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External Knowledge-Enhanced Cross-Attention Fusion Model for Tobacco Sentiment Analysis
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作者 Lihua Xie Ni Tang +1 位作者 Qing Chen Jun Li 《Computers, Materials & Continua》 2025年第2期3381-3397,共17页
In the age of information explosion and artificial intelligence, sentiment analysis tailored for the tobacco industry has emerged as a pivotal avenue for cigarette manufacturers to enhance their tobacco products. Exis... In the age of information explosion and artificial intelligence, sentiment analysis tailored for the tobacco industry has emerged as a pivotal avenue for cigarette manufacturers to enhance their tobacco products. Existing solutions have primarily focused on intrinsic features within consumer reviews and achieved significant progress through deep feature extraction models. However, they still face these two key limitations: (1) neglecting the influence of fundamental tobacco information on analyzing the sentiment inclination of consumer reviews, resulting in a lack of consistent sentiment assessment criteria across thousands of tobacco brands;(2) overlooking the syntactic dependencies between Chinese word phrases and the underlying impact of sentiment scores between word phrases on sentiment inclination determination. To tackle these challenges, we propose the External Knowledge-enhanced Cross-Attention Fusion model, CITSA. Specifically, in the Cross Infusion Layer, we fuse consumer comment information and tobacco fundamental information through interactive attention mechanisms. In the Textual Attention Enhancement Layer, we introduce an emotion-oriented syntactic dependency graph and incorporate sentiment-syntactic relationships into consumer comments through a graph convolution network module. Subsequently, the Textual Attention Layer is introduced to combine these two feature representations. Additionally, we compile a Chinese-oriented tobacco sentiment analysis dataset, comprising 55,096 consumer reviews and 2074 tobacco fundamental information entries. Experimental results on our self-constructed datasets consistently demonstrate that our proposed model outperforms state-of-the-art methods in terms of accuracy, precision, recall, and F1-score. 展开更多
关键词 Tobacco sentiment analysis natural language processing cross-attention fusion external knowledge
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Oscillation of doubt:a historical odyssey of vaccine hesitancy and the evolution of public trust
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作者 Zong-Zhen Wu Jian-Liang Huang +5 位作者 Kun-Lan Zuo Wan-Ying Gao Qiang-Yu Xiang Lu Zhang Zi-Han Wang Huan Liu 《History and Philosophy of Medicine》 2025年第1期25-35,共11页
Background:Vaccine hesitancy remains a pressing global challenge,impacting the acceptance and distribution of both long-established and newly developed vaccines.This paper investigates the multifaceted nature of vacci... Background:Vaccine hesitancy remains a pressing global challenge,impacting the acceptance and distribution of both long-established and newly developed vaccines.This paper investigates the multifaceted nature of vaccine hesitancy,focusing on the development of the measles vaccine as a historical case study,while drawing comparisons to the coronavirus disease 2019(COVID-19)pandemic.Methods:The study employs a historical and comparative approach to analyze vaccine hesitancy.It examines how technological advances,public policy,and communication strategies have influenced vaccine acceptance.Key lessons from the development of the measles vaccine are compared with challenges encountered during the rapid development and deployment of COVID-19 vaccines.Results:Both historical and contemporary examples reveal commonalities and differences in addressing vaccine hesitancy.While the measles vaccine demonstrated the importance of long-term safety evaluations and public trust-building,the COVID-19 vaccine highlighted the challenges of rapid development timelines and combating misinformation in a digital age.The findings underscore the necessity of transparent communication,equitable access,and proactive engagement in overcoming hesitancy.Conclusion:Understanding the historical and contemporary dynamics of vaccine hesitancy is crucial for promoting public trust and equitable vaccination in an evolving global health landscape.Effective strategies,combining historical lessons with modern innovations,can address public concerns and enhance vaccine acceptance. 展开更多
关键词 vaccine hesitancy measles vaccine public trust health education science communication
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Strategies and reflections on the history of science and technology in contemporary medical science and health communication practice
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作者 Jian-Liang Huang Jie-Ya Zhou +6 位作者 Zi-Han Wang Jia-Feng Wang Kun-Lan Zuo Zong-Zhen Wu Wen-Tao Zhang Yan-Long Xu Huan Liu 《History and Philosophy of Medicine》 2025年第2期21-34,共14页
Background:The advent of the self-media age,digital humanities,and artificial intelligence(AI)technologies is gradually reshaping the narrative frameworks of the history of science and technology in general and the hi... Background:The advent of the self-media age,digital humanities,and artificial intelligence(AI)technologies is gradually reshaping the narrative frameworks of the history of science and technology in general and the history of medicine in particular,as it transforms the specific shape of contemporary medical science and health communication practice with the help of interactive,scenario-based communication ecosystems.Methods:This paper focuses on the interactive relationship between the history of science and science communication,employing historical tracing and case study comparison as research methods to explore the pathways and innovative models for reintegrating the history of science and technology including the history of medicine into contemporary scientific discourse.Results:The study finds that in the Chinese context,three key pathways facilitate the engagement of the history of science and technology including the history of medicine in science communication:administrative intervention,value reconstruction,and personalized adaptation.Specifically,administrative intervention promotes the integration of the history of science education into talent development through policy design;value reconstruction,centered on the scientific spirit,enhances societal cultural recognition of technological progress;and personalized adaptation leverages big data and social media technologies to enable precise and tailored knowledge dissemination.Conclusion:The rise of the“web-based knowledge brokering model”in the era of social media has introduced professional knowledge brokers,ensuring the accuracy and accessibility of science communication.These innovations not only serve as decision-making simulation tools for medical science and health communication,linking historical insights with contemporary practice,but also provide theoretical foundations and practical paradigms for realizing the value of the history of science and technology in the digital era. 展开更多
关键词 history of science and technology history of medicine science communication characteristics web-based knowledge brokering model
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Record High Temperatures in the Ocean in 2024
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作者 Lijing CHENG John ABRAHAM +51 位作者 Kevin E.TRENBERTH James REAGAN Huai-Min ZHANG Andrea STORTO Karina VON SCHUCKMANN Yuying PAN Yujing ZHU Michael E.MANN Jiang ZHU Fan WANG Fujiang YU Ricardo LOCARNINI John FASULLO Boyin HUANG Garrett GRAHAM Xungang YIN Viktor GOURETSKI Fei ZHENG Yuanlong LI Bin ZHANG Liying WAN Xingrong CHEN Dakui WANG Licheng FENG Xiangzhou SONG Yulong LIU Franco RESEGHETTI Simona SIMONCELLI Gengxin CHEN Rongwang ZHANG Alexey MISHONOV Zhetao TAN Wangxu WEI Huifeng YUAN Guancheng LI Qiuping REN Lijuan CAO Yayang LU Juan DU Kewei LYU Albertus SULAIMAN Michael MAYER Huizan WANG Zhanhong MA Senliang BAO Henqian YAN Zenghong LIU Chunxue YANG Xu LIU Zeke HAUSFATHER Tanguy SZEKELY Flora GUES 《Advances in Atmospheric Sciences》 2025年第6期1092-1109,共18页
Heating in the ocean has continued in 2024 in response to increased greenhouse gas concentrations in the atmosphere,despite the transition from an El Ni?o to neutral conditions. In 2024, both global sea surface temper... Heating in the ocean has continued in 2024 in response to increased greenhouse gas concentrations in the atmosphere,despite the transition from an El Ni?o to neutral conditions. In 2024, both global sea surface temperature(SST) and upper2000 m ocean heat content(OHC) reached unprecedented highs in the historical record. The 0–2000 m OHC in 2024exceeded that of 2023 by 16 ± 8 ZJ(1 Zetta Joules = 1021 Joules, with a 95% confidence interval)(IAP/CAS data), which is confirmed by two other data products: 18 ± 7 ZJ(CIGAR-RT reanalysis data) and 40 ± 31 ZJ(Copernicus Marine data,updated to November 2024). The Indian Ocean, tropical Atlantic, Mediterranean Sea, North Atlantic, North Pacific, and Southern Ocean also experienced record-high OHC values in 2024. The global SST continued its record-high values from2023 into the first half of 2024, and declined slightly in the second half of 2024, resulting in an annual mean of 0.61°C ±0.02°C(IAP/CAS data) above the 1981–2010 baseline, slightly higher than the 2023 annual-mean value(by 0.07°C ±0.02°C for IAP/CAS, 0.05°C ± 0.02°C for NOAA/NCEI, and 0.06°C ± 0.11°C for Copernicus Marine). The record-high values of 2024 SST and OHC continue to indicate unabated trends of global heating. 展开更多
关键词 ocean heat content sea surface temperature ocean temperature global warming CLIMATE
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Application-aware routing with QoS support in SDN networks 被引量:1
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作者 张泽鑫 Li Jun Wu Haibo 《High Technology Letters》 EI CAS 2016年第4期404-411,共8页
Software defined networking( SDN) offers programmable interface to effectively control their networks by decoupling control and data plane. The network operators utilize a centralized controller to deploy advanced net... Software defined networking( SDN) offers programmable interface to effectively control their networks by decoupling control and data plane. The network operators utilize a centralized controller to deploy advanced network management strategies. An architecture for application-aware routing which can support dynamic quality of service( Qo S) in SDN networks is proposed. The applicationaware routing as a multi-constrained optimal path( MCOP) problem is proposed,where applications are treated as Qo S flow and best-effort flows. With the SDN controller applications,it is able to dynamically lead routing decisions based on application characteristics and requirements,leading to a better overall user experience and higher utilization of network resources. The simulation results show that the improvement of application-aware routing framework on discovering appropriate routes,which can provide Qo S guarantees for a specific application in SDN networks. 展开更多
关键词 application aware software defined networking(SDN) networks quality of service(Qo S) multiple constraints path selection
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Hierarchically Switched Networks
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作者 Oian Hualin E Yuepeng 《ZTE Communications》 2010年第2期1-6,共6页
The Internet of today is facing serious challenges including lack of routing system scalability, unpredictable network behavior, uncertainty of data packet paths, poor control and manageability, unachieved Quality of ... The Internet of today is facing serious challenges including lack of routing system scalability, unpredictable network behavior, uncertainty of data packet paths, poor control and manageability, unachieved Quality of Service (QoS), vulnerability of network facilities to Distributed Denial-of-Service (DD^S) attacks, core router complexity, costliness, and high power consumption. All of these defects have their root causes in the routing system. This paper first proposes a new network architecture which combines network typology with addressing. It then highlights that reliability of the tree structure is guaranteed by the concepts of logical node and logical link. Furthermore, shortcut link technology makes tree topology more flexible, and IP routing can be replaced with IP switching. As a result, all flaws in the current Internet architecture can be overcome. 展开更多
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Changes in nitrogen budget and potential risk to the environment over 20 years(1990–2010) in the agroecosystems of the Haihe Basin, China 被引量:6
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作者 Mengmeng Zheng Hua Zheng +6 位作者 Yingxia Wu Yi Xiao Yihua Du Weihua Xu Fei Lu Xiaoke Wang Zhiyun Ouyang 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2015年第2期195-202,共8页
The nitrogen balance can serve as an indicator of the risk to the environment of nitrogen loss from agricultural land. To investigate the temporal and spatial changes in agricultural nitrogen application and its poten... The nitrogen balance can serve as an indicator of the risk to the environment of nitrogen loss from agricultural land. To investigate the temporal and spatial changes in agricultural nitrogen application and its potential threat to the environment of the Haihe Basin in China, we used a database of county-level agricultural statistics to calculate agricultural nitrogen input, output,surplus intensity, and use efficiency. Chemical fertilizer nitrogen input increased by 51.7% from1990 to 2000 and by 37.2% from 2000 to 2010, concomitant with increasing crop yields.Simultaneously, the nitrogen surplus intensity increased by 53.5% from 1990 to 2000 and by16.5% from 2000 to 2010, presenting a continuously increased environmental risk. Nitrogen use efficiency decreased from 0.46 in 1990 to 0.42 in 2000 and remained constant at 0.42 in 2010,partly due to fertilizer composition and type improvement. This level indicates that more than half of nitrogen inputs are lost in agroecosystems. Our results suggest that although the improvement in fertilizer composition and types has partially offset the decrease in nitrogen use efficiency, the environmental risk has still increased gradually over the past 20 years, along with the increase in crop yields and nitrogen application. It is important to achieve a better nitrogen balance through more effective management to significantly reduce the environmental risk,decrease nitrogen surplus intensity, and increase nitrogen use efficiency without sacrificing crop yields. 展开更多
关键词 Nitrogen budget Nitrogen surplus intensity Nitrogen use efficiency Environmental risk AGROECOSYSTEM Haihe Basin
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ANALYSIS OF AN SI EPIDEMIC MODEL WITH NONLINEAR TRANSMISSION AND STAGE STRUCTURE 被引量:10
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作者 陆忠华 jupiter.cnc.ac.cn +3 位作者 高淑京 l63.net 陈兰荪 math08.math.ac.cn 《Acta Mathematica Scientia》 SCIE CSCD 2003年第4期440-446,共7页
A disease transmission model of SI type with stage structure is formulated. The stability of disease free equilibrium, the existence and uniqueness of an endemic equilibrium, the existence of a global attractor are in... A disease transmission model of SI type with stage structure is formulated. The stability of disease free equilibrium, the existence and uniqueness of an endemic equilibrium, the existence of a global attractor are investigated. 展开更多
关键词 SI epidemic model THRESHOLD disease free equilibrium endemic equilibrium global attractor
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LICOM Model Datasets for the CMIP6 Ocean Model Intercomparison Project 被引量:16
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作者 Pengfei LIN Zhipeng YU +14 位作者 Hailong LIU Yongqiang YU Yiwen LI Jirong JIANG Wei XUE Kangjun CHEN Qian YANG Bowen ZHAO Jilin WEI Mengrong DING Zhikuo SUN Yaqi WANG Yao MENG Weipeng ZHENG Jinfeng MA 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2020年第3期239-249,共11页
The datasets of two Ocean Model Intercomparison Project(OMIP)simulation experiments from the LASG/IAP Climate Ocean Model,version 3(LICOM3),forced by two different sets of atmospheric surface data,are described in thi... The datasets of two Ocean Model Intercomparison Project(OMIP)simulation experiments from the LASG/IAP Climate Ocean Model,version 3(LICOM3),forced by two different sets of atmospheric surface data,are described in this paper.The experiment forced by CORE-II(Co-ordinated Ocean–Ice Reference Experiments,Phase II)data(1948–2009)is called OMIP1,and that forced by JRA55-do(surface dataset for driving ocean–sea-ice models based on Japanese 55-year atmospheric reanalysis)data(1958–2018)is called OMIP2.First,the improvement of LICOM from CMIP5 to CMIP6 and the configurations of the two experiments are described.Second,the basic performances of the two experiments are validated using the climatological-mean and interannual time scales from observation.We find that the mean states,interannual variabilities,and long-term linear trends can be reproduced well by the two experiments.The differences between the two datasets are also discussed.Finally,the usage of these data is described.These datasets are helpful toward understanding the origin system bias of the fully coupled model. 展开更多
关键词 OMIP CMIP6 ocean sea-ice model model bias
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Robust design and analysis of a conformal expansion nozzle with inverse-design idea 被引量:6
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作者 Wenbiao GAN Xiaocui ZHANG +2 位作者 Tielin MA Qinling ZHANG Wu YUAN 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2018年第1期79-88,共10页
This paper examines robust optimization design and analysis of a conformal expansion nozzle of flying wing Unmanned Aerial Vehicle (UAV) with the inverse-design idea. In view of flow features and stealth constraints... This paper examines robust optimization design and analysis of a conformal expansion nozzle of flying wing Unmanned Aerial Vehicle (UAV) with the inverse-design idea. In view of flow features and stealth constraints, the inverse-design idea is described and the uncertainty-based robust design model is presented. A robust design system employs this model to combine deterministic optimization and robust optimization and is applied into design of a conformal expansion nozzle. The results indicate that design optimization can conform to the anticipation of the inversedesign idea and significantly improve the aerodynamic performance that meet the requirement of 6σ. The present method is a feasible nozzle design strategy that integrates robust optimization and inverse-design. 展开更多
关键词 Aerodynamic analysis Inverse-design NOZZLE OFF-DESIGN Robust optimization
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Eddy-resolving Simulation of CAS-LICOM3 for Phase 2 of the Ocean Model Intercomparison Project 被引量:8
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作者 Yiwen LI Hailong LIU +15 位作者 Mengrong DING Pengfei LIN Zipeng YU Yongqiang YU Yao MENG Yunlong LI Xiaodong JIAN Jinrong JIANG Kangjun CHEN Qian YANG Yaqi WANG Bowen ZHAO Jilin WEI Jinfeng MA Weipeng ZHENG and Pengfei WANG 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2020年第10期1067-1080,共14页
A 61-year(1958–2018)global eddy-resolving dataset for phase 2 of the Ocean Model Intercomparison Project has been produced by the version 3 of Chinese Academy of Science,the State Key Laboratory of Numerical Modeling... A 61-year(1958–2018)global eddy-resolving dataset for phase 2 of the Ocean Model Intercomparison Project has been produced by the version 3 of Chinese Academy of Science,the State Key Laboratory of Numerical Modeling for Atmospheric Sciences and Geophysical Fluid Dynamics/Institute of Atmospheric Physics(LASG/IAP)Climate system Ocean Model(CAS-LICOM3).The monthly and a part of the surface daily data in this study can be accessed on the Earth System Grid Federation(ESGF)node.Besides the details of the model and experiments,the evolutions and spatial patterns of large-scale and mesoscale features are also presented.The mesoscale features are reproduced well in the high-resolution simulation,as the mesoscale activities can contribute up to 50%of the total SST variability in eddy-rich regions.Also,the large-scale circulations are remarkably improved compared with the low-resolution simulation,such as the climatological annual mean SST(the RMSE is reduced from 0.59°C to 0.47°C,globally)and the evolution of Atlantic Meridional Overturning Circulation.The preliminary evaluation also indicates that there are systematic biases in the salinity,the separation location of the western boundary currents,and the magnitude of eddy kinetic energy.All these biases are worthy of further investigation. 展开更多
关键词 eddy-resolving dataset mesoscale eddies CAS-LICOM3 OMIP
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The drivers and spatial distribution of economic efficiency in China's cities 被引量:4
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作者 CAO Yanni WU Tong +3 位作者 KONG Lingqiao WANG Xuezhi ZHANG Lufeng OUYANG Zhiyun 《Journal of Geographical Sciences》 SCIE CSCD 2022年第8期1427-1450,共24页
This study analyzes cities in China at the prefecture level and above to calculate indices for“urban economic efficiency”(the relationship between input factors and output)and“urbanization economic efficiency”(the... This study analyzes cities in China at the prefecture level and above to calculate indices for“urban economic efficiency”(the relationship between input factors and output)and“urbanization economic efficiency”(the relationship between newly increased output and increased economic input),based on the Stochastic Frontier Analysis(SFA)method.We compare and analyze the factors influencing change and their spatial distributions.The results show that capital and labor rather than urban land could effectively improve urban and urbanization economic efficiency.And,although the proportion of wages to GDP has a significant negative impact on urban economic efficiency,for social equity and stability,the proportion should be increased;if appropriate,it would not significantly reduce urbanization economic efficiency.Additionally,population density,population urbanization rate,and government fiscal expenditure significantly positively impact urban and urbanization economic efficiency.However,we also found that increases in the degree of industrial structure deviation and urban landscape fragmentation are harmful to urbanization economic efficiency.In terms of spatial distribution,the urbanization economic efficiency of most of China's northeastern and eastern coastal areas is significantly lower than that of other regions;at the same time,the urban economic efficiency of most of these cities has been decreasing,especially in the northeast,which warrants greater policy attention. 展开更多
关键词 development planning economic development urban economics urban planning China
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PHoToNs–A parallel heterogeneous and threads oriented code for cosmological N-body simulation 被引量:5
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作者 Qiao Wang Zong-Yan Cao +4 位作者 Liang Gao Xue-Bin Chi Chen Meng Jie Wang Long Wang 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2018年第6期7-16,共10页
We introduce a new code for cosmological simulations, PHo To Ns, which incorporates features for performing massive cosmological simulations on heterogeneous high performance computer(HPC) systems and threads oriented... We introduce a new code for cosmological simulations, PHo To Ns, which incorporates features for performing massive cosmological simulations on heterogeneous high performance computer(HPC) systems and threads oriented programming. PHo To Ns adopts a hybrid scheme to compute gravitational force, with the conventional Particle-Mesh(PM) algorithm to compute the long-range force,the Tree algorithm to compute the short range force and the direct summation Particle-Particle(PP) algorithm to compute gravity from very close particles. A self-similar space filling a Peano-Hilbert curve is used to decompose the computing domain. Threads programming is advantageously used to more flexibly manage the domain communication, PM calculation and synchronization, as well as Dual Tree Traversal on the CPU+MIC platform. PHo To Ns scales well and efficiency of the PP kernel achieves68.6% of peak performance on MIC and 74.4% on CPU platforms. We also test the accuracy of the code against the much used Gadget-2 in the community and found excellent agreement. 展开更多
关键词 methods: numerical galaxies: interactions dark matter
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MatChat: A large language model and application service platform for materials science 被引量:5
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作者 陈子逸 谢帆恺 +5 位作者 万萌 袁扬 刘淼 王宗国 孟胜 王彦棡 《Chinese Physics B》 SCIE EI CAS CSCD 2023年第11期173-178,共6页
The prediction of chemical synthesis pathways plays a pivotal role in materials science research. Challenges, such as the complexity of synthesis pathways and the lack of comprehensive datasets, currently hinder our a... The prediction of chemical synthesis pathways plays a pivotal role in materials science research. Challenges, such as the complexity of synthesis pathways and the lack of comprehensive datasets, currently hinder our ability to predict these chemical processes accurately. However, recent advancements in generative artificial intelligence(GAI), including automated text generation and question–answering systems, coupled with fine-tuning techniques, have facilitated the deployment of large-scale AI models tailored to specific domains. In this study, we harness the power of the LLaMA2-7B model and enhance it through a learning process that incorporates 13878 pieces of structured material knowledge data.This specialized AI model, named Mat Chat, focuses on predicting inorganic material synthesis pathways. Mat Chat exhibits remarkable proficiency in generating and reasoning with knowledge in materials science. Although Mat Chat requires further refinement to meet the diverse material design needs, this research undeniably highlights its impressive reasoning capabilities and innovative potential in materials science. Mat Chat is now accessible online and open for use, with both the model and its application framework available as open source. This study establishes a robust foundation for collaborative innovation in the integration of generative AI in materials science. 展开更多
关键词 MatChat materials science generative artificial intelligence
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Coupling methods of global climate models and regional climate models 被引量:4
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作者 Wang Yuzhu Jiang Jinrong He Juanxiong 《High Technology Letters》 EI CAS 2017年第1期90-95,共6页
The future climate dynamical downscaling method is that output of general circulation models( GCMs) is employed to provide initial conditions,lateral boundary conditions,sea surface temperatures,and initial land surfa... The future climate dynamical downscaling method is that output of general circulation models( GCMs) is employed to provide initial conditions,lateral boundary conditions,sea surface temperatures,and initial land surface conditions to regional climate models( RCMs). There are two methods of downscaling: offline coupling and online coupling. The two kinds of coupling methods are described in detail by coupling the Weather Research and Forecasting model( WRF) with the Institute of Atmospheric Physics of Chinese Academy of Sciences Atmospheric General Circulation Model Version 4. 0( IAP AGCM4. 0) in the study. And the extreme precipitation event over Beijing on July 212012 is simulated by using the two coupling methods. Results show that online coupling method is of great value in improving the model simulation. Furthermore,the data exchange frequency of online coupling has some effect on simulation result. 展开更多
关键词 coupling method online coupling climate model performance evaluation tor-rential rainfall
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Data-driven production optimization using particle swarm algorithm based on the ensemble-learning proxy model 被引量:2
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作者 Shu-Yi Du Xiang-Guo Zhao +4 位作者 Chi-Yu Xie Jing-Wei Zhu Jiu-Long Wang Jiao-Sheng Yang Hong-Qing Song 《Petroleum Science》 SCIE EI CSCD 2023年第5期2951-2966,共16页
Production optimization is of significance for carbonate reservoirs,directly affecting the sustainability and profitability of reservoir development.Traditional physics-based numerical simulations suffer from insuffic... Production optimization is of significance for carbonate reservoirs,directly affecting the sustainability and profitability of reservoir development.Traditional physics-based numerical simulations suffer from insufficient calculation accuracy and excessive time consumption when performing production optimization.We establish an ensemble proxy-model-assisted optimization framework combining the Bayesian random forest(BRF)with the particle swarm optimization algorithm(PSO).The BRF method is implemented to construct a proxy model of the injectioneproduction system that can accurately predict the dynamic parameters of producers based on injection data and production measures.With the help of proxy model,PSO is applied to search the optimal injection pattern integrating Pareto front analysis.After experimental testing,the proxy model not only boasts higher prediction accuracy compared to deep learning,but it also requires 8 times less time for training.In addition,the injection mode adjusted by the PSO algorithm can effectively reduce the gaseoil ratio and increase the oil production by more than 10% for carbonate reservoirs.The proposed proxy-model-assisted optimization protocol brings new perspectives on the multi-objective optimization problems in the petroleum industry,which can provide more options for the project decision-makers to balance the oil production and the gaseoil ratio considering physical and operational constraints. 展开更多
关键词 Production optimization Random forest The Bayesian algorithm Ensemble learning Particle swarm optimization
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The Super-large Ensemble Experiments of CAS FGOALS-g3 被引量:3
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作者 Pengfei LIN Bowen ZHAO +15 位作者 Jilin WEI Hailong LIU Wenxia ZHANG Xiaolong CHEN Jie JIANG Mengrong DING Wenmin MAN Jinrong JIANG Xu ZHANG Yuewen DING Wenrong BAI Chenyang JIN Zipeng YU Yiwen LI Weipeng ZHENG Tianjun ZHOU 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2022年第10期1746-1765,I0021-I0025,共25页
A super-large ensemble simulation dataset with 110 members has been produced by the fully coupled model FGOALS-g3 developed by researchers at the Institute of Atmospheric Physics,Chinese Academy of Sciences.This is th... A super-large ensemble simulation dataset with 110 members has been produced by the fully coupled model FGOALS-g3 developed by researchers at the Institute of Atmospheric Physics,Chinese Academy of Sciences.This is the first dataset of large ensemble simulations with a climate system model developed by a Chinese modeling center.The simulation has the largest realizations up to now worldwide in terms of single-model initial-condition large ensembles.Each member includes a historical experiment(1850-2014)and an experiment(2015-99)under the very high greenhouse gas emissions Shared Socioeconomic Pathway scenario(SSP5-8.5).The dataset includes monthly and daily temperature,precipitation,and other variables,requiring storage of 275 TB.Additionally,the surface air temperature(SAT)and land precipitation simulated by the FGOALS-g3 super-large ensemble have been validated and projected.The ensemble can capture the response of SAT and land precipitation to external forcings well,and the internal variabilities can be quantified.The availability of more than 100 realizations will help researchers to study rare events and improve the understanding of the impact of internal variability on forced climate changes. 展开更多
关键词 large ensemble forced response internal variability climate change
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SymTopo: An automatic tool for calculating topological properties of nonmagnetic crystalline materials 被引量:1
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作者 Yuqing He Yi Jiang +3 位作者 Tiantian Zhang He Huang Chen Fang Zhong Jin 《Chinese Physics B》 SCIE EI CAS CSCD 2019年第8期294-305,共12页
Topological materials have novel properties both in their bulk and boundaries,thereby attracting a wide interest in the theoretical and experimental communities.The recent development of the topological quantum chemis... Topological materials have novel properties both in their bulk and boundaries,thereby attracting a wide interest in the theoretical and experimental communities.The recent development of the topological quantum chemistry and symmetrybased indicator theory in this field has significantly simplified the procedure for determining the topological properties of nonmagnetic crystalline materials.Accordingly,a large number of new topological materials have been found by scanning large crystal databases.This study provides details on the algorithm used in the Catalogue of Topological Electronic Materials.Moreover,based on the algorithm,we develop an automatic package named SymTopo,which calculates the symmetry representations of any given nonmagnetic crystalline material and predicts its topological properties.This package may facilitate the discovery of more topological materials in the future. 展开更多
关键词 TOPOLOGICAL insulators TOPOLOGICAL SEMIMETALS TOPOLOGICAL INVARIANTS HIGH-THROUGHPUT research mode
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