Distribution and logistics industries contribute some of the biggest GDP(gross domestic product) in South Korea and the number of related companies are quarter of the total number of industries in the country. The number of retail tech companies are quickly increased due to the acceleration of the online and untact shopping trend. Furthermore, major distribution and logistics companies try to achieve integrated data management with the fulfillment process. In contrast, small and medium distribution companies still lack of the capacity and ability to develop digital innovation and smartization. Therefore, in this paper, a deep learning-based demand forecasting & recommendation model is proposed to improve business competitiveness. The proposed model is developed based on real sales transaction data to predict future demand for each product. The proposed model consists of six deep learning models, which are MLP(multi-layers perception), CNN(convolution neural network), RNN(recurrent neural network), LSTM(long short term memory), Conv1D-BiLSTM(convolution-long short term memory) for demand forecasting and collaborative filtering for the recommendation. Each model provides the best prediction result for each product and recommendation model can recommend best sales product among companies own sales list as well as competitor’s item list. The proposed demand forecasting model is expected to improve the competitiveness of the small and medium-sized distribution and logistics industry.

Background: The successful production of superior or transgenic offspring from in vitro produced embryos in cattle relies heavily on the quality of blastocyst stage embryos. In order to enhance the developmental competency of these embryos, a novel culture method was devised. Methods: This study utilized stem cell culture medium (SCM) from hESCs as a supplement within the culture medium for bovine in vitro produced embryos. To gauge the efficacy of this approach, in vitro fertilized embryos were subjected to culture in CR1aa medium enriched with one of three supplements: 0.3% BSA, 10% FBS, or 10% SCM. Results: The blastocyst development and hatching rates of one-cell zygotes cultured in CR1aa medium supplemented with SCM (23.9% and 10.2%) surpassed those cultured in CR1aa medium supplemented with BSA (9.3% and 0.0%) or FBS (3.1% and 0.0%) (p < 0.05). Furthermore, post-zygotic gene activation, cleaved embryos cultured in CR1aa medium supplemented with SCM (57.8% and 34.5%) exhibited notably higher rates (p < 0.05) compared to those cultured with BSA (12.9% and 0.0%) or FBS (45.7% and 22.5%) supplementation. Furthermore, the microinjection of SCM into the cytoplasm or pronucleus of fertilized zygotes resulted in elevated blastocyst development and hatching rates, particularly when the microinjected embryos were subsequently cultured in CR1aa medium supplemented with SCM from the 8-cell embryo stage onwards (p < 0.05), in contrast to those cultured with FBS supplementation. Conclusions: In conclusion, this study conclusively demonstrated that the incorporation of SCM into the culture medium significantly enhances the developmental progress of preimplantation embryos.

This study is to develop a diagnostic model for the effective introduction of smart factories in the manufacturing industry, to diagnose SMEs that have difficulties in building their own smart factory compared to large enterprise, to identify the current level and to present directions for implementation. IT, AT, and OT experts diagnosed 18 SMEs using the "Smart Factory Capacity Diagnosis Tool" developed for smart factory level assessment of companies. They analyzed the results and assessed the level by smart factory diagnosis categories. Companies' smart factory diagnostic mean score is 322 out of 1000 points, between 1 level (check) and 2 level (monitoring). According to diagnosis category, Factory Field Basic, R&D, Production/Logistics/Quality Control, Supply Chain Management and Reference Information Standardization are high but Strategy, Facility Automation, Equipment Control, Data/Information System and Effect Analysis are low. There was little difference in smart factory level depending on whether IT system was built or not. Also, Companies with large sales amount were not necessarily advantageous to smart factories. This study will help SMEs who are interested in smart factory. In order to build smart factory, it is necessary to analyze the market trends, SW/ICT and establish a smart factory strategy suitable for the company considering the characteristics of industry and business environment.

본 연구는 택지개발사업으로 조성된 단독주택용지가 ‘주택의 노후화와 토지이용의 혼재, 비주거시설의 확산, 공실(빈집) 증가 등으로 주거환경이 악화됨에 따라 범죄가 증가할 것이다’라는 가설 아래 진행되었다. 조성된 지 27년이 지난 단독주택용지를 대상으로 1996년 토지이용실태에 관한 연구 자료와 비교·분석하고, 주거환경과 폭력·절도범죄 발생(2006～2018년)과의 관계를 분석․고찰하였다. 연구 결과, 첫째, 1996년에 비해 2016년 비주거시설이 2배 이상 증가하며 지구 내 집산도로에 접한 주거지 내부로 확산되었고, 업무와 종교, 공실의 비율이 증가하였다. 둘째, 폭력범죄는 통과교통이 발생하는 보조간선과 집산도로에 접한 용도혼재 필지에서 발생비율이 높았고, 제2종근린생활시설 중 주류 판매시설이 밀집한 곳에서 집중되어 발생하였다. 셋째, 절도범죄 중 침입절도범죄율이 높게 나타났고 비주거건축물(39.7%) 보다 주거건축물(60.3%)에서 발생률이 높았다. 넷째, 공실이 있는 건축물에서의 범죄율은 높지 않지만, 공실이 입지한 가로의 인접 건축물과 노상에서 중복적으로 범죄가 발생되었다. 이러한 분석결과는 노후주거지의 주거환경 향상을 위해 주민과 행정 및 경찰이 협력하여 CPTED 사업 추진에 활용할 수 있고, 향후 단독주택용지를 조성함에 있어 ‘안전성’을 확보할 수 있는 가로 및 필지체계 계획과 지구단위계획에 반영할 수 있다.

The osmolarity of a medium that is commonly used for in vitro culture (IVC) of oocytes and embryos is lower than that of oviductal fluid in pigs. In vivo oocytes and embryos can resist high osmolarities to some extent due to the presence of organic osmolytes such as glycine and alanine. These amino acids act as a protective shield to maintain the shape and viability in high osmotic environments. The aim of this study was to determine the effects of glycine or/and alanine in medium with two different osmolarities (280 and 320 mOsm) during IVC on embryonic development after parthenogenesis (PA) and somatic cell nuclear transfer (SCNT) in pigs. To this end, IVC was divided into two stages; the 0-2 and 3-7 days of IVC. In each stage, embryos were cultured in medium with 280, 320, or 360 mOsm and their combinations with or without glycine or/and alanine according to the experimental design. Treatment groups were termed as, for example, "T(osmolarity of a medium used in 0-2 days of IVC)-(osmolarity of a medium used in 3-7 days of IVC)" T280-280 was served as control. When PA embryos were cultured in medium with various osmolarities, T320-280 showed a significantly higher blastocyst formation (29.0%) than control (22.2%) and T360-360 groups (6.9%). Glycine treatment in T320-280 significantly increased blastocyst formation (50.4%) compared to T320-280 only (36.5%) while no synergistic was observed after treatment with glycine and alanine together in T320-280 (45.7%). In contrast to PA embryonic development, the stimulating effect by the culture in T320-280 was not observed in SCNT blastocyst development (27.6% and 23.7% in T280-280 and T320-280, respectively) whereas the number of inner cell mass cells was significantly increased in T320-280 (6.1 cells vs. 9.6 cells). Glycine treatment significantly improved blastocyst formation of SCNT embryos in both T280-280 (27.6% vs. 38.0%) and T320-280 (23.7% vs. 35.3%). Our results demonstrate that IVC in T320-280 and treatment with glycine improves blastocyst formation of PA and SCNT embryos in pigs.

Recent research on stem cell conditioned medium (CM) has been revealed that CM could influence on the embryo development when supplemented to in vitro culture medium. However, the optimal basal medium for CM production has not determined although it is the fundamental factor of CM. The purpose of this study is to examine the effect of human derived adipose stem cell CM (hASC-CM) with different basal medium on mice embryo development after parthenogenetic activation (PA). hASC-CM was collected from 2 kinds of serum free basal medium, DMEM and KSFM, respectively on day 5 from the culture of hASC isolated from human fat tissue. Intra-peritoneal injection of PMSG and hCG was conducted into 7-week-old ICR mice for superovulation. The oocytes were recovered from the oviductal ampulla, 18 h after hCG injection, and denuded using 0.1% hyaluronidase. PA of oocytes was conducted with KSOM media including strontium chloride. The parthenotes were in vitro cultured in 3 groups: 100% KSOM (Control), 75% KSOM + 25% DMEM or KSFM without FBS (DMEM or KSFM group) and 75% KSOM + 25% hASC-CM from DMEM or KSFM (DMEM-CM or KSFM-CM group). Cleavage rate was assessed after 2 days post IVC and blastocyst formation rate was evaluated after 6 days post IVC both using stereomicroscope. Total cell number of blastocysts was counted by Hoechst staining. 1way ANOVA from Graphpad prism 5 was used for statistical analysis and the values are presented as means ± standard error of mean. As a result, blastocyst formation rate of DMEM-CM group (16.09±3.32%, P<0.05) was significantly lower than control and DMEM group (34.43±2.89% and 34.49±5.34%, P<0.05) but cleavage rate and total cell number of blastocysts showed no significant difference among groups. In case of KSFM, there was no significant difference in cleavage rate, blastocyst formation rate and total cell number of blastocysts among the control, KSFM group and KSFM-CM group. The sort of basal medium used for the CM collection affected the development of parthenotes during in vitro culture differently. Therefore, further research should be conducted to find out the alternative basal medium of CM able to improve the embryo development. This research was supported by Nature Cell (#550-20170028), Cooperative Research Program of RDA (CCAR, #PJ013954022018), Research Institute for Veterinary Science and the BK21 plus program.

This study investigated the use of bovine serum albumin (BSA) as alternatives to fetal bovine serum (FBS) in in vitro maturation medium. The oocyte maturation, cumulus cell-oocyte gap junctional communication, and development of bovine embryos were determined by assessing their cell number, lipid content, mitochondrial activity, gene expression and cryo-tolerance. Oocytes were cultured in TCM-199 supplemented with 1 μg/ml estradiol-17ß, 10 μg/ml FSH, 10 ng/ml EGF, 0.6 mM cysteine, 0.2 mM sodium pyruvate and either 8% BSA (BSA group), 10% FBS (FBS group), or neither BSA nor FBS (TCM group), and followed by in vitro fertilization and the zygotes were cultured in SOF-BE1 medium. The differences in embryo development between experimental groups were analyzed by one-way ANOVA. We have shown that the percentages of embryos that underwent cleavage and formed a blastocyst were non significantly different among all experimental groups (37.4 ± 1.5% for FBS group vs. 31.1 ± 3.9% for BSA group and 34.5 ± 1.6% for TCM group, six replicates were performed). Furthermore, there was no significant difference between the percentage of MII oocyte between FBS (71.8 ± 1.9%) and BSA groups (69.3 ± 2.3%). However, culture of oocytes with FBS increased (P < 0.05) the cumulus cell expansion as well as expression of gape junction proteins, CX37 and CX43, at both transcriptional and translation levels. We also found that FBS significantly increased total cell number and decreased the apoptotic index in day-8 blastocyst comparing to BSA group. The beneficial effects of BSA on embryos were associated with significantly reduced intracellular lipid content and increased mitochondrial activity in both oocytes and blastocyst. Taken together, these data suggest that supplementation of maturation medium with BSA, as alternatives to FBS, can be used as defined medium that support consistently the development of IVP bovine embryos.

This study was conducted to investigate the effects of alpha-lipoic acid (aLA) as an antioxidant that decrease the reactive oxygen species (ROS) in bovine embryonic development. Slaughterhouse derived bovine immature oocytes were collected and 4 different concentrations (0, 5, 10 and 20 mM) of aLA was supplemented in bovine in Vitro maturation (IVM) medium. After 20 hrs of IVM, maturation rates, levels of ROS and glutathione (GSH), and further embryonic development after parthenogenetic activation (PA) and in Vitro fertilization (IVF) was investigated according to aLA concentrations. Maturation rate was significantly higher in 10 mM group than other groups (80.5% vs. 62.9, 73.9, 64.2%; P<0.05). In the levels of ROS and GSH in matured oocytes as an indicator of oocyte quality, significantly better results were shown in 5 and 10 mM groups compared with other 2 groups. After IVM, significantly higher rates of blastocyst formation were shown in 10 mM groups in both of PA (27.9% vs. 18.8, 22.3, 14.2%; P<0.05) and IVF (32.6% vs. 23.9, 27.3, 16.2%; P<0.05) embryos. In addition, significantly more cell total cell number and higher inner cell mass ratio in 10 mM PA and IVP blastocysts showed developmental competence in 10 uM groups. Therefore, based on the entire data from this study, using 10 μM of aLA confirmed to be the optimal concentration for bovine oocyte maturation and embryonic development.

The objective of this study was to determine the effect of fructose that was supplemented to a chemically defined in Vitro maturation (IVM) medium on oocyte maturation and embryonic development after parthenogenesis in pigs. The base medium for in Vitro maturation (IVM) was porcine zygote medium (PZM) that was supplemented with 0.05% (w/v) polyvinyl alcohol (PVA) or 10% (v/v) porcine follicular fluid (pFF). In the first experiment, when immature pig oocytes were matured in a chemically defined medium that was supplemented with 5.5 mM glucose or with 1.5, 3.0 and 5.5 mM fructose, 3.0 mM fructose resulted in a higher nuclear maturation (91.5%) than 1.5 and 5.5 mM fructose (81.9 and 81.9%, respectively) but showed a similar result with 5.5 mM glucose (94.2%). However, there was no significant differences among groups in the embryo cleavage (89.4-92.4%), blastocyst formation (37.5-41.1%), and mean cell number of blastocyst (30.8-34.2 cells). Fructose at the concentration of 3.0 mM (1.08 pixels/oocyte) resulted in a higher intra-oocyte glutathione (GSH) content than 1.5 and 5.5 mM fructose (1.00 and 0.87 pixels/oocytes, respectively) while the cumulus cell expansion was not influenced. In the second experiment, effect of individual and combined supplementation of a chemically defined maturation medium with 5.5 mM glucose or 3.0 mM fructose was examined. No significant effect was found in the nuclear maturation (86.3-92.6%). Embryo cleavage was significantly increased by the combined supplementation with glucose and fructose (95.2%) compared to that with 3.0 mM fructose only (85.7%) while blastocyst formation (37.3-42.8%) and embryonic cell number (33.3-34.1 cells) were not altered. Effect of supplementation of pFF-containing medium with glucose and fructose + glucose was examined in the third experiment. No significant effect by the supplementation with glucose and fructose or glucose alone was observed in the nuclear maturation of oocytes (90.7-94.1%) and blastocyst formation (51.0-56.5%). Our results demonstrate that 3.0 mM fructose was comparable to 5.5 mM glucose in supporting in Vitro oocyte maturation and embryonic development after parthenogenesis and could be used as an alternative energy source to glucose for in Vitro maturation of pig oocytes.

Shiitake culture in sawdust is a widely applied method, which can supplement the disadvantages of costly and time consuming oak log cultivation. In sawdust cultivation, browning of surface mycelia is an important stage for the productivity and longevity of sawdust media. Surface browning forms protection coat for the substrate, which can block the invasion of outer pathogens and suppress water evaporation in the substrate. We controlled different light source (red LED, white LED, blue LED, and fluorescent light) with different intensity of illumination (1.5, 10.5, 20.5 μmol/m2s for LEDs and 10, 100, 300 lux for fluorescent light) to induce browning. Lights were treated with 1 hour on/ 1 hour off cycle maintained in a controlled room with 20℃ temperature, 60% humidity, and 1200 ppm CO2 atmosphere concentration for 60 days. Browning effect differed from the source and intensity of illumination. Browning was most effective in 1.5 μmol/m2s for red and blue LED. All light sources showed less browning in highest intensity of illumination, which indicates that higher than 20.5 μmol/m2s for LEDs or 300 lux for fluorescent light are not effective. After harvesting fruit bodies, we measured their weight, length and width of pileus and stipe, chromaticity, and hardness. Treatment with 1.5 μmol/m2s blue LED produced the best harvest with highest average individual weight (21.2g), stipe length (30.8 mm), and hardness (377.9 g) with fine length and width of pileus, and chromaticity. This results indicate that 1.5 μmol/m2s blue LED showed the best browning effect which resulted in the best harvest yield.

Several species show low sensitivity to IVM, and the development of optimized medium possible oocyte quality and stable growth. Furthermore, adding additive to the medium can effectively reducing development cost and leads to easy handling of oocytes. Isoliquritigenin and formononetin are extracts found in licorice. Previous studies reported that isoliquritigenin and formononetin affected the activity of sperm, but the oocytes are unknown. This study adds isoliquritigenin or formononetin to αMEM to mature oocytes under simple IVC conditions. Recovered oocytes are cultured in αMEM, isoliquritigenincontaining medium and formononetin-containing medium. In study we proved that in addition to the medium, above the quality of oocytes cultured when specific additives were added, more stable growth is possible. collection and IVM of oocyte. SD rats at 6 to 8 wks of age are injected is intraperitoneal with 30 IU/mL of PMSG and 48 hrs later, HCG 50 IU/mL is intraperitoneal injected. Oocytes are collected ovary after 17 hrs. Collected oocytes are cultured for 16 hrs with 200 μL αMEM and 200 μL αMEM containing isoliquritigenin or formononetin at 0, 0.01, 0.02, 0.04, 0.1 mg/mL. Also, isoliquritigenin and formononetin were mixed with 200 μL αMEM at a ratio of 0.25: 0.75, 0.50: 0.50, and 0.75: 0.25 mg/mL respectively. Oocytes supplemented with isoliquritigenin and Formononetin had high quality than oocytes cultured with αMEM and showed an increase in the IVF fertility rate. Our experimental results indicate that using isoliquritigenin, formononetin when cell culture, rather than used only in medium, more effective oocyte quality and stable growth.

In vitro maturation (IVM) systems have become indispensable for the production of large numbers of competent oocytes in domestic species. The quality of in vitro matured oocyte is one of the important factors determining the success of assisted reproductive technologies (ARTs) including intracytoplasmic sperm injection (ICSI), in vitro fertilization (IVF), and somatic cell nuclear transfer (SCNT) in human and livestock. Incomplete cytoplasmic maturation of oocytes can lead not only to a failure of fertilization but also to a developmental arrest after ARTs. Thus, establishment of a stable IVM system to produce a large number of high quality oocytes, especially in domestic animals, is essential for improvement of ARTs efficiency by producing high quality embryos. The morphological characteristics are commonly used to predict the developmental potential of oocytes and embryos. Usually, normal oocytes shrink when exposed to a hypertonic medium, and recover their morphology when returned to an isotonic medium. During this process, oocytes show various morphologic changes, such as shrinkage in spherical (SSP) or irregular shapes (SIR). In the first study, we investigated whether the shrinkage pattern of oocytes that was observed after hyperosmotic treatment could be used as a morphologic characteristic to predict the quality of IVM oocytes in pigs. We found that SSP oocytes showed improved developmental competence after PA and SCNT. This improved embryonic development was most likely because of the more advanced nuclear and cytoplasmic maturation in SSP oocytes compared with SIR oocytes. Pig oocytes shows a wide variation in the size of perivitelline space (PVS) after IVM. Based on this finding, we examined in the second study whether or not there was any correlation between the PVS size of IVM oocytes and their developmental competence after PA and SCNT. Our results demonstrated that in vitro developmental competence to the blastocyst stage positively correlated with the size of the PVS of oocytes after IVM. In addition, we observed that mature oocytes with a larger PVS showed higher levels of intracellular GSH content and transcription factor expression. Furthermore, enlargement of the PVS by culturing in reduced NaCl medium improves the embryonic development after PA and SCNT. In the third study, we investigated the effects of a hypotonic medium with reduced NaCl (61.6 mM) compared with an isotonic medium (108.0 mM NaCl) on oocyte maturation and embryonic development after PA and SCNT. In addition, we attempted to optimize our IVM system using a hypotonic maturation medium by examining the effects of hypotonic medium during various stages of IVM on oocyte maturation and subsequent embryonic development. Our results demonstrated that maturation of pig oocytes in hypotonic medium with reduced NaCl during the last 11 hr of IVM increased the developmental competence of oocytes after PA and SCNT. These beneficial effects was also shown in a commercial medium (a minimum essential medium; aMEM) in which the NaCl concentration was reduced to 61.6 mM. In addition, IVM of oocytes in medium with reduced NaCl increases the proportion of SSP oocytes in pigs. In summary, our results demonstrate that IVM of pig oocytes in a hypotonic medium with low-NaCl is better able to support embryonic development after PA and SCNT, most likely by improving the cytoplasmic maturation via increased intraoocyte GSH content and widened PVS. Based on these results, the newly developed IVM system using a hypotonic medium with reduced NaCl can produce high quality oocytes and be considered a new strategy for improving ARTs efficiency in pigs.