(T2), 3% beef tallow and 2% squid viscera oil(T3), 250ppm vitamin E in T3(T4), 3% beef tallow and 2% CLA(Conjugated linoleic acid, T5). In the fatty acid composition, SFA(Saturated fatty acid) and EFA(Essential fatty acid) were higher in T5 than in the rest of three treatments such as C, T1, T3 groups, while UFA(Unsaturated fatty acid), MUFA(Monounsaturated fatty acid), UFA/SFA, MUFA/SFA were low. The total content of amino acid in the T3 were higher those for the rest of rest of C, T1, T5 the content for vitamin added treatment(T2, T4) groups higher than non treated one. T3 and T5 showed higher TBARS(Thiobarbituric acid reactive substance) values than the C and T1 groups VBN(Volatile basic nitrogen) values were higher in the order of T5>T3>T1>C. There was no difference in total plate counts, number of lactic acid bacteria and number of E. coli. In sensory property, the C and T1 showed a higher acceptance than the T3 and T5. In cooked meats, the T3 showed a lower hardness than that of control(C), T1 and, with a higher acceptance. In TBARS, VBN, total counts, lactic counts, and E. coli counts, sensory test of cooked meat and raw meat, there was no significant difference between vitamin supplement groups within each oil treatment.

Physicochemical Properties and Sensory Score of Press Ham Made from Chicken Fed with Citrus Byproduct (감귤부산물 급여 닭고기 프레스 Ham의 이화학적 특성 및 기호성)

  • Moon, Yoon-Hee;Jung, In-Chul
    • Journal of Life Science
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    • v.20 no.1
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    • pp.55-59
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    • 2010
  • In this study, the physicochemical and sensory characteristics of chicken press ham not fed with citrus byproduct (T0) and fed with citrus byproduct (T1) were compared. There was not a significant difference in moisture, crude protein, crude fat, crude ash, crude fiber, Hunter's $L^*$ (lightness), $a^*$ (redness), $b^*$ (yellowness), hardness, springiness, cohesiveness, gumminess, chewiness, shear force, water holding capacity and pH between T0 and T1. There was not a significant difference between T0 and T1 in terms of the chicken ham's VBN (volatile basic nitrogen) content for the first three weeks of storage, but after the fourth week of storage, the VBN content was 15.1 and 13.7 mg% for T0 and T1, respectively, which implies that feeding citrus byproduct significantly reduced the VBN content. There was not a significant difference between T0 and T1 in terms of the chicken press ham's TBARS (2-thiobarbituric acid reactive substances) value for the first two weeks of storage. However, the TBARS value was 0.31 and 0.22 mg malonaldehyde/kg for T0 and T1 during the third week of storage, and 0.49 and 0.32 mg malonaldehyde/kg for T0 and T1 during the fourth week of storage. There was not a significant difference between T0 and T1 in terms of the chicken press ham's TPC (total plate counts) for the first three weeks of storage, but after the fourth week of storage, the TPC was 4.96 and 4.72 log CFU/g for T0 and T1, respectively, which implies that T1 showed a significantly lower TPC than T0. T1 showed significantly higher aroma, taste, and palatability of the chicken press ham than T0, but there was a not significant difference in texture and juiciness between T0 and T1.

Natural Convection Heat Transfer in Rectangular Air Enclosures With Adiabatic and Isothermal Horizontal Boundary Conditions (단열 및 등온수평 경계조건을 갖는 직각 밀폐용기내 공기의 자연대류 열전달)

  • 이진호;김무현;모정하
    • Transactions of the Korean Society of Mechanical Engineers
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    • v.14 no.1
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    • pp.207-213
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    • 1990
  • Natural convection heat transfer in rectangular air enclosure was studied interferometrically and numerically for the use of adiabatic and constant temperature horizontal boundary conditions. In the isothermal horizontal boundary case with the temperature difference ratio, .DELTA. $T_{v/}$.DELTA. $T_{H}$ .simeq. 1 temperature distribution in the enclosure is strongly stratified and the average Nusselt Number is higher than that of adiabatic horizontal boundary case.ase.

A Survey of the Self-Adaptive IoT Systems and a Compare and Analyze of IoT Using Self-Adaptive Concept (자가적응형 IoT 시스템 개발 동향과 자가적응형 개념을 활용한 IoT 비교분석)

  • Hwang, Seyoung;Seo, Jangill;Park, Sungjun;Park, Sangwon
    • KIPS Transactions on Computer and Communication Systems
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    • v.5 no.1
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    • pp.17-26
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    • 2016
  • IoT means things space networks that form the intelligent relationship such as sensing, networking, information processing about human being, things and service without explicit mutual cooperation of human being. Lately many IoT groups such as AllSeen Alliance, OIC launched a platform for IoT. Self-adaptive is aimed at implementation without the need for decisions of human being during the operation, so that the machine can respond to changes in its own determination. There is a need to apply the concept of self-adaptive to existing IoT and IoT platform. So In this paper, We look for trends of existing IoT, IoT platform and comparisons by applying a self-adaptive concept to IoT, IoT platform. In addition as an example of this paper, we suggest lacking self-adaptive elements to OIC.

Effect of Citrus Byproduct on Quality and Fatty Acid Composition of Chicken Eggs (감귤부산물의 급여가 계란의 품질 및 지방산 조성에 미치는 영향)

  • Moon, Yoon-Hee;Jung, In-Chul
    • Journal of Life Science
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    • v.20 no.9
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    • pp.1358-1364
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    • 2010
  • In this study, the effects of feeding citrus by-products on the quality and fatty acid compositions of chicken eggs were investigated. Two samples of chicken eggs were used for this study: T0 (eggs of chickens that were not fed citrus byproducts) and T1 (eggs of chickens that were fed 4% citrus byproducts). There was no statistically meaningful difference between T0 and T1 in terms of various properties, such as chemical composition, cholesterol content, minerals, vitamins, pigments, and total structural amino acid. The caloric content of the egg yolk was higher in T1 than in T0, and total free amino acid of egg albumin and egg yolk was higher in T1 than in T0 (p<0.05). There was a not significant difference in SFA:UFA ratio between T0 and T1, but the linolenic acid content was higher in T1 than in T0 (p<0.05). The results of this study show that citrus by-products can be used for feed for laying hens by adding them to general feed.

Some RNases Involved in the Processing of Bacteriophage T4 RNA (박테리오파지 T4 tRNA의 프로세싱에 관여하는 몇가지 RNase들)

  • Thong-Sung Ko
    • Journal of the Korean Chemical Society
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    • v.26 no.6
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    • pp.396-402
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    • 1982
  • Bacteriophage T4 tRNA processing in E. coli mutant strains defective in RNase Ⅲ, RNase E$^-$, and RNase P, respectively, singly or in combinations, was investigated. In $RNase E^- strains, a RNA band, which would be referred as 9S RNA, accumulates, while in RNase$ P^-$ strains, lower band of 6S double band is accumulated. In RNase III$^-$ strains, the production of tRAN$^{Gln}$ coded by T4 tRNA gene cluster, is severely depressed and also production of species 1 RNA, which is coded by T4 DNA but not by the tRNA gene cluster, is in somewhat depressed amounts; on the other hand, at the same time, an upper band of 6S double bands, coded by T4 tRNA gene cluster, is accumulated in rather greater amounts as compared to the RNase $^+$ strain. The upper band RNA of the 6S double band, however, does not appear to be a precursor to the tRNA$^{Gln}$. The present work points to the lack of evidence for an essential cleavage role of RNase Ⅲ, although there must be a role for the RNase Ⅲ in the T4 tRNA processing.

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Effects of Planting Density on Growth Characteristics, Dry Matter Yield and Feed Value of Teosinte New Variety, "Geukdong 6" [Zea mays L. subsp. mexicana (Schrad.) H. H. lltis]

  • Lee, Se Ho;Kim, Eun Joong;Lee, Sang Moo
    • Journal of The Korean Society of Grassland and Forage Science
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    • v.42 no.3
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    • pp.162-168
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    • 2022
  • This study was carried out to investigate the effects of planting densities on the growth characteristics, dry matter yield, and feed value of "Geukdong 6" (a new variety of corn for feed). The experimental design was arranged in a randomized block design with three replications. Treatments consisted of six planting densities, 60 cm × 25 cm (T1), 60 cm × 30 cm (T2), 70 cm × 25 cm (T3), 70 cm × 30 cm (T4), 80 cm × 25 cm (T5) and 80 cm × 30 cm (T6). All treatments were sown on May 14, 2021, and the harvest was on October 3 (late flowering). Plant length and the number of tillers were the highest in T5 (p<0.05), but the number of leaves and stem diameter were the highest in T6 than in the other treatments (p<0.05). Leaf length, leaf width, and dead leaf were not significantly different among the treatments. Organic matter was highest in T6, and crude protein was highest in T5 (p<0.05). The ether extract was not significantly different among the treatments. Crude fiber, NDF, and ADF were highest in T2 with relatively higher planting density (p<0.05). Calcium and phosphorus were not significantly different among the treatments. TDN content was the highest in T3 (p<0.05). Sugar degree (Brix), fructose, glucose, dextran, isomerose, and inverted sugar were not significantly different among the treatment. Fresh yield, dry matter yield and TDN yield were higher in order of T6 > T5 > T4 > T3 > T2 > T1 (p<0.05). Relatively feed value was higher in order of T3 > T6 > T5 > T1 > T4 > T2 (p<0.05). Based on the above results, planting density could be recommended from 80 cm × 30 cm for efficient production of "Geukdong 6".

Application Scenario of Integrated Development Environment for Autonomous IoT Applications based on Neuromorphic Architecture (뉴로모픽 아키텍처 기반 자율형 IoT 응용 통합개발환경 응용 시나리오)

  • Park, Jisu;Kim, Seoyeon;Kim, Hoinam;Jeong, Jaehyeok;Kim, Kyeongsoo;Jung, Jinman;Yun, Young-Sun
    • Smart Media Journal
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    • v.11 no.2
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    • pp.63-69
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    • 2022
  • As the use of various IoT devices increases, the importance of IoT platforms is also rising. Recently, artificial intelligence technology is being combined with IoT devices, and research applying a neuromorphic architecture to IoT devices with low power is also increasing. In this paper, an application scenario is proposed based on NA-IDE (Neuromorphic Architecture-based autonomous IoT application integrated development environment) with IoT devices and FPGA devices in a GUI format. The proposed scenario connects a camera module to an IoT device, collects MNIST dataset images online, recognizes the collected images through a neuromorphic board, and displays the recognition results through a device module connected to other IoT devices. If the neuromorphic architecture is applied to many IoT devices and used for various application services, the autonomous IoT application integrated development environment based on the neuromorphic architecture is expected to emerge as a core technology leading the 4th industrial revolution.