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Transfer learning from synthetic data for open-circuit voltage curve reconstruction and state of health estimation of lithium-ion batteries from partial charging segments

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Energy and AI 2024年第3期17卷 80-97页

作者： Tobias Hofmann Jacob Hamar Bastian Mager Simon Erhard Jan philipp Schmidt Chair of Systems Engineering for Electrical Energy Storage University of BayreuthWeiherstraße 26Bayreuth95448BavariaGermany BMW Group Petuelring 130Munich80809BavariaGermany

Data-driven models for battery state estimation require extensive experimental training data,which may not be available or suitable for specific tasks like open-circuit voltage(OCV)reconstruction and subsequent state of health(SOH)*** study addresses this issue by developing a transfer-learning-based OCV reconstruction model using a temporal convolutional long short-term memory(TCN-LSTM)network trained on synthetic data from an automotive nickel cobalt aluminium oxide(NCA)cell generated through a mechanistic model *** data consists of voltage curves at constant temperature,C-rates between C/30 to 1C,and a SOH-range from 70%to 100%.The model is refined via Bayesian optimization and then applied to four use cases with reduced experimental nickel manganese cobalt oxide(NMC)cell training data for higher use *** TL models’performances are compared with models trained solely on experimental data,focusing on different C-rates and voltage *** results demonstrate that the OCV reconstruction mean absolute error(MAE)within the average battery electric vehicle(BEV)home charging window(30%to 85%state of charge(SOC))is less than 22 mV for the first three use cases across all *** SOH estimated from the reconstructed OCV exhibits an mean absolute percentage error(MAPE)below 2.2%for these *** study further investigates the impact of the source domain on TL by incorporating two additional synthetic datasets,a lithium iron phosphate(LFP)cell and an entirely artificial,non-existing,cell,showing that solely the shifting and scaling of gradient changes in the charging curve suffice to transfer knowledge,even between different cell chemistries.A key limitation with respect to extrapolation capability is identified and evidenced in our fourth use case,where the absence of such comprehensive data hindered the TL process.

关键词： Lithium-ion battery State of health estimation Transfer learning OCV curve Partial charging Synthetic data

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Impact of surface phase coexistence on the development of step-free areas on Si（111）

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Frontiers of Materials Science 2015年第2期9卷 141-146页

作者： Andreas FISSEL Ayan Roy CHAUDHURI Jan KRUGENER philipp GRIBISCH H. Jorg OSTEN Institute of Electronic Materials and Devices Leibniz University Hannover Schneiderberg 32 30167 Hannover Germany

The step-flow growth condition of Si on Si（111） near the （7×7）-＂1×1＂ surface phase transition temperature Tc are analyzed within the framework of Burton- Cabrera-Frank theory. In particular, coexistence of both surface phases well below Tc and their specific influence on the step-flow growth behavior are considered. We presume that under dynamical condition of growth, the surface initially covered by only the （7×7） phase separates into domains surrounded by ＂1×1＂ areas. On such a surface, the overall supersaturation should be reduced drastically compared to a surface with only （7×7）, resulting in much larger critical terrace width for nucleation.

关键词： molecular beam epitaxy step-flow growth mode surface superstructure silicon

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Routine utilization of machine perfusion in liver transplantation:Ready for prime time?

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World Journal of Gastroenterology 2024年第11期30卷 1488-1493页

作者： Alessandro Parente Keyue Sun philipp Dutkowski AM James Shapiro Andrea Schlegel Department of Surgery Division of TransplantationUniversity of Alberta HospitalEdmonton T6G 2B7Canada Immunity and Inflammation Lerner Research InstituteClevelandOH 44195United States Swiss Hepato-Pancreato-Biliary Center Department of Visceral and Transplantation SurgeryUniversity Hospital ZurichZurich 8091Switzerland Immunity and Inflammation Digestive Disease and Surgery InstituteClevelandOH 44195United States

The last decade has been notable for increasing high-quality research and dramatic improvement in outcomes with dynamic liver *** evidence from numerous randomized controlled trials has been pooled by meta-analyses,providing the highest available evidence on the protective effect of machine perfusion(MP)over static cold storage in liver transplantation(LT).Based on a protective effect with less complications and improved graft survival,the field has seen a paradigm shift in organ *** editorial focuses on the role of MP in LT and how it could become the new“gold standard”.Strong collaborative efforts are needed to explore its effects on long-term outcomes.

关键词： Liver transplantation Machine perfusion Viability assessment Hypothermic oxygenated perfusion Normothermic machine perfusion

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Extraction and Evaluation of Knowledge Entities from Scientific Documents

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Journal of Data and Information Science 2021年第3期6卷 1-5页

作者： Chengzhi Zhang philipp Mayr Wei Lu Yi Zhang Nanjing University of Science and Technology China GESIS-Leibniz-Institute for the Social Sciences Germany Wuhan University China University of Technology Sydney(UTS) Australia

As a core resource of scientific knowledge,academic documents have been frequently used by scholars,especially newcomers to a given *** the era of big data,scientific documents such as academic articles,patents,technical reports,and webpages are *** rapid daily growth of scientific documents indicates that a large amount of knowledge is proposed,improved,and used(Zhang et al.,2021).

关键词： knowledge Entities field.

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Teriflunomide provides protective properties after oxygen-glucose-deprivation in hippocampal and cerebellar slice cultures

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Neural Regeneration Research 2021年第11期16卷 2243-2249页

作者： Anna Wolters Judith Reuther philipp Gude Thomas Weber Carsten Theiss Heike Vogelsang Veronika Matschke Institute of Anatomy Department of CytologyMedical FacultyRuhr University BochumBochumGermany Department of Anaesthesiology and Intensive Care Medicine Ruhr University BochumSt.Josef HospitalBochumGermany

One of the major challenges in emergency medicine is out-of-hospital cardiac arrest(OHCA).Every year,about 53–62/100000 people worldwide suffer an out-of-hospital cardiac arrest with serious consequences,whereas persistent brain injury is a major cause of morbidity and mortality of those surviving a cardiac ***,only few and insufficient strategies are known to limit neurological damage of ischemia and reperfusion *** aim of the present study was to investigate whether teriflunomide,an approved drug for treatment of relapsing-remitting-multiple-sclerosis,exerts a protective effect on brain cells in an in vitro model of ***,organotypic slice cultures from rat hippocampus and cerebellum were exposed to oxygen-glucose-deprivation and subsequently treated with *** administration of teriflunomide in the reperfusion time on both hippocampal and cerebellar slice cultures significantly decreased the amount of detectable propidium iodide signal compared with an untreated culture,indicating that more cells survive after ***,hippocampal slice cultures showed a higher vulnerability to ischemic conditions and a more sensitive response to teriflunomide compared with cerebellar slice *** study suggests that teriflunomide,applied as a post-treatment after an oxygenglucose-deprivation,has a protective effect on hippocampal and cerebellar cells in organotypic slice cultures of *** procedures were conducted under established standards of the German federal state of North Rhine Westphalia,in accordance with the European Communities Council Directive 2010/63/EU on the protection of animals used for scientific purposes.

关键词： brain damage cardiac arrest cell death hypoxic chamber ischemia organotypic slice cultures post-treatment resuscitation

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Applying ionic liquids as oil additives for gearboxes:Going beyond the state of the art by bridging the nano-scale and component level

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Friction 2023年第6期11卷 1057-1078页

作者： Azhaarudeen ANIFA MOHAMED FARUCK philipp G.GRÜTZMACHER Chia-Jui HSU Dominik DWORSCHAK Hsiu-Wei CHENG Markus VALTINER Kristof STAGEL philipp MIKSOVSKY Apurba Ranjan SAHOO Aitor SAINZ MARTINEZ Katharina BICA-SCHRODER Michael WEIGAND Carsten GACHOT Institut für Konstruktionswissenschaften und Produktentwicklung(IKP) Tribology Research DivisionTU WienVienna1060Austria Institut für Angewandte Physik(IAP) Applied Interface Physics research groupTU WienVienna1040Austria Institut für Angewandte Synthesechemie(IAS) Sustainable Organic Synthesis and Catalysis research groupTU WienVienna1060Austria

Ionic liquids(ILs)have been used effectively in many applications for reducing problems related to friction and *** this work,the potential of ILs as an anti-wear and extreme pressure lubricant additive for high load-carrying gearbox applications such as helicopter transmissions has been *** halide-free ILs:P_(8881)(BuO)_(2)PO_(2)^(-)(1)and P_(8881)(MeO)_(2)PO_(2)^(-)(2),which are blended at 5 wt%each into a standard non-additivated FVA2 base oil(BO)are *** solid-liquid interface,friction and load-carrying capacity,and wear(scuffing)behavior are studied on the nano-,lab-,and component-scale,respectively,at a different range of temperature and loading conditions by using the atomic force microscopy(AFM),Schwing-Reib-Verschleiβ(SRV)friction tests,and Brugger tests,as well as forschungsstelle für zahnrader und getriebebau(FZG)back-to-back gear test *** AFM analysis shows nearly no change of adhesion over the full range of studied temperature for the IL blends compared to the ***,IL blends demonstrate a very stable coefficient of friction(COF)of around 0.16,which even decreases with increasing test temperatures ranging from 40 to 120℃.A clear reduction in COF up to 25%is achieved by adding only 5 wt%of the investigated Ils in the BO,and the Brugger tests also show a pronounced enhancement of load-carrying ***,on the component-scale,a significant improvement in gear scuffing performance has been observed for both used IL blends.A detailed characterization of the wear tracks from the SRV friction tests via the transmission electron microscopy(TEM)revealed the formation of a phosphate(P-O)-based amorphous tribo-chemical layer of about 20 nm ***,this work may present an approach for Ils to be used as an additive in conventional lubricants due to their ability to enhance the lubrication properties,making them an alternative lubricant solution for high load-carrying gearbox applications.

关键词： ionic liquids(ILs) additives gears scuffing friction load-carrying capacity

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One-bit quantization is good for programmable coding metasurfaces

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Science China(Information Sciences) 2022年第7期65卷 225-239页

作者： Ya SHUANG Hanting ZHAO Menglin WEI Qiang CHENG Shi JIN Tiejun CUI philipp DEL HOUGNE Lianlin LI State Key Laboratory of Advanced Optical Communication Systems and Networks Department of ElectronicsPeking University Institute of Electromagnetic Space Southeast University State Key Laboratory of Millimeter Waves Southeast University Pazhou Laboratory University of Rennes

The information-carrying programmable metasurfaces have found widespread applications in communication, sensing, and other related areas. However, there is a fundamental but unresolved problem,i.e., the rigorous understanding of the quantization of metasurface coding. Here, we theoretically investigate the performance difference between one-bit and continuous information-encoding metasurfaces. To this end,we derive analytical representations of system responses in various cases(single-input single-output, singleinput multiple-output, and multiple-input multiple-output). We analyze the impact of one-bit coding(in contrast to continuous coding) in terms of the resulting channel cross-talk and reduction of information capacity in various representative scenarios from wireless communication and holography. Our main finding indicates that the one-bit coding yields a satisfactory performance in most practical scenarios; we also show that in many cases there are smart ways to mildly relax optimization constraints in order to reduce the performance gap between the one-bit and continuous coding. We expect that our results can provide theoretical guidance for a large variety of metasurface-assisted information systems for electromagnetic waves and other wave phenomena.

关键词： metasurfaces metamaterials information capacity signal representation one-bit coding meta-surface

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Fully-coupled simulations of thermally-induced cracking in pegmatite due to microwave irradiation

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Journal of Rock Mechanics and Geotechnical Engineering 2019年第2期11卷 242-250页

作者： Jielin Li Rennie B.Kaunda Shrey Arora philipp Hartlieb Priscilla P.Nelson School of Resources and Safety Engineering Central South University Department of Mining Engineering Colorado School of Mines Mining Engineering and Mineral Economics Montanuniversitaet Leoben

Fully-coupled thermo-mechanical simulations are implemented in COMSOL Multiphysics to investigate micro-scale stress-strain variability in pegmatite specimens subjected to thermal loading using microwaves. Thermally-induced compressive and tensile stresses increase as the microwave irradiation duration increases. The dielectric constant, coefficient of expansion, and type and size of mineralogical boundary have significant impacts on the responses of the rock to microwave irradiation. The maximum principal stress of the chlorite is the smallest, indicating that the chlorite experiences the most damage under microwave irradiation, followed by the quartz. The maximum principal stress values of plagioclase and orthoclase are larger, indicating that they are likely to incur the least damage. Where quartz or chlorite is dominant, the resulting von Mises stresses are consistently higher after 120 s of microwave irradiation. The rate of generation of von Mises stresses increases most rapidly along the interface between quartz and plagioclase, and the interface between quartz and orthoclase, followed by the interface between quartz and chlorite, and finally the interface between plagioclase and orthoclase. The presented modeling approach provides a practical method to investigate stress-strain relationships within mineralogical boundaries inside a rock thin section.

关键词： Microwave irradiation Thermo-mechanical loading Pegmatite Numerical modeling

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Impact of Different Embolic Agents for Transarterial Chemoembolization (TACE) Procedures on Systemic Vascular Endothelial Growth Factor (VEGF) Levels

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Journal of Clinical and Translational Hepatology 2016年第4期4卷 288-292页

作者： Andreas Schicho Claus Hellerbrand Kristina Krüger Lukas P.Beyer Walter Wohlgemuth Christoph Niessen Ernst Hohenstein christian Stroszczynski philippe L.Pereira philipp Wiggermann Department of Radiology University Hospital Regensburg Regensburg Germany Friedrich-Alexander University Erlangen-Nürnberg Institute of Biochemistry(Emil-Fischer Zentrum) Erlangen Germany Clinic for Radiology Minimally-invasive Therapies and Nuclear Medicine SLK Kliniken Heilbronn GmbH Heilbronn Germany

Background and Aims:Intermediate stage hepatocellular carcinoma (HCC) can be treated by transarterial chemoem-bolization (TACE).However,there appear to be side effects,such as induction of proangiogenic factors,*** endothelial growth factor (VEGF),which have been shown to be associated with a poor *** prospective study was designed to compare serum VEGF level response after TACE with different embolic agents in patients with ***:Patients were assigned to one of three different TACE regimens:degradable starch microspheres (DSM) TACE,drugeluting bead (DEBDOX) TACE or Lipiodol TACE (cTACE).All patients received 50 mg doxorubicin/m2 body surface area (BSA) during *** VEGF levels were assessed before TACE treatment,24 h post-treatment and 4 weeks ***:Twenty-two patients with 30 TACE treatments were *** to baseline VEGF levels,a marked increase was observed for 24 h post-TACE (164% of baseline level) and during the 4-week follow-up (170% of baseline level) only for the cTACE arm (p < 0.05).In contrast,the increase of serum VEGF levels were only 114% and 123% for DEBDOX and 121% and 124% for DSM,***:Conventional TACE using Lipiodol shows marked increase in blood levels of the proangiogenic factor VEGF,while DEBDOX and DSM TACE induce only a moderate VEGF response.

关键词： Transarterial chemoembolization Vascular endothelial growth factor Embolic agents Hepatocellular carcinoma Angiogenesis

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Model based decision support system for land use changes and socio-economic assessments

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Journal of Arid Land 2018年第2期10卷 169-182页

作者： YU Yang CHEN Xi philipp HUTTNER Marie HINNENTHAL Andreas BRIEDEN SUN Lingxiao Markus DISSE Xinjiang Institute of Ecology and Geography Chinese Academy of Sciences Chair of Hydrology and River Basin Management Technical University of Munich Chair of Statistics and Risk Management Universitaet der Bundeswehr Muenchen

Hydrological models are often linked with other models in cognate sciences to understand the interactions among climate, earth, water, ecosystem, and human society. This paper presents the development and implementation of a decision support system（DSS） that links the outputs of hydrological models with real-time decision making on social-economic assessments and land use management. Discharge and glacier geometry changes were simulated with hydrological model, water availability in semiarid environments. Irrigation and ecological water were simulated by a new commercial software MIKE HYDRO. Groundwater was simulated by MODFLOW. All the outputs of theses hydrological models were taken as inputs into the DSS in three types of links： regression equations, stationary data inputs, or dynamic data inputs as the models running parallel in the simulation periods. The DSS integrates the hydrological data, geographic data, social and economic statistical data, and establishes the relationships with equations, conditional statements and fuzzy logics. The programming is realized in C＋＋. The DSS has four remarkable features：（1） editable land use maps to assist decision-making;（2） conjunctive use of surface and groundwater resources;（3） interactions among water, earth, ecosystem, and humans; and（4） links with hydrological models. The overall goal of the DSS is to combine the outputs of scientific models, knowledge of experts, and perspectives of stakeholders, into a computer-based system, which allows sustainability impact assessment within regional planning; and to understand ecosystem services and integrate them into land and water management.

关键词： decision support system hydrological modeling ecosystem services land management socio-economic indicator Tarim River Basin

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