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Transformational leadership effects on employee bootleg innovation in the context of digital transformation:Creative self-efficacy mediation and leader-member exchange moderation
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作者 Zhiying Sun Guolong Zhao Feng Hu 《Journal of Psychology in Africa》 2025年第4期513-521,共9页
This study examined the relationship between transformational leadership and employee bootleg innovation through the mediating role of creative self-efficacy and the moderating role of leader-member exchange(LMX).Data... This study examined the relationship between transformational leadership and employee bootleg innovation through the mediating role of creative self-efficacy and the moderating role of leader-member exchange(LMX).Data were collected from 279 employees and 56 matched supervisors within a large Chinese digital transformation group.A moderated mediation model analysis found that transformational leadership predicts higher employee bootleg innovation.Creative self-efficacy mediated the positive relationship between transformational leadership and employee bootleg.Additionally,leader-member exchange significantly moderated the relationship between transformational leadership and creative self-efficacy,for a further enhancement of bootleg innovation.Thesefindings underscore the importance of transformative leadership in fostering digital employee innovation.This study provides further evidence of the relevance of self-determination theory in explaining the leadership and employee innovation,relationship within the context of digital transformation.By implication,creative self-efficacy and leader-member exchange are modifiable factors by digital transformation entities seeking a competitive advantage. 展开更多
关键词 transformational leadership bootleg innovation leader-member exchange digital transformation
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The Impact of Transformational Leadership on Commitment to Change Among Jordanian Government Accountant Toward IPSAS Implementation
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作者 Mohammad Abu Zraiq Rosnia Masruki 《Journal of Modern Accounting and Auditing》 2024年第3期73-88,共16页
IPSAS was accepted by Jordan’s government in accordance with worldwide trends.The Jordanian Ministry of Finance launched cash-basis IPSAS in 2015 and planned to implement accrual accounting by January 1,2021.However,... IPSAS was accepted by Jordan’s government in accordance with worldwide trends.The Jordanian Ministry of Finance launched cash-basis IPSAS in 2015 and planned to implement accrual accounting by January 1,2021.However,the commitment to change remains uneven,hindering the full shift.Moving from old accounting processes to new ones is tough.Even then,it hasn’t been implemented,creating a gap due to the difficulty in committing to new accounting standards throughout implementation due to obstacles.Thus,knowing government accountants’issues is essential to applying IPSAS in government accounting.This study examines how transformational leadership affects government accountants’commitment to IPSAS adoption in Jordan’s public sector.This study used a quantitative approach to survey Jordanian Ministry of Finance accountants.The 384-person study had a 78%response rate.Additionally,PLS-SEM was used to confirm variable relationships.Transformational leadership positively predicted IPSAS implementation,according to the study. 展开更多
关键词 IPSAS commitment to change transformational leadership government accountant Ministry of Finance Jordan
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Comparing Three of the Leadership Theories: Leader-Member Exchange Theory,transformational Leadership and Team Leadership
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作者 王子涵 《中国校外教育(上旬)》 2013年第S2期122-124,共3页
Leadership is a complex process.It is one of the most researched areas around the world.It has gained importance in every walk of life from politics to business and from education to social organizations.According to ... Leadership is a complex process.It is one of the most researched areas around the world.It has gained importance in every walk of life from politics to business and from education to social organizations.According to the study of"Leadership in Adult Education Venues",here has a much more clear recognition of leadership:leadership is a process whereby an individual influences a group of individuals to achieve a common goal.There are many approaches of leadership throughout the study of this class,the three theories of leadership I choose to describe in this paper are:Leader-Member Exchange(LMX)Theory,Transformational Leadership,and Team Leadership. 展开更多
关键词 Leader-Member EXCHANGE THEORY transformational LEA
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Could One Transformational Leader Convert the Organization From Knowledge Based Into Learning Organization, Then Into Innovation? 被引量:1
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作者 Fawzy Soliman 《Journal of Modern Accounting and Auditing》 2011年第12期1352-1361,共10页
This paper examines the role of transformational leadership in transforming an organization into a knowledge based, then into learning organization so that it becomes an innovative company. Important features of the l... This paper examines the role of transformational leadership in transforming an organization into a knowledge based, then into learning organization so that it becomes an innovative company. Important features of the leader such and ability to assist in developing and accommodating the implementation of knowledge management programs, learning organization concepts and innovation protocols are discussed in this paper. This paper demonstrates that shifting the organization to become a knowledge based and then to be learning organization and finally to become innovative company could involve some unique attributes of a transformation leadership. In that regards, the paper also demonstrates that organizations need first to create, capture, transfer, and mobilize knowledge before it can be used for learning and then for innovation. The paper will present a method of a studying how successful innovation leaders of companies could found themselves acting in three roles namely: knowledge leader, learning leader and then innovation leader. 展开更多
关键词 transformational leadership INNOVATION knowledge management learning organization
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Progress of transformational therapy in colorectal liver metastases
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作者 Fang Xiang Xianli Yin 《Oncology and Translational Medicine》 CAS 2015年第3期115-119,共5页
Colorectal cancer liver metastases (CLM) treatment is very important given the high incidence of colorectal cancer with liver metastases, which are primarily treated by surgical resection. Transformational therapy s... Colorectal cancer liver metastases (CLM) treatment is very important given the high incidence of colorectal cancer with liver metastases, which are primarily treated by surgical resection. Transformational therapy such as systemic chemotherapy, hepatic arterial infusion (HAl), portal vein embolization (PVE), ablation therapy, and targeted therapy, should be applied to CLM patients who are unable to undergo immediate surgery to improve patients' survival and quality of life. 展开更多
关键词 colorectal cancer liver metastases colorectal liver metastases (CLM) transformational therapy hepatic arterial infusion (HAl) portal vein embolization (PVE) ablation targeted therapy CETUXIMAB BEVACIZUMAB
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Reading as Transformational Journey From Homer to Borges
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作者 Robin McAllister 《Journal of Literature and Art Studies》 2015年第6期385-393,共9页
The transformational journey archetype begins long before literature in rites of initiation when a child undergoes a journey full of tests and temptations, perilous encounters in an underworld, and visions that transf... The transformational journey archetype begins long before literature in rites of initiation when a child undergoes a journey full of tests and temptations, perilous encounters in an underworld, and visions that transform the child into a member of a tribe. Before this archetype is translated by the written word into literature, the telling of the story is not just the account of something that happened long ago in the past, but an actual reenactment of the events for the audience. The journey archetype appears in the earliest example of literature, Homer's Odyssey, where Homer makes the readers both an observer and participant in the transformation. The journey does not always, as in rites of initiation, involve a child and occur only once in life. Instead, the journey may begin in death and trauma and involve a person who must resume that journey over again as an adult. Such is the fate of Aeneas in Virgil's Aeneid whose transformative journey begins with the burning towers of Troy. In these two early epics the heroes suffer the loss of an older world and must resume their pursuit of new identities in a new world after descending to a land of death or underworld to consult ancestor figures who prepare them for the transition to a new life, identity, and destiny. The reader of these works participates in the journeys the heroes undertake and learns to renew contact with the sources of life and consciousness in myth, magic, and vision. Dante's journey through the Inferno to his vision of God in Paradiso is a culmination of this transformative experience and vision, whose intent is to transform us as well through imaginative and intellectual participation in the journey. In Jorge Luis Borges's parody of Dante in his story, "El Aleph", Borges goes beyond Dante in making the reader, not only a participant in the journey and vision, but a "writer" whom Borges evokes to transform the impossible vision of the Aleph into an illusion of reality. Unlike Dante's positive transformational vision of the universe as a harmonious cosmos embraced within the vision of God as if it were a book uniting its multiple pages in one binding, the vision of the Aleph confronts the protagonist and readers with a universe that is random and chaotic, a vision that is disillusioning rather than transformational. 展开更多
关键词 transformational journey READING rite of initiation HOMER VIRGIL Dante Borges
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The Effects of Work Ethics, Transformational and Transactional Leadership on Work Performance of Teachers
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作者 Anik Herminingsih Widienti Supardi 《Management Studies》 2017年第3期250-261,共12页
Teacher performance is an important factor to improve education performance. This study aimed to analyze the effect of the work ethics, transformational, and transactional leadership style on teacher performance. The ... Teacher performance is an important factor to improve education performance. This study aimed to analyze the effect of the work ethics, transformational, and transactional leadership style on teacher performance. The experiment was conducted in public high school No. 112 Jakarta. A total of 50 teachers were included as samples, where they were given the questionnaires to be filled by self-rating. Data were analyzed with multiple linear regression model and processed with SPSS version 20. Results showed that transformational leadership, transactional leadership and work ethics have positive and significant impacts on teacher performance both simultaneously and individually. 展开更多
关键词 transformational transactional leadership style work ethics teachers performance
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What Drives China’s Transformational Growth:Technology,Efficiency or Factor Cost?
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作者 何小钢 张宁 《China Economist》 2015年第5期4-18,共15页
With rising costs of capital, labor and energy, cost efficiency and cost management have become important questions confronting the next stage of China's economic growth. By building a parametric cost frontier model ... With rising costs of capital, labor and energy, cost efficiency and cost management have become important questions confronting the next stage of China's economic growth. By building a parametric cost frontier model using panel data, this paper investigates the drivers of economic growth transformation from a cost perspective. According to our research, among various effects triggering corporate cost variations and in addition to the expansion of production scale, the largest effect is from technological progress, followed by the effect of factor price adjustment and the effect of efficiency gains. Within the decomposition of factor price adjustment effect, the energy factor effect is the most significant. Furthermore, energy price fluctuations are likely to become major factors restricting saving-based growth. Further study reveals that both the ownership reform and opening up of SOEs are favorable to reducing the costs generated by inefficiency. This paper provides empirical evidence for the driving mechanism of saving-based growth transformation as well as empirical evidence to support to the further deepening of property rights and market-oriented reforms. 展开更多
关键词 growth transformation transformational growth technological progress effect factor price adjustment effect effect of efficiency gains
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Ministerial Leadership: The Servant Leader as a Transformational Leader
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作者 Remi Alapo 《Journal of Philosophy Study》 2018年第1期12-16,共5页
This paper provides a different meaning on the role of the Pastor or Ministry Leader as a "servant leader" referencing the text--"Pastor: The Theology and Practice of Ordained Ministry" by William H. Willimon (2... This paper provides a different meaning on the role of the Pastor or Ministry Leader as a "servant leader" referencing the text--"Pastor: The Theology and Practice of Ordained Ministry" by William H. Willimon (2002), where the author describes the ordained ministry as "a is a gift of God to the church" which usually does not mean that it is an easy task but rather, more complex and challenging as ministry leaders or pastors feel a call to transforming societies beyond their calling. In post-modern society, the pastors' role has differed and extended to form in line with creating a just and beloved community. In such communities, the pastor has more interaction with the community and the day to day activities of its neighbors or hosts. The purpose of this paper is to understand leadership and the role of the Ministry leader as a transformational leader, that goes beyond the role of being a servant leader. 展开更多
关键词 transformational leadership ministerial leadership church leadership organizational leadership servantleadership
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Transformational Leadership: The Emerging Leadership Style of Successful Entrepreneurs
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作者 Nerisa N. Paladan 《Journal of Literature and Art Studies》 2015年第1期64-72,共9页
This research was conducted to identify the emerging leadership style being practiced by successful entrepreneurs and the leadership behavior they frequently applied. Since, leadership style and behavior has a huge in... This research was conducted to identify the emerging leadership style being practiced by successful entrepreneurs and the leadership behavior they frequently applied. Since, leadership style and behavior has a huge influence to the success of the entrepreneur's enterprise. One hundred and fifty (150) successful entrepreneurs was the respondent of this study and they were survey and interviewed about their actual leadership style and practices. The research design was qualitative-descriptive type of research with the use of the Multifactor Leadership Questionnaire 5X (MLQ 5X) as the survey instrument to collect data regarding leadership styles of successful entrepreneurs. An interview guide questions was likewise utilized for validating the result of the study. An in-depth semi-structured interview was also conducted to 30 entrepreneurs from the 150 respondents. Findings of the study revealed that a successful entrepreneur exhibits a noticeably higher inclination toward transformational leadership and they consistently rated themselves higher in inspirational motivation for their leadership behavior. Therefore, the emerging leadership style of successful entrepreneurs is the transformational leadership and the leadership behavior that they frequently use is the inspirational motivation. Furthermore, the aimed of this study is to explore practices of transformational leadership behavior of successful entrepreneurs from entrepreneur's perspective. 展开更多
关键词 transformational leadership emerging leadership style successful entrepreneurs
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Beyond Transformational Change: Incremental Transformational Change in Institutions
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作者 George Comodromos 《Journal of Modern Accounting and Auditing》 2011年第4期424-430,共7页
Much has been written and researched about transformational change and the exogenous events that result in radical institutional transformation (Di Maggio & Powell, 1983; Hannan& Freeman, 1989; Fligstein, 1996; Zor... Much has been written and researched about transformational change and the exogenous events that result in radical institutional transformation (Di Maggio & Powell, 1983; Hannan& Freeman, 1989; Fligstein, 1996; Zorn, Dobbin, & Kwok, 2006). Accounts are provided of external agents disturbing the existing stasis of the institution and transforming the institution into something else that reflect a new paradigm or set of interests. Often, what is neglected in these accounts is what fractures exist in the original institution that would make them vulnerable and allow penetration by exogenous influences. Mahoney and Thelen (20 l 0) went beyond a general model of change that described the collapse of one set of institutional norms to be replaced by another. The model of change they propose takes into account both exogenous as well as endogenous factors as being the source of institutional change. They went on to state a view that transformation change as being a result of abrupt, wholesale breakdown needs to be rethought to include incremental, endogenous shifts in thinking that can often result in fundamental transformations. 展开更多
关键词 transformational change change management incremental change in institutions institutional change
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Transformational Technology Takes Center Stage:Global Grand Challenges Summit 2019,Day One 被引量:1
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作者 Sean O’Neill 《Engineering》 SCIE EI 2020年第3期207-209,共3页
With artificial intelligence(AI)systems now able to match the diagnostic abilities of seasoned doctors for certain ailments,and even suggest treatment options that no one had thought of,it is clear that AI and data sc... With artificial intelligence(AI)systems now able to match the diagnostic abilities of seasoned doctors for certain ailments,and even suggest treatment options that no one had thought of,it is clear that AI and data science have the potential to transform aspects of healthcare for the better[1,2].Move beyond medicine,however,and things quickly get murkier:All over the world,the growing adoption of AI and other transformative technologies is raising countless societal,industrial,ethical,and environmental challenges. 展开更多
关键词 GRAND TRANSFORMATION ONE
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Toward Modelling of Transformational Change Processes in Farm Decision-Making
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作者 S. Huet C. Rigolot +2 位作者 Q. Xu Y. De Cacqueray-Valmenier I. Boisdon 《Agricultural Sciences》 2018年第3期340-350,共11页
In the coming decades, agricultural systems will have to adapt to tremendous challenges. Behavioral models have important potential to better understand and steer changes toward sustainability brought about by this co... In the coming decades, agricultural systems will have to adapt to tremendous challenges. Behavioral models have important potential to better understand and steer changes toward sustainability brought about by this context. Relying on a literature review, we distinguish incremental changes (extensions of what is already done) and transformational changes, which involve the reorientation of a considerable amount of farming activities. Transformational changes are particularly important in the context of global change. Existing integrated modelling frameworks based on behavioral theories are suited for incremental changes, but remain limited for transformational changes. Qualitative studies provide important insights on two key aspects of transformational changes, learning and social relations, but they have not been explicitly oriented toward computer modelling yet. Based on this literature and three seminal decision-making approaches, we propose a description of transformational change processes in farm decision-making, as a first step toward an implementation in agent-based models. 展开更多
关键词 TRANSFORMATION ADAPTATION Modelling DECISION-MAKING FARMER
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Effective Education in a College in Bangladesh: From Managerial to Transformational Leadership
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作者 M. Hasan Sarowardy Deb Proshad Halder Sharon Campbell Phillips 《American Journal of Operations Research》 2019年第5期219-234,共16页
This paper is a study on the compulsion of transformational leadership from the part of the principal of this era when the demography of the students are changing exponentially, when the globe is experiencing massive ... This paper is a study on the compulsion of transformational leadership from the part of the principal of this era when the demography of the students are changing exponentially, when the globe is experiencing massive changes in methods and techniques in educational process but the institutions remain the same as its ethics and operational strategies. The time is eloping when an educational head earns praises due to their prominence and performance in managerial functioning. But this paper tends to focus on several persisting challenges in these educational institutions like huge gap between teacher-student ratio, students’ increasing technological oriented learning, teachers’ lack of knowledge of multimedia class operation, girls’ little rate of enrolment in higher level of education, early marriage of school going girls and ensuring quality education to girls as per the demand of SDG 4 by 2030. This paper fosters the idea that a transformational head of the institution can be successful in this chase of challenges as he involves everyone to activities in order to reach goal. He works with the other members as a team member and thus a challenge of an institution turns to be liability to all. 展开更多
关键词 EFFECTIVE EDUCATION MANAGER Transformer LEADERSHIP Role of Principal BANGLADESH
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The Transformational Moment:Towards an Ecological Civilization
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作者 ROBERT SANDFORD 《China Today》 2021年第1期14-15,共2页
COVID-19 has stopped much of the world in its tracks.The pandemic has created what many hope history will remember as the Great Pause.We have before us,however,a moment during which we can turn this great pause,and th... COVID-19 has stopped much of the world in its tracks.The pandemic has created what many hope history will remember as the Great Pause.We have before us,however,a moment during which we can turn this great pause,and the catastrophe that caused it,into an opportunity for a global re-set and the emergence of new hope for the future. 展开更多
关键词 HAS stopped TRANSFORMATION
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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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