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Tracking direct and indirect impact on technology and policy of transformative research via ego citation network
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作者 Xian Li Xiaojun Hu 《Journal of Data and Information Science》 CSCD 2024年第3期65-87,共23页
Purpose:The disseminating of academic knowledge to nonacademic audiences partly relies on the transition of subsequent citing papers.This study aims to investigate direct and indirect impact on technology and policy o... Purpose:The disseminating of academic knowledge to nonacademic audiences partly relies on the transition of subsequent citing papers.This study aims to investigate direct and indirect impact on technology and policy originating from transformative research based on ego citation network.Design/methodology/approach:Key Nobel Prize-winning publications(NPs)in fields of gene engineering and astrophysics are regarded as a proxy for transformative research.In this contribution,we introduce a network-structural indicator of citing patents to measure technological impact of a target article and use policy citations as a preliminary tool for policy impact.Findings:The results show that the impact on technology and policy of NPs are higher than that of their subsequent citation generations in gene engineering but not in astrophysics.Research limitations:The selection of Nobel Prizes is not balanced and the database used in this study,Dimensions,suffers from incompleteness and inaccuracy of citation links.Practical implications:Our findings provide useful clues to better understand the characteristics of transformative research in technological and policy impact.Originality/value:This study proposes a new framework to explore the direct and indirect impact on technology and policy originating from transformative research. 展开更多
关键词 transformative research Nobel Prize winning articles Citation networks Technological impact Policy impact
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Transformative learning in nursing education: A concept analysis 被引量:2
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作者 Tebogo A Tsimane Charlene Downing 《International Journal of Nursing Sciences》 CSCD 2020年第1期91-98,共8页
Objective:There is vast literature on transformative learning,which is an important aspect of nursing education,but its meaning remains unclear.It is therefore important to clarify the meaning of transformative learni... Objective:There is vast literature on transformative learning,which is an important aspect of nursing education,but its meaning remains unclear.It is therefore important to clarify the meaning of transformative learning,identify its attributes,antecedents and consequences to increase its use in nursing education,practice and research.Methods:Walker and Avant's method was used,and the process provided a structured way to analyse the concept of'transfonnative leaming'.Nursing education dictionaries,encyclopaedias,conference papers,research articles,dissertations,theses,journal articles,thesauri and relevant books through the database library and intemet searches were reviewed.One hundred and two literature sources were reviewed,and data saturation was reached.Results:The results of the concept analysis of transformative learning within the context of nursing education identified three categories,namely,1)Antecedents as cognitive and affective perspective,democratic education principles and inspiration;2)Process through three phases,namely i)awareness through self-reflection,ii)the meaningful interactive,integrative and democratic construction process,and iii)metacognitive reasoning abilities;and 3)Outcomes.A theoretical definition of transformative learning was formulated.Theoretical validity was ensured.Conclusion:The results of the concept analysis of transformative learning were used to describe a model to facilitate transformative learning within the context of nursing education. 展开更多
关键词 CONCEPT ANALYSIS NURSING EDUCATION transformative LEARNING
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A model to facilitate transformative learning in nursing education 被引量:2
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作者 Tebogo A.Tsimane Charlene Downing 《International Journal of Nursing Sciences》 CSCD 2020年第3期269-276,共8页
Objective:Transformative learning is a learner-centered process of learning.Learners are actively engaged through critical reflection and discourse to question assumptions and expectations.The purpose of this article ... Objective:Transformative learning is a learner-centered process of learning.Learners are actively engaged through critical reflection and discourse to question assumptions and expectations.The purpose of this article is to describe a model to facilitate transformative learning in nursing education.Methods:A qualitative,exploratory,descriptive and contextual design for theory generation was selected in this study to describe a model to facilitate transformative learning in nursing education.Concept analysis of transformative learning was done in the first stage of the main study using Walker and Avant's eight step approach to clarify the conceptual identification and meaning.The results of concept analysis guided data collection in the second stage.Eleven individual agenda semi-structured interviews were conducted with nurse educators to explore and describe their perceptions regarding how transformative learning can be facilitated in nursing education.Matrix building approach was used to analyse the collected data.The third stage constituted the conceptualisation of findings from the second stage using relevant literature within the elements of practice theory.The fourth stage focused on the description and evaluation of a model to facilitate transformative learning in nursing education.Findings:Four themes and nine sub-themes emerged and were conceptualised within the six elements of practice theory namely the context,agent,recipient,dynamic,process and procedure and outcome.Conclusion:The relation statements provided the basis for model description.Reliable method was used to describe and evaluate the model.The refinement of the model by experts in model development andqualitative research was made. 展开更多
关键词 LEARNING MOTIVATION Nursing faculty Nursing education transformative learning
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Transformative Learning in Language Arts as a Method of Guidance and Counseling 被引量:1
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作者 Jurate Sucylaite 《Journal of Literature and Art Studies》 2012年第7期740-750,共11页
Our voluntary project ran in different groups of adults (healthy, depressed, schizophrenic, and clients with anxiety disorders). The study is based on analysis of personal counseling experience, where literature was... Our voluntary project ran in different groups of adults (healthy, depressed, schizophrenic, and clients with anxiety disorders). The study is based on analysis of personal counseling experience, where literature was used as a tool to disclose client's personal meanings. During our sessions, clients were observed phenomenologically, and their speach was written down. Reflecting on the qualitative data of transformative learning in language arts, we developed techniques for facilitation and disclosure of personal meanings. Grounded theory was used for data generalization: Personal educational insights and its comparison with other researchers' theoretical insights were the basis to develop the methodical system for psychological guidance and counseling and to explain it. We revealed that focus on personally important meanings during discussion after literature reading has influence on the mental state of personality and deepens the interactions with the literature art, so we suggest a spiral model to explain the methodical system of our method. Transformative learning in language arts as a method of guidance and counseling can be understood as spiritual motion by spirale. It has three levels: (1) art level (interaction with the literature); (2) psychology level (counseling); and (3) art level (interaction with the same peace of literature as in the beginning of the session, poetic summary of the session). Levels (1) and (3) mean interaction with literature art, but at the third level, this interaction has new quality, because personality has better perception of Self and more ability to connect personal meanings and literature wisdom. At the first level, we have direction from literature to Personality. At the third level, we have direction from the Self (Speaking from Within) to literature. Disclosure of personally important meanings is a key to self-understanding and poetical thinking; our developed methodical system reduces emotional tension and strengthens interconnectedness between inner and outer world and improves poetical understanding. In this paper, the methodical system of transformative learning and guidance is discussed. 展开更多
关键词 DEPRESSION poetical perception SCHIZOPHRENIA transformative learning
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Transformative Presidents: A Review of Definitions, Focused on the Reagan Presidency 被引量:1
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作者 William A. P. Thompson Jr. 《International Relations and Diplomacy》 2015年第7期487-495,共9页
The most significant variable in ranking a President as transformative is the nature of his legacy. Reagan's legacy resulted from the Tea Party's adoption of Reagan's conservative policy proposals, labeled the Reag... The most significant variable in ranking a President as transformative is the nature of his legacy. Reagan's legacy resulted from the Tea Party's adoption of Reagan's conservative policy proposals, labeled the Reagan Revolution, or as Reagan defined in his farewell address, the "... Great Rediscovery, a recovery of our values and common sense" (Skowronek, 1967, p. 95). Transformative presidents create changes in the American Political System. Stephen Skowronek has defined five transformational presidents whose administration transformed the American political system: Jefferson, Jackson, Lincoln, Franklin D. Roosevelt, and Reagan (Skowronek, 1967, p. 95). Further, a comparison of the Reagan and Obama presidencies is included to explain why a President may be defined as being or not transformative. Each of these transformation repudiated their predecessor's policies. The Reagan Revolution enabled Reagan to become transformative by repudiating Carter's New Deal liberal and progressive policies. Presidential scholars who deny the ability of presidents to become transformative do so based on their research that presidents lack the power to persuade Congress or change public opinion. Skowronek utilized Neustadt's theory of "periodization" to explain how the five transformational presidents each left through their "legacy", presidents who followed their policies. Reagan's followers included: George Bush, Clinton's centrist policies adhered to Reagan's, and George W. Bush. Obama was elected by repudiating his predecessor's policies. Whether Obama was transformative has yet to be determined. 展开更多
关键词 transformative Reagan presidency periodization
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Strategies on Promoting Transformative Learning of College English Teachers 被引量:1
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作者 Wenbo Zhao 《Journal of Contemporary Educational Research》 2021年第1期53-56,共4页
Based on the previous case study in promoting transformative learning of college English teachers,who participated in a three-month online training courses,the article made a further research and concluded four strate... Based on the previous case study in promoting transformative learning of college English teachers,who participated in a three-month online training courses,the article made a further research and concluded four strategies on promoting transformative learning of college English Teachers. 展开更多
关键词 transformative learning Teacher learning Mesirow’s theoretical model STRATEGIES
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Transformative Learning:Intercultural Adaptation of Chinese Teachers at the Confucius Institute in Spain
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作者 Óscar FERNÁNDEZ-ÁLVAREZ Qiuyang LI Chen CHEN 《Chinese Journal of Applied Linguistics》 2022年第2期294-315,318,共23页
In recent years there has been a proliferation of studies demonstrating the value of teaching abroad as much for its benefits for the training and professional development of these teachers,as for its impact and benef... In recent years there has been a proliferation of studies demonstrating the value of teaching abroad as much for its benefits for the training and professional development of these teachers,as for its impact and beneficial effects on students.This article uses transformative learning as a theoretical framework to interpret the achievements associated with the experience of teaching abroad,and to identify and analyze different motivational factors,adjustments,changes,challenges,and perspectives of Chinese teachers linked to a Confucius Institute in Spain,through a qualitative analysis of narratives elicited through in-depth interviews and focus groups.It highlights the role and potential of the transnational,intercultural experience of these teachers as authentic actors in the part played by the Confucius Institutes in language teaching and the promotion of Chinese culture,indicating many issues including language difficulties,professional adjustment,ideas about education,beliefs of teachers and the management of the program. 展开更多
关键词 Confucius Institute intercultural adaptation transformative learning teacher training
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Combined Economic and Emission Power Dispatch Control Using Substantial Augmented Transformative Algorithm
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作者 T.R.Manikandan Venkatesan Thangavelu 《Intelligent Automation & Soft Computing》 SCIE 2023年第1期431-447,共17页
The purpose of the Combined Economic Emission Dispatch(CEED)of electric power is to offer the most exceptional schedule for production units,which must run with both low fuel costs and emission levels concurrently,the... The purpose of the Combined Economic Emission Dispatch(CEED)of electric power is to offer the most exceptional schedule for production units,which must run with both low fuel costs and emission levels concurrently,thereby meeting the lack of system equality and inequality constraints.Economic and emissions dispatching has become a primary and significant concern in power system networks.Consequences of using non-renewable fuels as input to exhaust power systems with toxic gas emissions and depleted resources for future generations.The optimal power allocation to generators serves as a solution to this problem.Emission dispatch reduces emissions while ignoring economic considerations.A collective strategy known as Combined Economic and Emission Dispatch is utilized to resolve the above-mentioned problems and investigate the trade-off relationship between fuel cost and emissions.Consequently,this work manages the Substantial Augmented Transformative Algorithm(SATA)to take care of the Combined Economic Emission Dispatch Problem(CEEDP)of warm units while fulfilling imperatives,for example,confines on generator limit,diminish the fuel cost,lessen the emission and decrease the force misfortune.SATA is a stochastic streamlining process that relies upon the development and knowledge of swarms.The goal is to minimize the total fuel cost of fossil-based thermal power generation units that generate and cause environmental pollution.The algorithm searches for solutions in the search space from the smallest to the largest in the case of forwarding search.The simulation of the proposed system is developed using MATLAB Simulink software.Simulation results show the effectiveness and practicability of this method in terms of economic and emission dispatching issues.The performance of the proposed system is compared with existing Artificial Bee Colony-Particle Swarm Optimization(ABC-PSO),Simulated Annealing(SA),and Differential Evolution(DE)methods.The fuel cost and gas emission of the proposed system are 128904$/hr and 138094.4652$/hr. 展开更多
关键词 Economic emission DISPATCH fuel cost substantial augmented transformative algorithm
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Can University Be a Transformative Environment? Fostering Critical Reflection Through Art in Higher Education*
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作者 Natassa Raikou 《Journal of Literature and Art Studies》 2012年第3期416-421,共6页
The uncertainty of postmodern world is a common belief. This uncertainty influences citizens in all aspects of their lives (personal, professional, social, etc.). The question arises intensively: How can people be ... The uncertainty of postmodern world is a common belief. This uncertainty influences citizens in all aspects of their lives (personal, professional, social, etc.). The question arises intensively: How can people be prepared for this continuous changing? One of the suggestions presented in current literature is the development of critical reflection Educational environment can play a major role in this domain. The need for the development of critical reflection is especially noted in the higher education framework. Universities can become a "holding" environment for transformation. This study underlines the importance of preparing young students as future professionals and citizens, by developing their critical reflection. A practical method is discussed and concerns the use and benefits of the aesthetic experience in a transformative learning procedure. The research presented here is based on the application of this method and aims to the reinforcement of specific dimensions of adulthood in a university environment. The application was carried out on students of the department of educational studies at a Greek regional university. One of the topics analyzed through art was the notion of "useful knowledge" and was part of a wider range of applications that concern the process of learning 展开更多
关键词 critical reflection ART higher education transformative learning
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Empowering higher order thinking via language and transformative learning
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作者 Adeline Lau Hooi Ping Phua Lian Kee 《Sino-US English Teaching》 2009年第9期12-20,31,共10页
This paper examines how thinking can be shaped via language and transformative learning. It examines four aspects of higher order thinking viz metacognition, locus of control, self-efficacy and intrinsic values. The s... This paper examines how thinking can be shaped via language and transformative learning. It examines four aspects of higher order thinking viz metacognition, locus of control, self-efficacy and intrinsic values. The study involves a teaching intervention to provide empirical evidence to show that higher order thinking is improved when it is in the learning environment: (1) Provides opportunities for negotiation, shared control, critical voice, personal relevance and uncertainty; and (2) encourage language use in interacting, communicating and constructing meanings. The sample consisted of 77 accounting college students in Malaysia, randomly grouped into the traditional lecture style classroom and the transformative classroom. Four self-report questionnaires were used to measure higher order thinking and to assess whether students' perceptions of their learning environment. Split Plot Analysis of Variance (SPANOVA) and t-tests were used to test 3 hypotheses formulated for the study. The results show that when learning environment simulate the true arena for transformative learning and provides ample opportunities to use language, higher order thinking can be empowered. 展开更多
关键词 higher order thinking transformative |earning LANGUAGE
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Phronesis and Transformative Learning: A Joint Challenge for Moral Philosophy and Educational Theory
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作者 Vasiliki Karavakou 《Journal of Philosophy Study》 2018年第8期383-394,共12页
Strengthening moral learning may become available to us by bringing phronesis and transformative learning in a common theoretical space. For both Aristotle and Mezirow, the exercise of morality, or rising to the stand... Strengthening moral learning may become available to us by bringing phronesis and transformative learning in a common theoretical space. For both Aristotle and Mezirow, the exercise of morality, or rising to the standard of moral choice, decision, and action, is not the result of an intuitive achievement or a sudden understanding of a morally demanding situation but a lifelong affair. Our strategy here addresses three aims: Firstly, to invoke and reclaim the endemic bond between education in the broader sense of paideia and the significant role that reeds to be re-ascribed to moral education. This allows a turn towards qualitative features and makes room for an inclusion of moral education, or values education, within education. Secondly, to portray the exercise of autonomy, choice, and judgment as a result of paideutic development; both theories share the assumption that moral learning rests on constant reflection upon past experiences and the zetesis of future goals. Thirdly, to focus on the way one reclaims the right to exercise judgment, whenever this is required. A joint study of the two theories may enlighten the content of this lifelong reflective procedure. 展开更多
关键词 PHRONESIS moral (lifelong) education transformative learning
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The Economic Context of Our Time:A Diagnosis in the Light of Transformative Ethics
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作者 Ralf Lüfter 《Journal of Philosophy Study》 2023年第2期92-101,共10页
The following contribution is the attempt to touch upon some fundamental questions for a reliable ethical diagnosis of what can be called the economic context of our epoch.For this purpose,we will consider a well-know... The following contribution is the attempt to touch upon some fundamental questions for a reliable ethical diagnosis of what can be called the economic context of our epoch.For this purpose,we will consider a well-known concept within the medieval economics in light of its modern reappropriation against the backdrop of transformative ethics:the meant concept is usury;the meant reappropriation is that of Ezra Pound.For reasons of space,the single steps will merely hint at ethical questions that require a much more careful investigation.Within these limits,the essay will therefore analyze certain traits of our current economic context while reconsidering its ethical dimension in the light of the concept of usury.The framework within which this analysis will be conducted is that of transformative ethics. 展开更多
关键词 transformative ethics philosophy of economics hermeneutical phenomenology economics and poetry
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A Thrice-Told Tale of Japanese Staffrooms and a Transformative Journey in Searching for East Asia as Method 被引量:1
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作者 Yanping Fang Linfeng Wang 《ECNU Review of Education》 2024年第3期618-640,共23页
Purpose:This study aims to search for fitting lenses to view and interpret teacher learning in a Japanese secondary school teacher staffroom and capture the reconstituting of researcher subjectivities in this process.... Purpose:This study aims to search for fitting lenses to view and interpret teacher learning in a Japanese secondary school teacher staffroom and capture the reconstituting of researcher subjectivities in this process.Design/Approach/Methods:A narrative approach chronically documents the findings and use of the lenses in analyzing the staffroom daily interactions and traces the journey of transformation inour researcher subjectivities.Findings:The telling of a Japanese staffroom(shokuinshitsu)as a thrice-told tale under the three lenses—cultural-historic activity theory,contextualism,and intimacy orientationeach uncovers a unique interpretation of the learning going on in the daily life of the Japanese staffroom.While complementary,Western-lenses are found to be unable to explain the nature of the everyday practices in the staffroom formed under the worldviews and ethics of East Asia.Our critical examination of the major academic encounters involved in the past two decades illuminates the complex dynamism behind our research perspectives,awakens us to the dominance of Western-centralism in our researcher subjectivities,transforms our worldviews,and returns us to our cultural roots to build alternative frames of reference as East Asia as Method.OriginalityValue:This study not only uniquely demonstrates what decentered,alternative,and diversified frames of reference would look like in studying East Asian practices but also what it would take for scholars to move toward East Asia as Method.Additionally,going beyond the three lenses,it contributes to our understanding of how space(staffroom as an entity)mediates forming of the character of those who are dwellers of the shokuinshitsu. 展开更多
关键词 East Asia as method space as a mediating entity teacher learning teacher staffrooms in Japan and East Asia transforming researcher subjectivities
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基于Transformer的时间序列预测方法综述 被引量:4
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作者 陈嘉俊 刘波 +2 位作者 林伟伟 郑剑文 谢家晨 《计算机科学》 北大核心 2025年第6期96-105,共10页
时间序列预测作为分析历史数据以预测未来趋势的关键技术,已广泛应用于金融、气象等领域。然而,传统方法如自回归移动平均模型和指数平滑法等在处理非线性模式、捕捉长期依赖性时存在局限。最近,基于Transformer的方法因其自注意力机制... 时间序列预测作为分析历史数据以预测未来趋势的关键技术,已广泛应用于金融、气象等领域。然而,传统方法如自回归移动平均模型和指数平滑法等在处理非线性模式、捕捉长期依赖性时存在局限。最近,基于Transformer的方法因其自注意力机制,在自然语言处理与计算机视觉领域取得突破,也开始拓展至时间序列预测领域并取得显著成果。因此,探究如何将Transformer高效运用于时间序列预测,成为推动该领域发展的关键。首先,介绍了时间序列的特性,阐述了时间序列预测的常见任务类别及评估指标。接着,深入解析Transformer的基本架构,并挑选了近年来在时间序列预测中广受关注的Transfo-rmer衍生模型,从模块及架构层面进行分类,并分别从问题解决、创新点及局限性3个维度进行比较和分析。最后,进一步探讨了时间序列预测Transformer在未来可能的研究方向。 展开更多
关键词 时间序列 Transformer模型 深度学习 注意力机制 预测
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基于Transformer模型的时序数据预测方法综述 被引量:13
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作者 孟祥福 石皓源 《计算机科学与探索》 北大核心 2025年第1期45-64,共20页
时序数据预测(TSF)是指通过分析历史数据的趋势性、季节性等潜在信息,预测未来时间点或时间段的数值和趋势。时序数据由传感器生成,在金融、医疗、能源、交通、气象等众多领域都发挥着重要作用。随着物联网传感器的发展,海量的时序数据... 时序数据预测(TSF)是指通过分析历史数据的趋势性、季节性等潜在信息,预测未来时间点或时间段的数值和趋势。时序数据由传感器生成,在金融、医疗、能源、交通、气象等众多领域都发挥着重要作用。随着物联网传感器的发展,海量的时序数据难以使用传统的机器学习解决,而Transformer在自然语言处理和计算机视觉等领域的诸多任务表现优秀,学者们利用Transformer模型有效捕获长期依赖关系,使得时序数据预测任务取得了飞速发展。综述了基于Transformer模型的时序数据预测方法,按时间梳理了时序数据预测的发展进程,系统介绍了时序数据预处理过程和方法,介绍了常用的时序预测评价指标和数据集。以算法框架为研究内容系统阐述了基于Transformer的各类模型在TSF任务中的应用方法和工作原理。通过实验对比了各个模型的性能、优点和局限性,并对实验结果展开了分析与讨论。结合Transformer模型在时序数据预测任务中现有工作存在的挑战提出了该方向未来发展趋势。 展开更多
关键词 深度学习 时序数据预测 数据预处理 Transformer模型
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多变量时序标记Transformer及其在电潜泵故障诊断中的应用 被引量:2
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作者 李康 李爽 +2 位作者 高小永 李强 张来斌 《控制与决策》 北大核心 2025年第4期1145-1153,共9页
电潜泵故障诊断对于确保安全可靠采油至关重要,但是,电潜泵数据呈现出的多变量、非线性和动态变化等复杂特性为该任务带来了严峻挑战.近年来,深度学习在复杂数据特征提取方面表现出的强大能力催生了一系列基于神经网络的电潜泵故障诊断... 电潜泵故障诊断对于确保安全可靠采油至关重要,但是,电潜泵数据呈现出的多变量、非线性和动态变化等复杂特性为该任务带来了严峻挑战.近年来,深度学习在复杂数据特征提取方面表现出的强大能力催生了一系列基于神经网络的电潜泵故障诊断方法.然而,多数方法忽略了电潜泵数据的动态特性以及长时依赖特征提取困难的问题.针对上述问题,提出一种多变量时序标记Transformer神经网络来实现电潜泵故障诊断.该模型设计新的多变量时间序列标记策略,继承引入多头注意力机制和残差连接的传统Transformer神经网络编码器在长时依赖特征提取方面的优势,用前向神经网络替代传统Transformer神经网络解码器来简化模型复杂度.通过对油田现场故障数据分析,验证所提出方法的有效性.实验结果表明,所提出方法实现了10类电潜泵故障的精确诊断,相比于流行的深度学习方法诊断性能更优. 展开更多
关键词 电潜泵 Transformer神经网络 深度学习 特征提取 故障诊断 多变量时序标记
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基于改进去噪扩散概率模型的风电机组故障样本生成方法 被引量:2
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作者 孟昱煜 张沣琦 +2 位作者 火久元 常琛 陈峰 《振动与冲击》 北大核心 2025年第4期286-297,共12页
为解决风电机组故障诊断中故障样本不足而导致模型准确率不高的问题,将当下备受关注的数据增强方法-去噪扩散概率模型(denoising diffusion probability model,DDPM)引入到故障诊断领域以生成大量高质量的故障样本数据集。因此,结合Tran... 为解决风电机组故障诊断中故障样本不足而导致模型准确率不高的问题,将当下备受关注的数据增强方法-去噪扩散概率模型(denoising diffusion probability model,DDPM)引入到故障诊断领域以生成大量高质量的故障样本数据集。因此,结合Transformer网络,提出了一种DDPM-Transformer风电机组故障样本生成方法。首先,将用于计算机视觉图像生成领域的DDPM模型应用于风电机组故障诊断领域中,通过前向加噪过程将数据逐渐转化为噪声,再通过逆向去噪过程将噪声逐步恢复为原始数据,实现从噪声中生成故障数据,解决数据不平衡问题;其次,通过对原始DDPM中使用的U-net模块进行改进,使用Transformer模型替换U-net网络,利用扩散后的数据和添加的噪声训练Transformer模型,实现噪声预测,以提高故障数据的生成质量;最后,使用多种生成模型评价指标对生成的故障数据进行评价,在监督控制和数据采集系统(supervisory control and data acquisition,SCADA)故障数据生成中论证改进DDPM-Transformer模型的性能。通过试验证明,所提DDPM-Transformer模型与现有的生成模型相比,最大均值异(maximum mean discrepancy,MMD)最大提升0.13,峰值信噪比(peak signal to noise ratio,PSNR)最大提升7.8。所提模型可以有效地生成质量更高的风电机组故障样本,从而基于该样本集辅助训练基于深度学习的故障诊断模型,可以使诊断模型具有更高精度和良好的稳定性。 展开更多
关键词 DDPM TRANSFORMER 风电机组 故障诊断 样本生成
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医疗领域的大型语言模型综述 被引量:1
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作者 肖建力 许东舟 +4 位作者 王浩 刘敏 周雷 朱林 顾松 《智能系统学报》 北大核心 2025年第3期530-547,共18页
深度学习是人工智能领域的热门研究方向之一,它通过构建多层人工神经网络模仿人脑对数据的处理机制。大型语言模型(large language model,LLM)基于深度学习的架构,在无需编程指令的情况下,能通过分析大量数据以获得理解和生成人类语言... 深度学习是人工智能领域的热门研究方向之一,它通过构建多层人工神经网络模仿人脑对数据的处理机制。大型语言模型(large language model,LLM)基于深度学习的架构,在无需编程指令的情况下,能通过分析大量数据以获得理解和生成人类语言的能力,被广泛应用于自然语言处理、计算机视觉、智慧医疗、智慧交通等诸多领域。文章总结了LLM在医疗领域的应用,涵盖了LLM针对医疗任务的基本训练流程、特殊策略以及在具体医疗场景中的应用。同时,进一步讨论了LLM在应用中面临的挑战,包括决策过程缺乏透明度、输出准确性以及隐私、伦理问题等,随后列举了相应的改进策略。最后,文章展望了LLM在医疗领域的未来发展趋势,及其对人类健康事业发展的潜在影响。 展开更多
关键词 人工智能 深度学习 TRANSFORMER 大型语言模型 智慧医疗 数据分析 图像处理 计算机视觉
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