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Reproducible Fabrication of Perovskite Photovoltaics via Supramolecule Confinement Growth
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作者 Xinyi Liu Jin Xie +11 位作者 Ziren Zhou Huijun Lian Xinyuan Sui Qing Li Miaoyu Lin Da Liu Haiyang Yuan Feng Gao Yongzhen Wu Hua Gui Yang Shuang Yang Yu Hou 《Nano-Micro Letters》 2026年第2期756-771,共16页
The solution processibility of perovskites provides a costeffective and high-throughput route for fabricating state-of-the-art solar cells.However,the fast kinetics of precursor-to-perovskite transformation is suscept... The solution processibility of perovskites provides a costeffective and high-throughput route for fabricating state-of-the-art solar cells.However,the fast kinetics of precursor-to-perovskite transformation is susceptible to processing conditions,resulting in an uncontrollable variance in device performance.Here,we demonstrate a supramolecule confined approach to reproducibly fabricate perovskite films with an ultrasmooth,electronically homogeneous surface.The assembly of a calixarene capping layer on precursor surface can induce host-vip interactions with solvent molecules to tailor the desolvation kinetics,and initiate the perovskite crystallization from the sharp molecule-precursor interface.These combined effects significantly reduced the spatial variance and extended the processing window of perovskite films.As a result,the standard efficiency deviations of device-to-device and batch-to-batch devices were reduced from 0.64-0.26%to 0.67-0.23%,respectively.In addition,the perovskite films with ultrasmooth top surfaces exhibited photoluminescence quantum yield>10%and surface recombination velocities<100 cm s^(-1)for both interfaces that yielded p-i-n structured solar cells with power conversion efficiency over 25%. 展开更多
关键词 Solar cells REPRODUCIBILITY Perovskites Space-confined growth SUPRAMOLECULES
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Recyclable adsorbent of BiFeO_3/Carbon for purifying industrial dye wastewater via photocatalytic reproducible 被引量:10
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作者 Shuang Jiao Yiming Zhao +2 位作者 Chensha Li Binsong Wang Yang Qu 《Green Energy & Environment》 SCIE CSCD 2019年第1期66-74,共9页
It is essential to prepare highly-efficiency reproducible adsorbent for purifying industrial dye wastewater. In this work, biscuit with a layered porous structure as a template is applied to prepare a photocatalytic r... It is essential to prepare highly-efficiency reproducible adsorbent for purifying industrial dye wastewater. In this work, biscuit with a layered porous structure as a template is applied to prepare a photocatalytic recyclable adsorbent of BiFeO3/Carbon nanocomposites for purifying simulative industrial dye wastewater. It is found that the structure of the prepared BiFeO3/Carbon nanocomposite is related to the natural structure of the biscuit, annealing temperatures and immersing times, demonstrated by XRD, TEM, UV-Vis and adsorptive activities. Kinetics data shows that the adsorption rate of the adsorbent to the dye is rapid and fitted well with the pseudo-second-order model, that more than 80% of dyes can be removed in the beginning 30 min. The adsorption isotherm can be perfectly described by the Langmuir model as well. It can be seen from the adsorption data that the adsorption performance can reach over 90% at pH ? 2–12, which can imply its universal utilization. The prepared BiFeO_3/Carbon nanocomposites have also displayed excellent capacities(over 90% within 30 min) for adsorption of seven different dyes and their mixed one. According to the five times photocatalytic reproducible experiments, it is proved that BiFeO_3/Carbon nanocomposites show the excellent stability and reproduction for purifying simulative industrial dyes, even the sample have been placed for one year. These research results indicate that the adsorbent BiFeO_3/Carbon can be a suitable material used in treating industrial dye wastewater potentially. 展开更多
关键词 reproducible ADSORBENT BiFeO3/Carbon nanocomposites Photocatalysis PURIFYING INDUSTRIAL dye wastewater Pseudo-second-order model
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Two arms-three instruments robot-assisted laparoscopic hysterectomy:A reproducible technique 被引量:1
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作者 Rooma Sinha Bana Rupa Girija Shankar Mohanty 《Laparoscopic, Endoscopic and Robotic Surgery》 2021年第2期44-47,共4页
Although laparoscopic hysterectomy has been used for more than 3 decades,it is not universally adopted due to steep learning curve.The robotic platform can bridge this gap and reduce the need for open hysterectomy wit... Although laparoscopic hysterectomy has been used for more than 3 decades,it is not universally adopted due to steep learning curve.The robotic platform can bridge this gap and reduce the need for open hysterectomy with enhanced dexterity and accurate depth perception by 3D vision and wristed intuitive movements.This technical note introduces a two arms-three instruments“Sinha-Apollo technique”for da Vinci Si system for performing robotic-assisted laparoscopic hysterectomy in simplified and reproducible steps. 展开更多
关键词 ROBOTIC HYSTERECTOMY TECHNIQUE reproducible
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A Reproducible Approach of Preparing High-Quality Overdoped Bi_2Sr_2CaCu_2O_(8+δ) Single Crystals by Oxygen Annealing and Quenching Method
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作者 张玉晓 赵林 +1 位作者 顾根大 周兴江 《Chinese Physics Letters》 SCIE CAS CSCD 2016年第6期132-136,共5页
We report a reproducible approach in preparing high-quality overdoped Bi2 Sr2 CaCu2 08+δ (Bi2212) single crystals by annealing Bi2212 crystals in high oxygen pressure followed by a fast quenching. In this way, hig... We report a reproducible approach in preparing high-quality overdoped Bi2 Sr2 CaCu2 08+δ (Bi2212) single crystals by annealing Bi2212 crystals in high oxygen pressure followed by a fast quenching. In this way, high-quality overdoped and heavily overdoped Bi2212 single crystals are obtained by controlling the annealing oxygen pressure. We find that, beyond a limit of oxygen pressure that can achieve most heavily overdoped Bi2212 with a Tc N63 K, the annealed Bi2212 begins to decompose. This accounts for the existence of the hole-doping limit and thus the Tc limit in the heavily overdoped region of Bi2212 by the oxygen annealing process. These results provide a reliable way in preparing high-quality overdoped and heavily overdoped Bi2212 crystals that are important for studies of the physical properties, electronic structure and superconductivity mechanism of the cuprate superconductors. 展开更多
关键词 BI is it of A reproducible Approach of Preparing High-Quality Overdoped Bi2Sr2CaCu2O Single Crystals by Oxygen Annealing and Quenching Method in high that by Sr
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The Chiron Procleix HIV-1/HCV assay results are highly reproducible
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《中国输血杂志》 CAS CSCD 2001年第S1期402-,共1页
关键词 HCV HIV The Chiron Procleix HIV-1/HCV assay results are highly reproducible
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A 3D-printable device allowing fast and reproducible longitudinal preparation of mouse intestines
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作者 Beckey DeLucia Sergey Samorezov +5 位作者 Megan T.Zangara Rachel L.Markley Lucas J.Osborn Karlee B.Schultz Christine McDonald Jan Claesen 《Animal Models and Experimental Medicine》 CSCD 2022年第2期189-196,共8页
Accurate and reproducible analysis of murine small and large intestinal tissue is key for preclinical models involving intestinal pathology.Currently,there is no easily ac-cessible,standardized method that allows rese... Accurate and reproducible analysis of murine small and large intestinal tissue is key for preclinical models involving intestinal pathology.Currently,there is no easily ac-cessible,standardized method that allows researchers of different skill levels to con-sistently dissect intestines in a time-efficient manner.Here,we describe the design and use of the 3D-printed“Mouse Intestinal Slicing Tool”(MIST),which can be used to longitudinally dissect murine intestines for further analysis.We benchmarked the MIST against a commonly used procedure involving scissors to make a longitudinal cut along the intestines.Use of the MIST halved the time per mouse to prepare the intestines and outperformed alternative methods in smoothness of the cutting edge and overall reproducibility.By sharing the plans for printing the MIST,we hope to contribute a uniformly applicable method for saving time and increasing consistency in studies of the mouse gastrointestinal tract. 展开更多
关键词 ADENOMA DISSECTION i ntestines mice PRINTING three-dimensional reproducibility of results
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Using a discrete global grid system for a scalable,interoperable,and reproducible system of land-use mapping
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作者 Richard M.Law James Ardo 《Big Earth Data》 2025年第1期29-46,共18页
An accurate and timely land-use map of an area is a valuable geospatial dataset.Making one requires assembling heterogeneous geospatial input data.This becomes computationally expensive as the number of inputs grow or... An accurate and timely land-use map of an area is a valuable geospatial dataset.Making one requires assembling heterogeneous geospatial input data.This becomes computationally expensive as the number of inputs grow or the combinational classification logic becomes more convoluted.We present as a solution an analytical framework based on a DGGS.This provides a spatial data structure that:facilitates horizontal scaling;improves geospatial data interoperability;and makes classified geospatial data easier to reproduce.We demonstrate a benchmark of land-use assignment with a DGGS against the vector and raster geospatial data models.Significant performance benefits are apparent over the vector case,while performance is equivalent to raster.Yet a DGGS has other compelling benefits that makes it more convenient to use in the domain of land-use assignment than the raster data model. 展开更多
关键词 Discrete global grid system geographic information system land-use mapping data interoperability REPRODUCIBILITY BENCHMARKING
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Reproducible and low-power multistate bio-memristor from interpenetrating network electrolyte design 被引量:2
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作者 Bin Zhao Xuan Zhao +6 位作者 QiLi Xiaochen Xun Tian Ouyang Zheng Zhang Zhuo Kang Qingliang Liao Yue Zhang 《InfoMat》 SCIE CAS 2022年第11期83-92,共10页
Bio-memristor can address the inherent limitations of conventional memory components in artificial perceptual systems due to their biocompatibility with biological tissue.The actual deployment of bio-memristor is rest... Bio-memristor can address the inherent limitations of conventional memory components in artificial perceptual systems due to their biocompatibility with biological tissue.The actual deployment of bio-memristor is restricted by the lack of reproducibility,high power consumption,and insufficient storage capacity.Here,a reproducible and low-power multistate biomemristor is developed by designing the chitosan(CS)-reduced graphene oxide(rGO)interpenetrating network electrolyte.The interpenetrating network structure of the CS-rGO electrolyte reinforces structural stability and improves ionic conductivity.The bio-memristor equipped with CS-rGO active layer shows stable bipolar resistive switching up to 100 consecutive cycles,reproducible multistate storage with six different memory states,and low programming power of 9.4μW.The fabricated biocompatible CS-rGO device also exhibits deformation stability of memory operation over 103 bending cycles,high biocompatibility with HEK293 cells,and skin adhesion.This work provides an enlightening design strategy to develop highperformance bio-memristors for applications in artificial perceptual systems. 展开更多
关键词 bio-memristor CHITOSAN interpenetrating network electrolyte reproducible multistate structural stability
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Reasons,challenges,and some tools for doing reproducible transportation research 被引量:3
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作者 Zuduo Zheng 《Communications in Transportation Research》 2021年第1期16-25,共10页
This paper introduces reproducible research(RR),and explains its importance,benefits,and challenges.Some important tools for conducting RR in Transportation Research are also introduced.Moreover,the source code for ge... This paper introduces reproducible research(RR),and explains its importance,benefits,and challenges.Some important tools for conducting RR in Transportation Research are also introduced.Moreover,the source code for generating this paper has been designed in a way so that it can be used as a template for researchers to write their future journal papers as dynamic and reproducible documents. 展开更多
关键词 reproducible research(RR) Transportation research R RStudio R markdown
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Toward Training and Assessing Reproducible Data Analysis in Data Science Education 被引量:1
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作者 Bei Yu Xiao Hu 《Data Intelligence》 2019年第4期381-392,共12页
Reproducibility is a cornerstone of scientific research.Data science is not an exception.In recent years scientists were concerned about a large number of irreproducible studies.Such reproducibility crisis in science ... Reproducibility is a cornerstone of scientific research.Data science is not an exception.In recent years scientists were concerned about a large number of irreproducible studies.Such reproducibility crisis in science could severely undermine public trust in science and science-based public policy.Recent efforts to promote reproducible research mainly focused on matured scientists and much less on student training.In this study,we conducted action research on students in data science to evaluate to what extent students are ready for communicating reproducible data analysis.The results show that although two-thirds of the students claimed they were able to reproduce results in peer reports,only one-third of reports provided all necessary information for replication.The actual replication results also include conflicting claims;some lacked comparisons of original and replication results,indicating that some students did not share a consistent understanding of what reproducibility means and how to report replication results.The findings suggest that more training is needed to help data science students communicating reproducible data analysis. 展开更多
关键词 Data science education REPRODUCIBILITY reproducible data analysis Communication Action research
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Reproducible Research Publication Workflow:A Canonical Workflow Framework and FAIR Digital Object Approach to Quality Research Output
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作者 Limor Peer Claudia Biniossek +1 位作者 Dirk Betz Thu-Mai Christian 《Data Intelligence》 EI 2022年第2期306-319,共14页
In this paper we present the Reproducible Research Publication Workflow(RRPW)as an example of how generic canonical workflows can be applied to a specific context.The RRPW includes essential steps between submission a... In this paper we present the Reproducible Research Publication Workflow(RRPW)as an example of how generic canonical workflows can be applied to a specific context.The RRPW includes essential steps between submission and final publication of the manuscript and the research artefacts(i.e.,data,code,etc.)that underlie the scholarly claims in the manuscript.A key aspect of the RRPW is the inclusion of artefact review and metadata creation as part of the publication workflow.The paper discusses a formalized technical structure around a set of canonical steps which helps codify and standardize the process for researchers,curators,and publishers.The proposed application of canonical workflows can help achieve the goals of improved transparency and reproducibility,increase FAIR compliance of all research artefacts at all steps,and facilitate better exchange of annotated and machine-readable metadata. 展开更多
关键词 FAIR research output FAIR Digital Objects reproducible research Research compendium Compendium publication workflow Data quality review
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Precision and trueness of a method for determing antimony content in groundwater using hydride generation-atomic fluorescence spectrometry
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作者 Bing-bing Liu Lin Zhang Ke Li 《Journal of Groundwater Science and Engineering》 2026年第1期49-58,共10页
At present,there is currently a lack of unified standard methods for the determination of antimony content in groundwater in China.The precision and trueness of related detection technologies have not yet been systema... At present,there is currently a lack of unified standard methods for the determination of antimony content in groundwater in China.The precision and trueness of related detection technologies have not yet been systematically and quantitatively evaluated,which limits the effective implementation of environmental monitoring.In response to this key technical gap,this study aimed to establish a standardized method for determining antimony in groundwater using Hydride Generation–Atomic Fluorescence Spectrometry(HG-AFS).Ten laboratories participated in inter-laboratory collaborative tests,and the statistical analysis of the test data was carried out in strict accordance with the technical specifications of GB/T 6379.2—2004 and GB/T 6379.4—2006.The consistency and outliers of the data were tested by Mandel's h and k statistics,the Grubbs test and the Cochran test,and the outliers were removed to optimize the data,thereby significantly improving the reliability and accuracy.Based on the optimized data,parameters such as the repeatability limit(r),reproducibility limit(R),and method bias value(δ)were determined,and the trueness of the method was statistically evaluated.At the same time,precision-function relationships were established,and all results met the requirements.The results show that the lower the antimony content,the lower the repeatability limit(r)and reproducibility limit(R),indicating that the measurement error mainly originates from the detection limit of the method and instrument sensitivity.Therefore,improving the instrument sensitivity and reducing the detection limit are the keys to controlling the analytical error and improving precision.This study provides reliable data support and a solid technical foundation for the establishment and evaluation of standardized methods for the determination of antimony content in groundwater. 展开更多
关键词 Mandel's h and k statistics Grubbs test Cochran test Repeatability limit Reproducibility limit Method bias value
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Highly effective and reproducible surface-enhanced Raman scattering substrates based on Ag pyramidal arrays 被引量:9
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作者 Yandong Wang Nan Lu +9 位作者 Wentao Wang Lingxiao Liu Lei Feng Zhoufang Zeng Haibo Li Weiqing Xu Zijian Wu Wei Hu Yanqing Lu Lifeng Chi 《Nano Research》 SCIE EI CAS CSCD 2013年第3期159-166,共8页
Close-packed Ag pyramidal arrays have been fabricated by using inverted pyramidal pits on Si as a template and used to generate plentiful and homogeneous surface-enhanced Raman scattering (SERS) hot sites. The sharp... Close-packed Ag pyramidal arrays have been fabricated by using inverted pyramidal pits on Si as a template and used to generate plentiful and homogeneous surface-enhanced Raman scattering (SERS) hot sites. The sharp nanotip and the four edges of the Ag pyramid result in strong electromagnetic field enhancement with an average enhancement factor (EF) of 2.84 × 10^7. Moreover, the features of the close-packed Ag pyramidal array can be well controlled, which allows SERS substrates with good reproducibility to be obtained. The relative standard deviation (RSD) was lower than 8.78% both across a single substrate and different batches of substrates. 展开更多
关键词 SERS Ag pyramidal array REPRODUCIBILITY ETCHING nanosphere lithography
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Efficient p-i-n structured perovskite solar cells employing low-cost and highly reproducible oligomers as hole transporting materials 被引量:1
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作者 Erpeng Li Wenqin Li +8 位作者 Linchang Li Hao Zhang Chao Shen Zihua Wu Weiwei Zhang Xiaojia Xu He Tian Wei-Hong Zhu Yongzhen Wu 《Science China Chemistry》 SCIE EI CAS CSCD 2019年第6期767-774,共8页
The development of p-i-n structured perovskite solar cells(PSCs)requires more extensive explorations on seeking efficient,low cost and stable hole transporting materials(HTMs).Small molecular HTMs are superior to poly... The development of p-i-n structured perovskite solar cells(PSCs)requires more extensive explorations on seeking efficient,low cost and stable hole transporting materials(HTMs).Small molecular HTMs are superior to polymeric ones in terms of synthetic reproducibility as well as purity.However,thin films composed of small molecules are usually labile during the solution-based perovskite deposition.Herein,we propose a molecular engineering strategy of incorporating oligothiophene as conjugation bridge to develop robust oligomer HTMs for p-i-n type PSCs.Upon increasing the oligothiophene chain length fromα-bithiophene toα-quaterthiophene andα-hexathiophene,their HOMO energy levels remain unchanged,but their solubility in common organic solvents decreased remarkably,thus greatly enhancing their tolerance to the perovskite deposition.The rational design of oligothiophene chain length can effectively tune their optoelectronic properties as well as thin film stability under polar solvent soaking.The best performance is achieved by anα-quaterthiophene based HTM(QT),showing a high efficiency of 17.69%with fill factor of 0.81,which are comparable to those of a commercially available benchmark polymer HTM(poly[bis(4-phenyl)(2,4-dimethylphenyl)amine],PTAA)based devices fabricated under the same conditions.Our developed oligomer system not only provides the definite molecular structures like small molecule-type HTMs,but also exhibits the excellent filmforming like polymer-type HTMs,thus achieving the well-balanced parameters among solvent tolerance,thin film conductivity,and interfacial charge transfer efficiency,especially building up a platform to develop low cost and reproducible efficient HTMs in p-i-n structured perovskite solar cells. 展开更多
关键词 perovskite solar cells p-i-n device structure hole transporting materials OLIGOMERS reproducibility
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SWIRRL.Managing Provenance-aware and Reproducible Workspaces 被引量:1
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作者 Alessandro Spinuso Mats Veldhuizen +2 位作者 Daniele Bailo Valerio Vinciarelli Tor Langeland 《Data Intelligence》 EI 2022年第2期243-258,共16页
Modern interactive tools for data analysis and visualisation are designed to expose their functionalities as a service through the Web.We present in this paper a Web API(SWIRRL)that allows Virtual Research Environment... Modern interactive tools for data analysis and visualisation are designed to expose their functionalities as a service through the Web.We present in this paper a Web API(SWIRRL)that allows Virtual Research Environments(VREs)to easily integrate such tools in their websites and re-purpose them to their users.The APl deals,on behalf of the clients,with the underlying complexity of allocating and managing resources within a target cloud platform.By combining storage and containerised services,offering analysis notebooks and other visualisation software,the APl creates dedicated working sessions on-demand,which can be accessed collaboratively.Thanks to the API's support for workflow execution,SWIRRL workspaces can be automatically populated with data of interest collected from external data providers.The system keeps track of updates and changes affecting the data and the tools by adopting versioning and standard provenance technologies.Users are provided with interactive controls enabling traceabilityand recovery actions,including the possibility of creating executable snapshots of their environments.SWIRRL is built in cooperation with two research infrastructures in the field of solid earth science and climate data modeling.We report on the particularadoptions and use cases. 展开更多
关键词 PRODUCTIVITY Data-analysis REPRODUCIBILITY PROVENANCE Cloud-computing
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2-complex Symmetric Weighted Composition Operators on Fock Space of C^(N)
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作者 JIANG Zhijie 《数学进展》 北大核心 2025年第1期37-49,共13页
The aim of the present paper is to study 2-complex symmetric bounded weighted composition operators on the Fock space of C^(N) with the conjugations J and J_(t,A,b) defined by ■ respectively,where k(z_(1),...,z_N)=(... The aim of the present paper is to study 2-complex symmetric bounded weighted composition operators on the Fock space of C^(N) with the conjugations J and J_(t,A,b) defined by ■ respectively,where k(z_(1),...,z_N)=(■,...,■),t∈C,b∈C^(N) and A is a linear operator on C^(N).An example of 2-complex symmetric bounded weighted composition operator with the conjugation J_(t,A,b) is given. 展开更多
关键词 Fock space weighted composition operator 2-complex symmetric operator reproducing kernel function
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Reproducibility in Transportation Research: Importance, Best Practices, and Dealing with Protected and Sensitive Data
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作者 Jonathan S. Wood Ida van Schalkwyk 《Journal of Transportation Technologies》 2025年第1期179-202,共24页
Reproducibility is a key aspect of the scientific method as it provides evidence for research claims. It is essential to promote openness, accessibility, and collaboration within the scientific community. This article... Reproducibility is a key aspect of the scientific method as it provides evidence for research claims. It is essential to promote openness, accessibility, and collaboration within the scientific community. This article aims to provide an introduction to best practices in reproducibility that are relevant to the transportation research community, to discuss issues and barriers to reproducibility, and to describe methods for addressing these issues. This article starts by discussing openness and transparency, then discusses several key best practices for reproducibility in transportation engineering, highlighting common methods and techniques, as well as the associated benefits. The paper concludes with a discussion of the key barriers to implementing reproducibility practices in transportation research and potential solutions. The barriers include existing culture and attitudes, data sensitivity, insufficient methodological detail, lack of code sharing, limited validation, additional time and research burden, and skill and knowledge gaps. Discussing each of these items provides an opportunity for the transportation research community to evolve to become one that embraces the openness and transparency of reproducibility. 展开更多
关键词 REPRODUCIBILITY OPENNESS TRANSPARENCY Scientific Method Responsible Research
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Reproducibility of the NMR-based quantitative metabolomics and HBV-caused changes in human serum lipoprotein subclasses and small metabolites
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作者 Qingxia Huang Qinsheng Chen +6 位作者 Xiaoxuan Yi Huan Wang Qi Wang Haijuan Zhi Junfang Wu Dao Wen Wang Huiru Tang 《Journal of Pharmaceutical Analysis》 2025年第7期1681-1683,共3页
Nuclear magnetic resonance(NMR)spectroscopy is an excellent tool for simultaneous identification and quantification of metabolites(metabolomics).NMR quantification of human lipoprotein subfractions and their component... Nuclear magnetic resonance(NMR)spectroscopy is an excellent tool for simultaneous identification and quantification of metabolites(metabolomics).NMR quantification of human lipoprotein subfractions and their components has proven to be a powerful approach to reveal pathophysiological insights in numerous diseases[1,2].This method has now been standardized with excellent inter-laboratory reproducibility within 10 days for simultaneous quantification of 105 lipoprotein components and 24 low-molecular weight(LMW)metabolites[3];close clustering was also shown for 12 quality-control(QC)samples measured in 3 months although without statistical details[2].However,these reports[[1],[2],[3]]did not cover many vital parameters for lipoprotein components(e.g.,cholesterol-esters and total-lipids),fatty acids,and N-acetyl-glycoproteins(NAGs). 展开更多
关键词 METABOLITES lipoprotein subfractions REPRODUCIBILITY HBV metabolomics human lipoprotein subfractions lipoprotein components nmr spectroscopy
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Shock-Capturing Particle Hydrodynamics with Reproducing Kernels
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作者 Stephan Rosswog 《Computer Modeling in Engineering & Sciences》 2025年第5期1713-1741,共29页
We present and explore a new shock-capturing particle hydrodynamics approach.Our starting point is a commonly used discretization of smoothed particle hydrodynamics.We enhance this discretization with Roe’s approx-im... We present and explore a new shock-capturing particle hydrodynamics approach.Our starting point is a commonly used discretization of smoothed particle hydrodynamics.We enhance this discretization with Roe’s approx-imate Riemann solver,we identify its dissipative terms,and in these terms,we use slope-limited linear reconstruction.All gradients needed for our method are calculated with linearly reproducing kernels that are constructed to enforce the two lowest-order consistency relations.We scrutinize our reproducing kernel implementation carefully on a“glass-like”particle distribution,and we find that constant and linear functions are recovered to machine precision.We probe our method in a series of challenging 3D benchmark problems ranging from shocks over instabilities to Schulz-Rinne-type vorticity-creating shocks.All of our simulations show excellent agreement with analytic/reference solutions. 展开更多
关键词 Ideal hydrodynamics reproducing kernels SHOCKS INSTABILITIES smoothed particle hydrodynamics
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E^(2)AG:Entropy-Regularized Ensemble Adaptive Graph for Industrial Soft Sensor Modeling
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作者 Zhichao Chen Licheng Pan +4 位作者 Yiran Ma Zeyu Yang Le Yao Jinchuan Qian Zhihuan Song 《IEEE/CAA Journal of Automatica Sinica》 2025年第4期745-760,共16页
Adaptive graph neural networks(AGNNs)have achieved remarkable success in industrial process soft sensing by incorporating explicit features that delineate the relationships between process variables.This article intro... Adaptive graph neural networks(AGNNs)have achieved remarkable success in industrial process soft sensing by incorporating explicit features that delineate the relationships between process variables.This article introduces a novel GNN framework,termed entropy-regularized ensemble adaptive graph(E^(2)AG),aimed at enhancing the predictive accuracy of AGNNs.Specifically,this work pioneers a novel AGNN learning approach based on mirror descent,which is central to ensuring the efficiency of the training procedure and consequently guarantees that the learned graph naturally adheres to the row-normalization requirement intrinsic to the message-passing of GNNs.Subsequently,motivated by multi-head self-attention mechanism,the training of ensembled AGNNs is rigorously examined within this framework,incorporating an entropy regularization term in the learning objective to ensure the diversity of the learned graph.After that,the architecture and training algorithm of the model are then concisely summarized.Finally,to ascertain the efficacy of the proposed E^(2)AG model,extensive experiments are conducted on real-world industrial datasets.The evaluation focuses on prediction accuracy,model efficacy,and sensitivity analysis,demonstrating the superiority of E^(2)AG in industrial soft sensing applications. 展开更多
关键词 Deep learning graph neural networks mirror descent reproduced kernel hilbert space soft sensor
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