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Science and reflections: With some thoughts to young applied scientists and engineers
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作者 Robert L Nowack 《Earthquake Science》 2024年第5期459-493,共35页
I provide some science and reflections from my experiences working in geophysics,along with connections to computational and data sciences,including recent developments in machine learning.I highlight several individu... I provide some science and reflections from my experiences working in geophysics,along with connections to computational and data sciences,including recent developments in machine learning.I highlight several individuals and groups who have influenced me,both through direct collaborations as well as from ideas and insights that I have learned from.While my reflections are rooted in geophysics,they should also be relevant to other computational scientific and engineering fields.I also provide some thoughts for young,applied scientists and engineers. 展开更多
关键词 GEOPHYSICS computational and data science applied science and engineering
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Single Window for International Trade:Intelligent Optimization and Computational Social Science Methodological Exploration
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作者 Sophia LI 《计算社会科学》 2025年第1期68-76,共9页
The rapid evolution of international trade necessitates the adoption of intelligent digital solutions to enhance trade facilitation.The Single Window System(SWS)has emerged as a key mechanism for streamlining trade do... The rapid evolution of international trade necessitates the adoption of intelligent digital solutions to enhance trade facilitation.The Single Window System(SWS)has emerged as a key mechanism for streamlining trade documentation,customs clearance,and regulatory compliance.However,traditional SWS implementations face challenges such as data fragmentation,inefficient processing,and limited real-time intelligence.This study proposes a computational social science framework that integrates artificial intelligence(AI),machine learning,network analytics,and blockchain to optimize SWS operations.By employing predictive modeling,agentbased simulations,and algorithmic governance,this research demonstrates how computational methodologies improve trade efficiency,enhance regulatory compliance,and reduce transaction costs.Empirical case studies on AI-driven customs clearance,blockchain-enabled trade transparency,and network-based trade policy simulation illustrate the practical applications of these techniques.The study concludes that interdisciplinary collaboration and algorithmic governance are essential for advancing digital trade facilitation,ensuring resilience,transparency,and adaptability in global trade ecosystems. 展开更多
关键词 computational Social science Single Window System(SWS) Trade Facilitation Artificial Intelligence Machine Learning Blockchain Network Analytics Algorithmic Governance
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Influence of ordering behaviors on thermodynamic and mechanical properties of FCC_CoNiV multi-principal element alloys
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作者 Chu-bo ZHANG Cheng QIAN +10 位作者 Zi-an YE Pan-hong ZHAO Rong CHEN Bo WU Yang QIAO Liang-ji WENG Long-ju SU Tian-liang XIE Bai-sheng SA Yu LIU Chun-xu WANG 《Transactions of Nonferrous Metals Society of China》 2025年第7期2320-2331,共12页
In order to understand the influence of ordering behaviors on the thermodynamic and mechanical properties of multi-principal element alloys(MPEAs),the temperature-dependent thermodynamic properties and mechanical prop... In order to understand the influence of ordering behaviors on the thermodynamic and mechanical properties of multi-principal element alloys(MPEAs),the temperature-dependent thermodynamic properties and mechanical properties of FCC_CoNiV MPEAs were comparatively predicted,where the alloys were modeled as the ordered configurations based on our previously predicted site occupying fractions(SOFs),as well as disordered configuration based on traditional special quasi-random structure(SQS).The ordering behavior not only improves the thermodynamic stability of the structure,but also increases the elastic properties and Vickers hardness.For example,at 973 K,the predicted bulk modulus(B),shear modulus(G),Young’s modulus(E),and Vickers hardness(HV)of FCC_CoNiV MPEA based on SOFs configuration are 187.82,79.03,207.93,and 7.58 GPa,respectively,while the corresponded data are 172.58,57.45,155.14,and 4.64 GPa for the SQS configuration,respectively.The Vickers hardness predicted based on SOFs agrees considerably well with the available experimental data,while it is underestimated obviously based on SQS. 展开更多
关键词 FCC_CoNiV multi-principal element alloys(MPEAs) ordering behavior temperature-dependent properties computational materials science
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Mitigating cybersecurity risks in radiology-is it time to unmask vulnerabilities and fortify cyber defenses with ethical hacking?
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作者 Reuben Schmidt Lincoln J.Lim 《iRADIOLOGY》 2024年第2期216-219,共4页
1.INTRODUCTION.The integration of technology in medicine,particularly in the field of radiology,has led to significant advancements in patient care and diagnosis.While this digital transformation of healthcare has bro... 1.INTRODUCTION.The integration of technology in medicine,particularly in the field of radiology,has led to significant advancements in patient care and diagnosis.While this digital transformation of healthcare has brought many benefits,it has also exposed radiological systems and sensitive patient data to unprecedented cybersecurity threats.This article aims to highlight the current cyberattack landscape,trends,and benefits of ethical hacking,which could be employed to identify vulnerabilities and improve cybersecurity defenses. 展开更多
关键词 computational science cybersecurity RADIOLOGY risks VULNERABILITIES
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Evolutionary Prisoner's Dilemma Game Based on Division of Work 被引量:2
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作者 李志华 汪秉宏 +1 位作者 刘润然 杨涵新 《Chinese Physics Letters》 SCIE CAS CSCD 2009年第10期212-215,共4页
We propose a new two-type-player prisoner's dilemma game based on the division of work on a square lattice, in which a fraction of the population μ are assigned type A and the rest B. In a one-shot two-player game, ... We propose a new two-type-player prisoner's dilemma game based on the division of work on a square lattice, in which a fraction of the population μ are assigned type A and the rest B. In a one-shot two-player game, we let both of their original payoffs be scaled by a same multiplicative factor α 〉 1, if two neighboring players are of different types; however we leave the payoffs unchanged if they are of the same type. Then we show that combined with the two-type setup, the square lattice can assist to induce different social ranks according to players' abilities to collect payoffs. Simulation results show that the density of cooperation is significantly promoted for a wide range of the temptation to defection parameters and that there are optimal values for both α and μ leading to the maximal cooperation level. We reach these results by analyzing the distribution of the players in the social ranks and we also show some typical snapshots of the system. 展开更多
关键词 computational physics Environmental and Earth science
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Active Mixing in a Microchannel 被引量:1
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作者 郭春海 谭俊杰 +2 位作者 任登凤 张玉成 王福华 《Chinese Physics Letters》 SCIE CAS CSCD 2010年第11期144-147,共4页
We investigate a minute magneto hydro-dynamic mixer with relatively rapid mixing enhancement experimentally and analytically. The mixer is fabricated with brass and polymethyl methacrylate (PMMA) layers. A secondary... We investigate a minute magneto hydro-dynamic mixer with relatively rapid mixing enhancement experimentally and analytically. The mixer is fabricated with brass and polymethyl methacrylate (PMMA) layers. A secondary flow is generated by using the Lorentz force in the fluids. The efficiency of mixing is greatly improved due to the large increase of the contact area between two mixing fluids. The micro particle image velocimetry technique is employed to measure the fluid flow characteristics in the micro-channel. Numerical simulation is performed based on the theoretical model of the computational fluid dynamics and the electromagnetic field theory. The experimental results are in good agreement with the numerical results, which indicates that the mixing area is enlarged by the driving of Lorentz force and the mixing can be enhanced. 展开更多
关键词 Fluid dynamics computational physics Nanoscale science and low-D systems
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From Symbols to Embeddings:A Tale of Two Representations in Computational Social Science 被引量:5
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作者 Huimin Chen Cheng Yang +3 位作者 Xuanming Zhang Zhiyuan Liu Maosong Sun Jianbin Jin 《Journal of Social Computing》 2021年第2期103-156,共54页
Computational Social Science(CSS),aiming at utilizing computational methods to address social science problems,is a recent emerging and fast-developing field.The study of CSS is data-driven and significantly benefits ... Computational Social Science(CSS),aiming at utilizing computational methods to address social science problems,is a recent emerging and fast-developing field.The study of CSS is data-driven and significantly benefits from the availability of online user-generated contents and social networks,which contain rich text and network data for investigation.However,these large-scale and multi-modal data also present researchers with a great challenge:how to represent data effectively to mine the meanings we want in CSS?To explore the answer,we give a thorough review of data representations in CSS for both text and network.Specifically,we summarize existing representations into two schemes,namely symbol-based and embeddingbased representations,and introduce a series of typical methods for each scheme.Afterwards,we present the applications of the above representations based on the investigation of more than 400 research articles from 6 top venues involved with CSS.From the statistics of these applications,we unearth the strength of each kind of representations and discover the tendency that embedding-based representations are emerging and obtaining increasing attention over the last decade.Finally,we discuss several key challenges and open issues for future directions.This survey aims to provide a deeper understanding and more advisable applications of data representations for CSS researchers. 展开更多
关键词 computational Social science(CSS) symbol-based representation embedding-based representation social network
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Disaster Management Systems——A Placeholder for Decision Support Sub-Systems
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作者 Bjorner, Dines 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1993年第1期53-64,共12页
Aspects of techniques for understanding and developing a system which is useful in the context of Disaster Management are outlined in the paper. The emphasis is on techniques for the development of requirements and so... Aspects of techniques for understanding and developing a system which is useful in the context of Disaster Management are outlined in the paper. The emphasis is on techniques for the development of requirements and software - specifically here for the basic, underlying computing system whose application packages (amongst others: Decision Support Sub-Systems) shall support Disaster Prediction, Relief (Damage Assessment & Mitigation) and Recovery. Throughout the body of the paper we shall be making frequent references to Decision Support Sub-Systems. As acronym for the subject domain the author has chosen: DiMaCS: Disaster Management Computing Systems. 展开更多
关键词 Computer software Environmental engineering Large scale systems Natural sciences computing Systems engineering
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Object-Oriented Design for FDTD Visual Scientific Computing
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作者 Dong, X. Wang, W. Wang, G. 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2001年第3期71-75,共5页
A scheme for general purposed FDTD visual scientific computing software is introduced in this paper using object-oriented design (OOD) method. By abstracting the parameters of FDTD grids to an individual class and sep... A scheme for general purposed FDTD visual scientific computing software is introduced in this paper using object-oriented design (OOD) method. By abstracting the parameters of FDTD grids to an individual class and separating from the iteration procedure, the visual software can be adapted to more comprehensive computing problems. Real-time gray degree graphic and wave curve of the results can be achieved using DirectX technique. The special difference equation and data structure in dispersive medium are considered, and the peculiarity of parameters in perfectly matched layer are also discussed. 展开更多
关键词 computational methods Computer aided design Data structures Difference equations Finite difference method Iterative methods Natural sciences computing Object oriented programming Parameter estimation Three dimensional computer graphics Time domain analysis
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Robustness of Cooperation on Highly Clustered Scale-Free Networks
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作者 丛睿 仇原鹰 +1 位作者 陈小杰 王龙 《Chinese Physics Letters》 SCIE CAS CSCD 2010年第3期9-12,共4页
We study the effect of mutation on the evolutionary prisoner's dilemma in highly clustered scale-free networks. It is found that cooperation is more sensitive and vulnerable to strategy mutation in more highly cluste... We study the effect of mutation on the evolutionary prisoner's dilemma in highly clustered scale-free networks. It is found that cooperation is more sensitive and vulnerable to strategy mutation in more highly clustered networks. For small mutation rates, high clustering coefficient promotes cooperation. For medium mutation rates, high clustering coefficient inhibits the emergence of cooperation. For large mutation rates, cooperation is insensitive to clustering property. We provide explanations for the effects of clustering on cooperation with varied mutation rates. 展开更多
关键词 computational physics Environmental and Earth science
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Prisoner's Dilemma on Co-Evolving Networks without Strategy Update
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作者 代琼琳 杨俊忠 《Chinese Physics Letters》 SCIE CAS CSCD 2010年第4期1-4,共4页
We investigate the game theory in a structured population with the assumption that the evolution of network structure is far faster than that of strategy update. We find that the degree distribution for the finM netwo... We investigate the game theory in a structured population with the assumption that the evolution of network structure is far faster than that of strategy update. We find that the degree distribution for the finM network consists of two distinct parts: the low degree part which is contributed to by defectors and a broadband in the regime with high degree which is formed by cooperators. The structure of the final network and the final strategy pattern have also been numerically proved to be independent of the game parameters. 展开更多
关键词 computational physics Environmental and Earth science Statistical physics and nonlinear systems
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Call for Papers Special Issue of Tsinghua Science and Technology on Bioinformatics and Computational Biology
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《Tsinghua Science and Technology》 SCIE EI CAS 2013年第2期208-208,共1页
Tsinghua Science and Technology was started publication in 1996. It is an international academic journal sponsored by Tsinghua University and is published bimonthly. This journal aims at presenting the up-to-date scie... Tsinghua Science and Technology was started publication in 1996. It is an international academic journal sponsored by Tsinghua University and is published bimonthly. This journal aims at presenting the up-to-date scientific achievements in computer science, electronic engineering, and other IT fields. It is indexed by Ei and other abstracting indexes. From 2012the journal enters into IEEE Xplore Digital Library. 展开更多
关键词 Call for Papers Special Issue of Tsinghua science and Technology on Bioinformatics and computational Biology
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Subnanomolar MAS-related G protein-coupled receptor-X2/B2 antagonists with efficacy in human mast cells and disease models
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作者 Ghazl Al Hamwi Mohamad Wessam Alnouri +22 位作者 Sven Verdonck Piotr Leonczak Shaswati Chaki Stefan Frischbutter Pavel Kolkhir Michaela Matthey Constantin Kopp Marek Bednarski Yvonne KRiedel Daniel Marx Sophie Clemens Vigneshwaran Namasivayam Susanne Gattner Dominik Thimm Katharina Sylvester Katharina Wolf Andreas E.Kremer Steven De Jonghe Daniela Wenzel Magdalena Kotańska Hydar Ali Piet Herdewijn Christa E.Müller 《Signal Transduction and Targeted Therapy》 2025年第5期2876-2892,共17页
The MAS-related G protein-coupled receptor-X2(MRGPRX2),an orphan receptor expressed on mast cells(MCs),is upregulated upon inflammation and induces hypersensitivity and inflammatory diseases.In contrast to the large n... The MAS-related G protein-coupled receptor-X2(MRGPRX2),an orphan receptor expressed on mast cells(MCs),is upregulated upon inflammation and induces hypersensitivity and inflammatory diseases.In contrast to the large number of MRGPRX2 agonists,only a few antagonists have been described,and no optimization has been reported to improve potency,selectivity,and drug-like properties.Antagonists with ancillary inhibition of the putative mouse ortholog MRGPRB2 have not been described.Here,we present a multi-disciplinary approach involving chemistry,biology,and computational science,resulting in the development of a smallmolecule MRGPRX2 antagonist(PSB-172656,3-ethyl-7,8-difluoro-2-isopropylbenzo[4,5]imidazo[1,2-a]pyrimidin-4(1H)-one)based on a fragment screening hit.The compound exhibits metabolic stability,low cytotoxicity,and competitive blockade of MRGPRX2 activation induced by a diverse range of agonists.It displays subnanomolar potency in Ca2+mobilization assays(Ki value 0.142 nM)and was found to block MRGPRX2-mediated Gαq and Gαi1 dissociation,in addition toβ-arrestin-2 recruitment.PSB-172656 is selective for MRGPRX2 versus all other MRGPRX subtypes.Its effect on MCs was confirmed in cell lines,including rat basophilic leukemia cells(RBL-2H3)recombinantly expressing human MRGPRX2,human Laboratory of Allergic Diseases 2(LAD2)MCs,and native human skin MCs.PSB-172656 was found to additionally block the putative mouse ortholog of MRGPRX2,MRGPRB2,as determined in Ca2+mobilization assays(Ki 0.302 nM),and to prevent mouse tracheal contractions,local allergic reactions,and systemic anaphylactic symptoms.PSB-172656 constitutes a unique pharmacological tool and has the potential to be developed as a drug for mast cell-mediated hypersensitivity reactions and chronic inflammatory diseases,addressing a huge unmet medical need. 展开更多
关键词 G protein coupled receptor mast cells mcs computational science Mrgprx Fragment screening Mast cells Drug development subnanomolar antagonists
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High-throughput calculation of large spin Hall conductivity in heavy-metal-based antiperovskite compounds
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作者 Xiong Xu J.X.Lv +3 位作者 Y.Wang Min Li Zhe Wang Hui Wang 《Materials Genome Engineering Advances》 2025年第2期3-12,共10页
Spin Hall effect(SHE)provides a promising solution to the realization of advantageous functionalities for spin-based recording and information processing.In this work,we conduct high-throughput calculations on the spi... Spin Hall effect(SHE)provides a promising solution to the realization of advantageous functionalities for spin-based recording and information processing.In this work,we conduct high-throughput calculations on the spin Hall conductivity(SHC)of antiperovskite compounds with the composition ZXM3,where Z is a nonmetal,X is a metal,and M is a platinum group metal.From an initial database over 4500 structures,we screen 295 structurally stable compounds and identify 24 compounds with intrinsic SHC exceeding 500(ℏ/e)(Ω^(⁻1)cm^(⁻1)).We reveal a strong dependence of SHC on spin-orbit coupling-induced energy splitting near the Fermi level.In addition,SHCs can be regulated through proper doping of electrons or holes.The present work establishes high-throughput database of SHC in antiperovskites which is crucial for designing future electric and spintronic devices. 展开更多
关键词 AB initio simulation bulk material computational materials science high-throughput computing materials database
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Domestic brain circulation in China:Impact on publication,citation,collaboration and university prestige
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作者 Yurui Huang Jialong Guo +3 位作者 Chaolin Tian Shibing Xiang Yongshen He Yifang Ma 《Journal of Data and Information Science》 2025年第4期243-268,共26页
Purpose:This study investigates the impact of domestic mobility on Chinese scientists’academic performance and explores the predictors influencing their chances of moving to more prestigious institutions.Design/metho... Purpose:This study investigates the impact of domestic mobility on Chinese scientists’academic performance and explores the predictors influencing their chances of moving to more prestigious institutions.Design/methodology/approach:Using publication and affiliation data from OpenAlex,we identified 2,896 scientists who relocated between cities in China from 2014 to 2017.We applied propensity score matching(PSM)to compare their academic outcomes post-mobility with a matched group of non-mobile peers.Multiple performance metrics were examined,including publication count,citation impact,number of collaborators,and university prestige.Ordered logistic regression was used to analyze factors influencing moves to higher-level institutions.Findings:Mobility enhances collaboration by increasing the number of coauthors but is associated with a short-term decline in citation impact.Scientists were more likely to move to lower-prestige universities.However,prior collaboration breadth and citation count positively predicted transitions to more prestigious institutions,while the number of publications did not.Research limitations:This study focuses on intra-national mobility within China from 2014 to 2017 and relies on quantitative data,lacking personal or qualitative variables such as gender,discipline-specific norms,or institutional culture.Data coverage for Chinese-language publications may also be limited.Practical implications:This research provides insights into academic hiring patterns and the trade-offs involved in scientist mobility.It offers valuable guidance for institutions aiming to enhance faculty recruitment and retention,as well as for researchers considering career transitions.Originality/value:This is a quantitative analysis of domestic scientist mobility in China using matched comparison and multi-dimensional academic indicators.The integration of university prestige metrics(Double First-Class and citation-based rankings)offers a nuanced view of career dynamics within the Chinese higher education system. 展开更多
关键词 Scientific mobility in China Scientific performance Propensity Score Matching Career development computational Social science
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Call for Papers Special Issue of Tsinghua Science and Technology on Cloud Computing and Big Data
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《Tsinghua Science and Technology》 SCIE EI CAS 2013年第4期428-428,共1页
The publication of Tsinghua Science and Technology was started in 1996. Since then, it has been an international academic journal sponsored by Tsinghua University and published bimonthly. This journal aims at presenti... The publication of Tsinghua Science and Technology was started in 1996. Since then, it has been an international academic journal sponsored by Tsinghua University and published bimonthly. This journal aims at presenting the state-of-art scientific achievements in computer science and other IT fields. One paper on Cloud Computing published in Vol. 18, Issue. 1, 2013, has been ranked the top of IEEE download list continuously for five months: 展开更多
关键词 HTTP JSP Call for Papers Special Issue of Tsinghua science and Technology on Cloud Computing and Big Data
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Call for Papers Special Issue of Tsinghua Science and Technology on Cloud Computing and Big Data
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《Tsinghua Science and Technology》 SCIE EI CAS 2013年第5期I0001-I0001,共1页
The publication of Tsinghua Science and Technology was started in 1996. Since then, it has been an international academic journal sponsored by Tsinghua University and published bimonthly. This journal aims at presenti... The publication of Tsinghua Science and Technology was started in 1996. Since then, it has been an international academic journal sponsored by Tsinghua University and published bimonthly. This journal aims at presenting the state-of-art scientific achievements in computer science and other IT fields. One paper on Cloud Computing published in Vol. 18, Issue 1, 2013, has been ranked No. 1 of IEEE download list continuously for five months: http://ieeexplore.ieee.org/xpl/browsePopular.jsp?topArticlesDate=August+2013. 展开更多
关键词 Call for Papers Special Issue of Tsinghua science and Technology on Cloud Computing and Big Data
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Special Section of Tsinghua Science and Technology on Wireless Computing and Networking
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《Tsinghua Science and Technology》 SCIE EI CAS 2013年第1期108-108,共1页
The publication of Tsinghua Science and Technology was started in 1996. Since then, it has been an international academic journal sponsored by Tsinghua University and published bimonthly. This journal aims at presenti... The publication of Tsinghua Science and Technology was started in 1996. Since then, it has been an international academic journal sponsored by Tsinghua University and published bimonthly. This journal aims at presenting the state-of-art scientific achievements in computer science, and other IT fields, and is currently indexed by Ei and other abstracting indices. From year 2013, the journal will be available for open access through IEEE Xplore Digital Library. This year's special section on Wireless Computing and Networking of Tsinghua Science and Technology is devoted to gather and present new research that address the challenges in the broad areas of Wireless Networks, Sensor Networks, Wireless Computing and Communication. While Wireless Networks have great potential to provide heterogeneous access and services for ubiquitous users, the demanding communication environment of wireless networks imposes challenges to many interesting research topics, such as channel estimation, communication protocol design, resource management, system design and so on. In Wireless Network research, it is unavoidable to wrestle unique problems such as non-uniform spectrum allocation, various radio resource management policies, economic concerns, the scarcity of radio resources, and user mobility. This Special Section therefore aims to publish high quality, original, unpublished research papers in the broad area of Wireless Computing and Networking, and thus presents a platform for scientists and scholars to share their observations and research results in the field. Specific topics for this special section include but are not limited to: 展开更多
关键词 Special Section of Tsinghua science and Technology on Wireless Computing and Networking
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Call for Papers Special Section of Tsinghua Science and Technology on Mobile and Pervasive Computing
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《Tsinghua Science and Technology》 SCIE EI CAS 2013年第2期207-207,共1页
Tsinghua Science and Technology is founded and published since 1996. It is an international academic journal sponsored by Tsinghua University and is published bimonthly. This journal aims at presenting the up-to-date ... Tsinghua Science and Technology is founded and published since 1996. It is an international academic journal sponsored by Tsinghua University and is published bimonthly. This journal aims at presenting the up-to-date scientific achievements in computer science, and other information technology fields. It is indexed by Ei and other abstracting and indexing services. From 2013, the journal commits to the open access at IEEE Xplore Digital Library. 展开更多
关键词 Call for Papers Special Section of Tsinghua science and Technology on Mobile and Pervasive Computing
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Interpretable Machine Learning for Catalytic Materials Design toward Sustainability 被引量:1
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作者 Hongliang Xin Tianyou Mou +2 位作者 Hemanth Somarajan Pillai Shih-Han Wang Yang Huang 《Accounts of Materials Research》 2024年第1期22-34,共13页
CONSPECTUS:Finding catalytic materials with optimal properties for sustainable chemical and energy transformations is one of the pressing challenges facing our society today.Traditionally,the discovery of catalysts or... CONSPECTUS:Finding catalytic materials with optimal properties for sustainable chemical and energy transformations is one of the pressing challenges facing our society today.Traditionally,the discovery of catalysts or the philosopher’s stone of alchemists relies on a trial-and-error approach with physicochemical intuition.Decades-long advances in science and engineering,particularly in quantum chemistry and computing infrastructures,popularize a paradigm of computational science for materials discovery.However,the brute-force search through a vast chemical space is hampered by its formidable cost.In recent years,machine learning(ML)has emerged as a promising approach to streamline the design of active sites by learning from data.As ML is increasingly employed to make predictions in practical settings,the demand for domain interpretability is surging.Therefore,it is of great importance to provide an in-depth review of our efforts in tackling this challenging issue in computational heterogeneous catalysis.In this Account,we present an interpretable ML framework for accelerating catalytic materials design,particularly in driving sustainable carbon,nitrogen,and oxygen cycles.By leveraging the linear adsorption-energy scaling and Bronsted−Evans−Polanyi(BEP)relationships,catalytic outcomes(i.e.,activity,selectivity,and stability)of a multistep reaction can often be mapped onto one or two kinetics-informed descriptors.One type of descriptor of great importance is the adsorption energies of representative species at active site motifs that can be computed from quantum-chemical simulations.To complement such a descriptor-based design strategy,we delineate our endeavors in incorporating domain knowledge into a datadriven ML workflow.We demonstrate that the major drawbacks of black-box ML algorithms,e.g.,poor explainability,can be largely circumvented by employing(1)physics-inspired feature engineering,(2)Bayesian statistical learning,and(3)theory-infused deep neural networks.The framework drastically facilitates the design of heterogeneous metal-based catalysts,some of which have been experimentally verified for an array of sustainable chemistries.We offer some remarks on the existing challenges,opportunities,and future directions of interpretable ML in predicting catalytic materials and,more importantly,on advancing catalysis theory beyond conventional wisdom.We envision that this Account will attract more researchers’attention to develop highly accurate,easily explainable,and trustworthy materials design strategies,facilitating the transition to the data science paradigm for sustainability through catalysis. 展开更多
关键词 SUSTAINABILITY sustainable chemical energy transformations computational science catalytic materials quantum chemistry philosopher s stone alchemists carbon cycle interpretable machine learning
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