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Simply Fine-Tuned Deep Learning-Based Classification for Breast Cancer with Mammograms

Computers, Materials & Continua 2022年第12期73卷 4677-4693页

作者： Vicky Mudeng Jin-woo Jeong se-woon choe Department of Medical IT Convergence Engineering Kumoh National Institute of TechnologyGumi39253Korea Department of Electrical Engineering Institut Teknologi KalimantanBalikpapan76127Indonesia Department of Data Science Seoul National University of Science and TechnologySeoul01811Korea Department of IT Convergence Engineering Kumoh National Institute of TechnologyGumi39253Korea

A lump growing in the breast may be referred to as a breast mass related to the ***,not all tumors are cancerous or *** masses can cause discomfort and pain,depending on the size and texture of the *** an appropriate diagnosis,non-cancerous breast masses can be diagnosed earlier to prevent their cultivation from being *** the development of the artificial neural network,the deep discriminative model,such as a convolutional neural network,may evaluate the breast lesion to distinguish benign and malignant cancers frommammogram breast masses *** work accomplished breastmasses classification relative to benign and malignant cancers using a digital database for screening mammography image datasets.A residual neural network 50(ResNet50)model along with an adaptive gradient algorithm,adaptive moment estimation,and stochastic gradient descent optimizers,as well as data augmentations and fine-tuning methods,were *** addition,a learning rate scheduler and 5-fold cross-validation were applied with 60 training procedures to determine the best *** results of training accuracy,p-value,test accuracy,area under the curve,sensitivity,precision,F1-score,specificity,and kappa for adaptive gradient algorithm 25%,75%,100%,and stochastic gradient descent 100%fine-tunings indicate that the classifier is feasible for categorizing breast cancer into benign and malignant from the mammographic breast masses images.

关键词： Medical image analysis convolutional neural network mammogram breast masses breast cancer

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Discovery of Zr-based metal-organic polygon:Unveiling new design opportunities in reticular chemistry

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Nano Research 2021年第2期14卷 392-397页

作者： Jiyeon Kim Dongsik Nam Hiroshi Kitagawa Dae-woon Lim Wonyoung choe Department of Chemistry Ulsan National Institute of Science and Technology50 UNIST-gilUlsan 44919Republic of Korea Department of Chemistry Graduate School of ScienceKyoto UniversityKitashirakawa Oiwake-choSakyo-kuKyoto 606-8502Japan Department of Chemistry and Medical Chemistry College of Science and TechnologyYonsei University1 Yonseidae-gilWonjuGangwon-do 26493Republic of Korea

Metal-based secondary building unit and the shape of organic ligands are the two crucial factors for determining the final topology of metal-organic materials.A careful choice of organic and inorganic structural building units occasionally produces unexpected structures,facilitating deeper fundamental understanding of coordination-driven self-assembly behind metal-organic ***,we have synthesized a triangular metal-organic polygon(MOT-1),assembled from bulky tetramethyl terephthalate and Zr-based secondary building ***,the Zr-based secondary building unit serves as an unusual ditopic Zr-connector,toform metal-organic polygon MOT-1,proven to be a good candidate for water adsorption with *** study highlights the interplay of the geometrically frustrated ligand and secondary building unit in controlling the connectivity of metal-organic *** a strategy can be further used to unveil a new class of metal-organic materials.

关键词： reticular chem istry Zr-based metal-organic polygon geometrical frustration ditopic secondary building unit

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Optimal seismic retrofit model for steel moment resisting frames with brittle connections

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Earthquake Engineering and Engineering Vibration 2018年第4期17卷 835-847页

作者： Hyo seon Park se woon Choi Byung Kwan Oh Department of Architectural Engineering Yonsei University Center for Structural Health Care Technology in Building Yonsei University Department of Architecture Catholic University of Daegu Department of Civil and Environmental Engineering Princeton University

Based on performance-based seismic engineering, this paper proposes an optimal seismic retrofit model for steel moment resisting frames（SMRFs） to generate a retrofit scheme at minimal cost. To satisfy the acceptance criteria for the Basic Safety Objective（BSO） specified in FEMA 356, the minimum number of upgraded connections and their locations in an SMRF with brittle connections are determined by evolutionary computation. The performance of the proposed optimal retrofitting model is evaluated on the basis of the energy dissipation capacities, peak roof drift ratios, and maximum interstory drift ratios of structures before and after retrofitting. In addition, a retrofit efficiency index, which is defined as the ratio of the increment in seismic performance to the required retrofitting cost, is proposed to examine the efficiencies of the retrofit schemes derived from the model. The optimal seismic retrofit model is applied to the SAC benchmark examples for threestory and nine-story SMRFs with brittle connections. Using the retrofit efficiency index proposed in this study, the optimal retrofit schemes obtained from the model are found to be efficient for both examples in terms of energy dissipation capacity, roof drift ratio, and maximum inter-story drift ratio.

关键词： steel moment resisting frame performance-based seismic engineering optimal seismic retrofit evolutionarycomputation

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Fatigue strength evaluation of self-piercing riveted joints of AZ31 Mg alloy and cold-rolled steel sheets

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Journal of Magnesium and Alloys 2020年第1期8卷 241-251页

作者： se-Hyung Kang Dong-woon Han Ho-Kyung Kim Graduate School Seoul National University of Science and TechnologySeoul01811South Korea Department of Mechanical and Automotive Engineering Seoul National University of Science and TechnologySeoul01811 South Korea

The application of magnesium alloys to automobiles is increasing due to their superior specific strength and specific *** this study,an upper sheet of AZ31 magnesium alloy and a lower sheet of cold-rolled steel were joined by self-piercing riveting(SPR),a method commonly used to join automotive panels.A cross-shaped specimen was fabricated with a punching force of 35 kN,which exhibited the best joint strength for the SPR joint specimen *** and fatigue strengths were evaluated using cross-shaped specimens at loading angles of 0°,45°,and 90°.The load amplitude corresponding to the fatigue endurance limit was assumed to be at 106 cycles,and the fatigue ratios(=fatigue endurance limit/static strength)at the loading angles of 0°,45°,and 90°are 22%,13%,and 9%,*** all three loading angle specimens,fatigue cracks initiated at the triple point where the rivet shank,the upper sheet and the lower sheet are in contact with each other,with the cracks propagating through the thickness of the upper sheet and ultimately leading to *** fatigue lifetimes were evaluated through the von-Mises stress,maximum principal stress,and equivalent stress intensity *** was found that the fatigue lifetimes could be evaluated most appropriately through the maximum principal stress.

关键词： self-piercing riveting Magnesium alloy Fatigue strength Maximum principal stress Fatigue lifetime

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Computation and field experiment validation of greenhouse energy load using building energy simulation model

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International Journal of Agricultural and Biological Engineering 2015年第6期8卷 116-127页

作者： Taehwan Ha In-bok Lee Kyeong-seok Kwon se-woon Hong College of Agriculture and Life Sciences Seoul National University1 Gwanak-roGwanak-guSeoul 151-921Korea Research Institute of Agriculture and Life Sciences 1 Gwanak-roGwanak-guSeoul 151-921Korea Institute for Agricultural and Fisheries Research(ILVO) Burg.Van Gansberghelaan 1159820 MerelbekeBelgium

Greenhouse Building Energy Simulation(BES)models were developed to estimate the energy load using TRNSYS(ver.16,University of Wisconsin,USA),a commercial BES *** was conducted based on data recorded during field *** BES greenhouse modeling is reliable,as validation showed 5.2%and 5.5%compared with two field experiments,*** the next step,the heating characteristics of the greenhouses were analyzed to predict the maximum and annual total heating loads based on the greenhouse types and target locations in the Republic of Korea using the validated greenhouse *** BES-computed results indicated that the annual heating load was greatly affected by the local climate conditions of the target *** annual heating load of greenhouses located in Chuncheon,the northernmost region,was 44.6%higher than greenhouses in Jeju,the southernmost area among the studied *** regression models for prediction of maximum heating load of Venlo type greenhouse and widespan type greenhouse were developed based on the BES computed results to easily predict maximum heating load at field and they explained nearly 95%and 80%of the variance in the data set used,respectively,with the predictor *** a BES model of geothermal energy system was additionally designed and incorporated into the BES greenhouse *** feasibility of the geothermal energy system for greenhouse was estimated through economic analysis.

关键词： Greenhouse building energy simulation(BES) energy load dynamic analysis geothermal energy heating load

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Subtenon retrobulbar hyaluronidase injection for ophthalmic artery occlusion following facial filler injection

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International Journal of Ophthalmology(English edition) 2020年第7期13卷 1170-1172页

作者： Hye Rim choe se Joon Woo Department of Ophthalmology Seoul National University Bundang HospitalSeoul National University College of MedicineSeongnam 13620Republic of Korea

Dear Editor,Central retinal artery or ophthalmic artery occlusion is a rare complication of facial filler injection,which causes irreversible *** have reported failed attempts of retrobulbar,peribulbar,or intraarteria... 详细信息

关键词： injection arterial artery

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Monitoring of non-point source pollutants load from a mixed forest land use

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Journal of Environmental Sciences 2010年第6期22卷 801-805页

作者： Sung Wan Yoon se woong Chung Dong Geun Oh Jae woon Lee Department of Environmental Engineering Chungbuk National University Geum River Environmental Research Center National Institute of Environmental Research

The aim of this study was to determine the unit load of NPS （non-point source） pollutants including organic variables such as BOD （biochemical oxygen demand）, COD （chemical oxygen demand） and DOC （dissolved organic carbon）, nitrogen and phosphorus constituents, and suspended solids （SS） and their event mean concentration （EMC） of runoff flows from a water-shed of mixed forest land use by intensive field experiments. Field monitoring for continuous measurements of rainfall, flow, and water quality was conducted over 12 storm events during 2008-2009 using automated and manual sampling methods. The EMCs of individual runoff event were estimated for each water quality constituent based on the flow rate and concentration data of runoff discharge. The average EMCs of BOD, COD, DOC, SS, TN （total nitrogen）, NH4^＋-N, NO3^--N, TP （total phosphorus）, PO4^3-P from the mixed forest land were 1.794, 3.498, 1.462, 10.269, 0.862, 0.044, 0.634, 0.034, and 0.005 mg/L, respectively. The annual unit loads of BOD, COD, DOC, SS, TN, NH4^＋-N, NO3^--N, TP and PO4^3--P were estimated as 66.9, 133.2, 55.5, 429.8, 36.5, 1.6, 26.9, 1.3 and 0.1 kg/（ha·yr）, respectively. In addition, affecting parameters on the EMCs were investigated by statistic analysis of the field data. As a result, significant correlations with precipitation, rainfall intensity, and total runoff flows were found in most constituents.

关键词： event mean concentration mixed forest land use non-point source pollutant load unit load

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Late Pleistocene spore-pollen record and climatic change at the Chongphadae Cave Site,Democratic People's Republic of Korea

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Journal of Palaeogeography 2023年第4期12卷 624-636页

作者： se Chan Kim Rye Sun choe Il Nam Kim Chol U Ryong Il Kang Institute of Human Evolution and Development History Faculty of HistoryKim Il Sung UniversityTaesong DistrictPyongyangDemocratic People's Republic of Korea

We present a detailed pollen record and interpretations of late Pleistocene climatic change at the Chongphadae Cave Site, Democratic People's Republic of Korea. The mean annual paleotemperature and mean annual paleoprecipitation of the site were calculated using the temperature index and precipitation index based on ecological features and geographical distribution of each taxon. Temperature index and precipitation index range from 8.8℃ to 10.4℃ and from 805.0 mm to 963.1 mm, respectively. Four dates(radiocarbon, uranium series, fission track, and paleomagnetic excursion dating) of the deposit profile investigated yield a range of ~21.3 ka BP to ~117 ka BP, geochronologically corresponding to the late Pleistocene, and extend from the last interglacial highstand through the Last Glacial Maximum. Our results are thus consistent with the climatic shift from interglacial to glacial conditions, provide evidence that the environments of the region, which was reconstructed from the paleoclimatic index, changed from a mild and humid to a cool and dry climate during the late Pleistocene, and suggest trends similar to those of several parts of the Northern Hemisphere which lie in the same latitudinal zone as our study area.

关键词： Chongphadae cave Pollen Climatic change Late Pleistocene Mean annual temperature Mean annual precipitation

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Long-term outcomes of focal laser photocoagulation for the treatment of polypoidal choroidal vasculopathy

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International Journal of Ophthalmology(English edition) 2021年第9期14卷 1402-1407页

作者： Sooyeon choe Hyun Goo Kang Kyu Hyung Park Christopher seungkyu Lee se Joon Woo Department of Ophthalmology Seoul National University College of MedicineSeoul National University HospitalSeoul 03080Republic of Korea Department of Ophthalmology Institute of Vision ResearchGangnam Severance HospitalYonsei University College of MedicineSeoul 06273Republic of Korea Department of Ophthalmology Seoul National University Bundang HospitalSeongnam 13620Republic of Korea Department of Ophthalmology Institute of Vision ResearchSeverance HospitalYonsei University College of MedicineSeoul 03722Republic of Korea

AIM:To evaluate the long-term effect and safety of focal laser photocoagulation treatment in eyes with polypoidal choroidal vasculopathy(PCV).METHODS:Medical records of 13 eyes of 13 patients with PCV were followed-up for more than 2 y after focal laser photocoagulation *** patients were diagnosed with PCV using indocyanine green angiography,and eyes with other comorbid ocular diseases were *** measurement outcomes of the study were the post-treatment regression and recurrence of polyps,complications,and changes in visual *** t-test was performed to compare visual outcome before and after the ***:The mean age of the 13 patients was 70.2±5.5 y,and the follow-up period was 72.3±31.0(range,25-118)*** eyes had juxtafoveal polyps and 10 eyes had extrafoveal *** the 13 eyes,9 eyes(69.2%)had regression of polyps 1.7±1.2(range,0.9-4)mo after focal laser *** eyes(55.6%)showed recurrence of polyps during the follow-up periods,and the recurrence period was 12.8±18.9(range,1.9-48)*** subretinal hemorrhage occurred in two eyes(15.4%)27 and 72 d after laser treatment,*** were no statistically significant differences in visual acuities at baseline;1,2,3 y post-treatment(all P>0.05);and last follow-up(0.63±0.5,0.73±0.70,0.67±0.57,0.75±0.7,and 0.95±0.8 log MAR,respectively).CONCLUSION:Focal laser photocoagulation is beneficial for early regression of polyps in eyes with PCV and does not result in significant submacular hemorrhage during the long-term ***,it can be primarily considered in eyes with PCV with extrafoveal or juxtafoveal polyps to regress risky polyps as well as to maintain visual acuity without serious hemorrhagic complications.

关键词： long-term efficacy polypoidal choroidal vasculopathy focal laser photocoagulation

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Direct Synthesis of Molybdenum Phosphide Nanorods on Silicon Using Graphene at the Heterointerface for Efficient Photoelectrochemical Water Reduction

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Nano-Micro Letters 2021年第5期13卷 135-150页

作者： Sang Eon Jun seokhoon Choi Shinyoung Choi Tae Hyung Lee Changyeon Kim Jin Wook Yang woon‑Oh choe In‑Hyuk Im Cheol‑Joo Kim Ho Won Jang Department of Materials Science and Engineering Research Institute of Advanced MaterialsSeoul National UniversitySeoul 08826Republic of Korea Department of Chemical Engineering Pohang University of Science and TechnologyPohang 37673Republic of Korea

Transition metal phosphides(TMPs)and transition metal dichalcogenides(TMDs)have been widely investigated as photoelectrochemical(PEC)catalysts for hydrogen evolution reaction(HER).Using high-temperature processes to get crystallized compounds with large-area uniformity,it is still challenging to directly synthesize these catalysts on silicon photocathodes due to chemical incompatibility at the ***,a graphene interlayer is applied between p-Si and MoP nanorods to enable fully engineered interfaces without forming a metallic secondary compound that absorbs a parasitic light and provides an inefficient electron path for hydrogen ***,the graphene facilitates the photogenerated electrons to rapidly transfer by creating Mo-O-C covalent bondings and energetically favorable band *** a bridging role of graphene,numerous active sites and anti-reflectance of MoP nanorods lead to significantly improved PEC-HER performance with a high photocurrent density of 21.8 mA cm−2 at 0 V versus RHE and high ***,low dependence on pH and temperature is observed with MoP nanorods incorporated photocathodes,which is desirable for practical use as a part of PEC *** results indicate that the direct synthesis of TMPs and TMDs enabled by graphene interlayer is a new promising way to fabricate Si-based photocathodes with high-quality interfaces and superior HER performance.

关键词： Photoelectrochemical water splitting Silicon Molybdenum phosphide Hydrogen evolution Graphene

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