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Erratum:Bone Regeneration Eff cacy and Applicability of Defect-Fitting 4D Scaffolds Based on Shape Conformity in Three-dimensional Curved Bone Defects
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作者 Min-Soo Ghim Se-Jin Jang +3 位作者 Eun-Yong Choi Meiling Quan Young-Yul Kim Young-Sam Cho 《Journal of Bionic Engineering》 2026年第1期550-550,共1页
The original online version of this article was revised:The layout update for Article 758 has impacted the page range in the published issue,but did not affect the scholarly content.To ensure consistency with the orig... The original online version of this article was revised:The layout update for Article 758 has impacted the page range in the published issue,but did not affect the scholarly content.To ensure consistency with the originally assigned pages(2595-2614),we will need to publish an erratum to correct the article and restore the original page range.The original article has been corrected. 展开更多
关键词 defect fitting D scaffolds layout update shape conformity three dimensional curved bone defects bone regeneration
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Pedagogy-Autonomy-Conformity
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作者 Sándor Karikó 《Philosophy Study》 2025年第4期165-175,共11页
The problem of autonomy and conformity has suffered a harsh fate in pedagogy.The virtues of love,respect,honour,truthfulness,etc.play a major role in educational work,but it is mostly silent about the concepts of auto... The problem of autonomy and conformity has suffered a harsh fate in pedagogy.The virtues of love,respect,honour,truthfulness,etc.play a major role in educational work,but it is mostly silent about the concepts of autonomy and conformity.Politics are afraid of these like the devil is afraid of incense smoke.Practising teachers complain that our entire education system is weaning school principals,teachers and students from independent thinking and striving.The basic educational goal is clear:to develop autonomous young people who are strengthened in their own being and strength,and vice versa:to suppress superficial,unconvincing conformity.An old lesson:conformity can only be realistically fought with non-conformist politics and the cooperation of non-conformist teachers. 展开更多
关键词 EDUCATION AUTONOMY conformity practical pedagogy
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Influence of conformity on the evolution of cooperation in games with sampling rules on networks
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作者 Xianjia Wang Qiaoyu He 《Chinese Physics B》 2025年第3期215-229,共15页
We study the influence of conformity on the evolution of cooperative behavior in games under the learning method of sampling on networks.A strategy update rule based on sampling is introduced into the stag hunt game,w... We study the influence of conformity on the evolution of cooperative behavior in games under the learning method of sampling on networks.A strategy update rule based on sampling is introduced into the stag hunt game,where agents draw samples from their neighbors and then update their strategies based on conformity or inference according to the situation in the sample.Based on these assumptions,we present the state transition equations in the dynamic evolution of population cooperation,conduct simulation analysis on lattice networks and scale-free networks,and discuss how this mechanism affects the evolution of cooperation and how cooperation evolves under different levels of conformity in the network.Our simulation results show that blindly imitating the strategies of neighbors does not necessarily lead to rapid consensus in the population.Instead,rational inference through samples can better promote the evolution of the same strategy among all agents in the population.Moreover,the simulation results also show that a smaller sample size cannot reflect the true situation of the neighbors,which has a large randomness,and the size of the benefits obtained in cooperation determines the direction of the entire population towards cooperation or defection.This work incorporates the conforming behavior of agents into the game,uses the method of sampling for strategy updates and enriches the theory of evolutionary games with a more realistic significance. 展开更多
关键词 cooperative evolution stag hunt game conformity scale-free network
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Bone Regeneration Efficacy and Applicability of Defect-Fitting 4D Scaffolds Based on Shape Conformity in Three-dimensional Curved Bone Defects
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作者 Min-Soo Ghim Se-Jin Jang +3 位作者 Eun-Yong Choi Meiling Quan Young Yul Kim Young-Sam Cho 《Journal of Bionic Engineering》 2025年第5期2595-2614,共20页
Recent advances in bone regeneration have introduced the concept of four-dimensional(4D)scaffolds that can undergo morphological and functional changes in response to external stimuli.While several studies have propos... Recent advances in bone regeneration have introduced the concept of four-dimensional(4D)scaffolds that can undergo morphological and functional changes in response to external stimuli.While several studies have proposed patient-specific designs for defect sites,they often fail to adequately distinguish the advantages of 4D scaffolds over conventional 3D counterparts.This study aimed to investigate the potential benefits of 4D scaffolds in clinically challenging scenarios involving curved defects,where fixation is difficult.We proposed the use of Shape-Memory Polymers(SMPs)as a solution to address critical issues in personalized scaffold fabrication,including dimensional accuracy,measurement error,and manufacturing imprecision.Experimental results demonstrated that the Curved-Layer Fused Deposition Modeling(CLFDM)scaffold,which offers superior conformability to curved defects,achieved significantly higher interfacial contact with the defect area compared to traditional Fused Deposition Modeling(FDM)scaffolds.Specifically,the CLFDM scaffold facilitated bone regeneration of 25.59±4.72 mm^(3),which is more than twice the 9.37±1.36 mm^(3)observed with the 3D FDM scaffold.Furthermore,the 4D CLFDM scaffold achieved 75.38±11.65 mm^(3)of new bone formation after four weeks,approximately three times greater than that of the 3D CLFDM scaffold,regardless of surface micro-roughness.These results underscore that improved geometrical conformity between the scaffold and the defect site enhances cellular infiltration and contributes to more effective bone regeneration.The findings also highlight the promise of 4D scaffolds as a compelling strategy to overcome geometric and dimensional mismatches in the design of patient-specific scaffolds. 展开更多
关键词 Additive manufacturing Bone regeneration efficacy 4D scaffold Shape conformity 3D curved defect
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What Is the Conformity-Nonconformity Dichotomy?
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作者 Sándor Karikó 《Journal of Philosophy Study》 2023年第10期409-415,共7页
This paper argues that the conformity-nonconformity dichotomy is a false dilemma.This study first critically reviews the basic philosophical,ethical,social psychological,and pedagogical literature related to the two c... This paper argues that the conformity-nonconformity dichotomy is a false dilemma.This study first critically reviews the basic philosophical,ethical,social psychological,and pedagogical literature related to the two concepts.It then outlines the way to overcome the phenomena of conformism and nonconformism together.The description of conformity and nonconformity as deprivation of freedom becomes stronger in 20th century philosophy and special literature from Heidegger through Fischer’s definition up to Cooley,and Crutchfield.Conformity is the sinking of the Self into the Anyone,the unprincipled alignment to the opinion of group mates,and nonconformity is the unprincipled resistance to it.But what is beyond conformity and nonconformity together as a group?There is a real community,in it the transformation of our pedagogical culture in a both useful and reasonable manner to allow the youth to accept the world by denying it and to deny the world by accepting it.The real community involves the virtue of goodness.Educate for goodness,because we possibly are the honest and humane man,who disregards the sinking of the self into the anyone and the self-contained rebellion. 展开更多
关键词 conformity nonconformity GOODNESS VIRTUE EDUCATION
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Brain Systems Underlying Fundamental Motivations of Human Social Conformity 被引量:1
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作者 Xinling Chen Jiaxi Liu +1 位作者 Yue-Jia Luo Chunliang Feng 《Neuroscience Bulletin》 SCIE CAS CSCD 2023年第2期328-342,共15页
From birth to adulthood,we often align our behaviors,attitudes,and opinions with a majority,a phenomenon known as social conformity.A seminal framework has proposed that conformity behaviors are mainly driven by three... From birth to adulthood,we often align our behaviors,attitudes,and opinions with a majority,a phenomenon known as social conformity.A seminal framework has proposed that conformity behaviors are mainly driven by three fundamental motives:a desire to gain more information to be accurate,to obtain social approval from others,and to maintain a favorable self-concept.Despite extensive interest in neuroimaging investigation of social conformity,the relationship between brain systems and these fundamental motivations has yet to be established.Here,we reviewed brain imaging findings of social conformity with a componential framework,aiming to reveal the neuropsychological substrates underlying different conformity motivations.First,information-seeking engages the evaluation of social information,information integration,and modification of task-related activity,corresponding to brain networks implicated in reward,cognitive control,and tasks at hand.Second,social acceptance involves the anticipation of social acceptance or rejection and mental state attribution,mediated by networks of reward,punishment,and mentalizing.Third,self-enhancement entails the excessive representation of positive self-related information and suppression of negative self-related information,ingroup favoritism and/or outgroup derogation,and elaborated mentalizing processes to the ingroup,supported by brain systems of reward,punishment,and mentalizing.Therefore,recent brain imaging studies have provided important insights into the fundamental motivations of social conformity in terms of component processes and brain mechanisms. 展开更多
关键词 Social conformity MOTIVATION Information seeking Social acceptance Positive self-concept Brain mechanisms
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Effect of conformity on evolution of cooperation in a coordination game
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作者 王先甲 王饕 《Chinese Physics B》 SCIE EI CAS CSCD 2023年第10期172-183,共12页
Individual decision-making processes are not solely driven by self-interest maximization but are also influenced by the pressure to conform to the group.In primary games like the prisoner's dilemma,the presence of... Individual decision-making processes are not solely driven by self-interest maximization but are also influenced by the pressure to conform to the group.In primary games like the prisoner's dilemma,the presence of conformity pressure may facilitate the constructive development of cooperative behavior.In this study,we investigate how conformity influences the growth of cooperation in complicated coordination games.Our findings reveal that,even in the presence of stringent game rules,conformity can promote cooperation.In fact,a certain level of conformity pressure can even eliminate the“defection basin”of deer hunting games played on regular networks.Additionally,we demonstrate that the effect of conformity on cooperative behavior is contingent upon the degree of conformity pressure,with different levels of conformity pressure producing opposite effects.These findings provide novel insights into the promotion of cooperative evolution.For instance,if increasing the reward for cooperation has proven ineffective,manipulating the proportion of initial strategy choices may be a more promising approach. 展开更多
关键词 cooperative evolution complex network conformity behavior spatial dynamics
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MATHEMATICAL MEASURES OF SHAPE CONFORMITY
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作者 佘咏文 杨国荣 《Journal of China Textile University(English Edition)》 EI CAS 1997年第3期21-27,共7页
This paper has developed a single mathematical measure for the evaluation of the shape conformity of the curved garment objects such as moulded brassiere cups. The measurements are based on the sectional analysis of t... This paper has developed a single mathematical measure for the evaluation of the shape conformity of the curved garment objects such as moulded brassiere cups. The measurements are based on the sectional analysis of the fringe pattern generated by means of moire topography. They include the area ratio, shape ratio and root mean square (RMS) of the height deviation of the moulded cup from the standard shape profile. Ultimately, the RMS was found to be a satisfactory method of assessing the shape conformity and a guideline for determining a good fit from the RMS value was then derived. 展开更多
关键词 SHAPE conformity MOIRE TOPOGRAPHY moulded cups BRASSIERE
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The Relationship between Parental Stress and Child Conformity:The Mediating Role of Resilience
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作者 Houyan Li Guandong Song Bin Xiao 《International Journal of Mental Health Promotion》 2024年第9期767-776,共10页
Background:In today’s society,parental stress has become a prevalent and significant issue,impacting not only parents’mental health but also potentially profoundly affecting children’s growth and education.This top... Background:In today’s society,parental stress has become a prevalent and significant issue,impacting not only parents’mental health but also potentially profoundly affecting children’s growth and education.This topic has garnered continuous attention from scholars.The present study aims to delve into the relationship between parental stress and children’s behavior,particularly focusing on children’s conformity and discipline development during crucial stages.This study aims to explore the relationship between parental stress,child conformity,and resilience,and further examines the mediating role of resilience in the relationship between parental stress and child conformity.Methods:We used three scales:the Parental Stress Scale,the Child Conformity Scale,and the Resilience Scale,to survey 890 elementary school students(aged 6–12)and their parents in the Beijing-Tianjin-Hebei region of China.We employed SPSS 26.0 software for data analysis,conducting descriptive statistics,correlation analysis,and mediation effect tests sequentially.In the mediation effect tests,we utilized structural equation modeling(SEM)and regression analysis to examine the mediation effects,ensuring the accuracy and scientific nature of our analysis.Results:Through descriptive statistics,correlation analysis,regression models,and mediation effect tests,we found that parental stress significantly negatively predicts child conformity,while resilience shows a significant positive prediction.Further mediation analysis indicates that resilience plays a partial mediating role between parental stress and child conformity,with the mediation effect accounting for 36.67%.Conclusion:These findings highlight the importance of the family environment on child behavior and provide valuable insights and recommendations for family education practices in the Beijing-Tianjin-Hebei region.Therefore,we suggest future research should further explore the complex relationships among parental stress,child conformity,and resilience,and examine regional differences to better promote children’s overall development. 展开更多
关键词 Parental stress child conformity RESILIENCE mediating variable family education
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TRANSFORM THE MECHANISM OF RENMINBI’S EXCHANGE RATE SYSTEM IN CONFORMITY WITH THE DEMAND OF MARKET ECONOMY——The academic report delivered at the Annual Meeting of NNCIFS on October 1993
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作者 Qian Rongkun NANKAI UNIVERSITY.Cui Yonglu 《南开经济研究》 CSSCI 北大核心 1994年第S1期2-11,共10页
Exchange rate functions under systems of centrallyplanned economy and market economy are quite different,and the mechanism to determine such exchange rate is alsodifferent. To adopt a socialist market economic system ... Exchange rate functions under systems of centrallyplanned economy and market economy are quite different,and the mechanism to determine such exchange rate is alsodifferent. To adopt a socialist market economic system inChina, the exchange rate mechanism of Renminbi must bethoroughly transformed. To accomplish this goal, I believethere are three problems that must be solved: first, 展开更多
关键词 rate TRANSFORM THE MECHANISM OF RENMINBI The academic report delivered at the Annual Meeting of NNCIFS on October 1993 S EXCHANGE RATE SYSTEM IN conformity WITH THE DEMAND OF MARKET ECONOMY
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3D Morphological Study of the Indian Arthritic Knee: Comparison with Other Ethnic Groups and Conformity of Current TKA Implant
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作者 Darshan S. Shah Rupesh Ghyar +1 位作者 Bhallamudi Ravi Vijay Shetty 《Open Journal of Rheumatology and Autoimmune Diseases》 2013年第4期263-269,共7页
Background: Studies have shown that there are striking variations in knee morphology between Asian and Western population. However, most of the existing total knee arthroplasty (TKA) implants are designed to suit the ... Background: Studies have shown that there are striking variations in knee morphology between Asian and Western population. However, most of the existing total knee arthroplasty (TKA) implants are designed to suit the anatomy of Western population. Our study investigated anthropometry of Indian arthritic knees and compared them to international ethnic groups. Methods: Computed tomography was used to create 3D knee models and obtain anthropometric data of distal femur and proximal tibia of Indian arthritic knees. Femoral measurements included mediolateral length, medial and lateral anteroposterior length, medial and lateral condylar width and aspect ratio. Tibial measurements included mediolateral length, medial, lateral and central anteroposterior length and aspect ratio. A preoperative virtual implantation using Western TKAimplants was carried out to visualize anatomical conformity. Results: Statistical analysis results showed that Indian males had significantly larger femoral and tibial mediolateral and anteroposterior width than Indian females;however, femoral and tibial aspect ratio was similar for both. In case of females, significant difference was observed between medial and lateral condylar widths. When compared to knee anthropometry of other ethnic groups, femoral and tibial aspect ratio of Indian knees was found to be similar to the Asian population and different from the Western population. The virtual implantation showed overhang of the femoral component in both lateral and medial regions. Conclusion: Morphological mismatch between Western and Indian knees established the fact that Western implants have drawbacks when implanted in Indian patients. The study also provided a basis for designing gender-specific TKA implants for the Indian population. 展开更多
关键词 KNEE Morphology Total KNEE ARTHROPLASTY ANATOMICAL conformity ETHNIC Groups
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A Formal Model of Conformity and Security Testing of Inheritance for Object Oriented Constraint Programming
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作者 Khalid Benlhachmi Mohammed Benattou 《Journal of Information Security》 2013年第2期113-123,共11页
This paper presents an approach for extending the constraint model defined for conformity testing of a given method of class to its overriding method in subclass using inheritance principle. The first objective of the... This paper presents an approach for extending the constraint model defined for conformity testing of a given method of class to its overriding method in subclass using inheritance principle. The first objective of the proposed work is to find the relationship between the test model of an overriding method and its overridden method using the constraint propagation. In this context the approach shows that the test cases developed for testing an original method can be used for testing its overriding method in a subclass and then the number of test cases can be reduced considerably. The second objective is the use of invalid data which do not satisfy the precondition constraint and induce valid output values for introducing a new concept of test called secure testing. The implementation of this approach is based on a random generation of test data and analysis by formal proof. 展开更多
关键词 conformity TEST Security TEST CONSTRAINTS RESOLUTION FORMAL Specification INHERITANCE
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Standardization Is Not Everything. Without Standardization, Nothing Can Be Done——Siemens Corporate Standardization Technical Regulation and Conformity Assessment Basic Principles
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作者 By Wang Xu 《China Standardization》 2004年第4期34-39,共6页
关键词 BE Standardization Is Not Everything Without Standardization Siemens Corporate Standardization Technical Regulation and conformity Assessment Basic Principles Basic Nothing Can Be Done
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The Conformity Utilization of Ceramic Culture Native Digital Resources Based On the Concept of WEB3.0
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作者 Ning Chen 《International English Education Research》 2014年第6期55-57,共3页
In Chinese traditional culture, ceramic culture is a very special cultural system With the advent of the era of network and the particularity of ceramic culture, Make the network native digital resources development a... In Chinese traditional culture, ceramic culture is a very special cultural system With the advent of the era of network and the particularity of ceramic culture, Make the network native digital resources development and utilization is especially important. The idea of Web3.0 make important ceramic culture network native digital resources "reasonable configuration", t o be more embody the value of academic research. In this paper, we'll discuss the conformity utilization of ceramic culture native digital resources based on the concept of WEB3.0. 展开更多
关键词 WEB3.0 Ceramic Culture Network Native Digital Resources conformity Utilization
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The Conformity Utilization of Ceramic Culture Native Digital Resources Based On the Concept of WEB3.0
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作者 Ning Chen 《International English Education Research》 2014年第7期97-99,共3页
In Chinese traditional culture, ceramic culture is a very special cultural system, With the advent of the era of network and the particularity of ceramic culture, Make the network native digital resources development ... In Chinese traditional culture, ceramic culture is a very special cultural system, With the advent of the era of network and the particularity of ceramic culture, Make the network native digital resources development and utilization is especially important. The idea of Web3.0 make important ceramic culture network native digital resources "reasonable configuration", t o be more embody the value of academic research. In this paper, we'll discuss the conformity utilization of ceramic culture native digital resources based on the concept of WEB3.0. 展开更多
关键词 WEB3.0 Ceramic Culture Network Native Digital Resources conformity Utilization
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Impact of resource availability and conformity effect on sustainability of common-pool resources
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作者 Chengyi Tu Renfei Chen +2 位作者 Xuwei Pan Ying Fan Jianfeng Guo 《Fundamental Research》 2025年第5期2309-2317,共9页
Sustainability of common-pool resources hinges on the interplay between human and environmental systems.However,there is still a lack of a novel and comprehensive framework for modelling extraction of common-pool reso... Sustainability of common-pool resources hinges on the interplay between human and environmental systems.However,there is still a lack of a novel and comprehensive framework for modelling extraction of common-pool resources and cooperation of human agents that can account for different factors that shape the system behavior and outcomes.In particular,we still lack a critical value for ensuring resource sustainability under different scenarios.In this paper,we present a novel framework for studying resource extraction and cooperation in humanenvironmental systems for common-pool resources.We use microscopic update based on agent-based modelling and macroscopic ordinary differential equation based on game theory to explore how different factors influence the players’decisions and the resource outcomes.These factors include resource availability,which accounts the environmental condition and the collective actions of the players;conformity effect,which captures for the social influence and peer pressure that the players experience;and their balance,which reflects a trade-offbetween environmental condition and social influence.We identify critical values for ensuring resource sustainability under various scenarios and parameter configurations.We demonstrate the observed phenomena are robust to the complexity and assumptions of the models and discuss implications of our study for policy and practice,as well as the limitations and directions for future research. 展开更多
关键词 Common-pool resource Human-environmental system Resource availability conformity effect Critical sustainability threshold
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一种基于时域全面注意力机制的单通道语音分离模型
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作者 杨俊美 张邦成 +1 位作者 杨璐 曾徳炉 《华南理工大学学报(自然科学版)》 北大核心 2026年第1期70-82,共13页
单通道语音分离旨在从单一麦克风采集的混合语音中分离出目标说话人的纯净语音,在智能家居、会议系统和助听设备等场景具有重要应用价值。随着深度学习技术的快速发展,基于自注意力网络的单通道语音分离技术取得显著进展。尽管自注意力... 单通道语音分离旨在从单一麦克风采集的混合语音中分离出目标说话人的纯净语音,在智能家居、会议系统和助听设备等场景具有重要应用价值。随着深度学习技术的快速发展,基于自注意力网络的单通道语音分离技术取得显著进展。尽管自注意力网络在捕捉长序列上下文信息方面表现优异,但其对实际语音场景中时间/频谱连续性、频谱结构和音色等细节特征的捕捉仍存在局限。此外,现有基于单一注意力范式的分离架构难以实现多尺度特征的有效融合。该文提出了一种时域全面注意力网络(TCANet)模型,通过局部与全局注意力模块的协同设计,针对性地解决单通道语音分离中的上述问题。局部建模采用S&C-SENet增强的Conformer结构,以精细提取语音频谱结构、音色等短时特征;全局建模则构建含相对位置嵌入的改进型Transformer模块,显式学习语音长时依赖关系;同时,TCANet通过维度变换机制实现局部块内特征与全局块间关联的跨尺度融合。在基准数据集LRS2-2Mix、Libri2Mix和EchoSet上的实验结果表明,该方法在尺度不变信噪比改善(SI-SNRi)和信号失真比改善(SDRi)指标上均优于现有端到端语音分离方法。 展开更多
关键词 深度学习 语音分离 Transformer模块 Conformer结构 全面注意力
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Derivation and conformity measurement of a popular explicit analytic Borowy 2C PV module model
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作者 Jianmin ZHANG Qianzhi ZHANG 《Journal of Modern Power Systems and Clean Energy》 SCIE EI 2014年第4期431-437,共7页
A popular explicit analytic Borowy 2C PV module model is proposed for power generation prediction.The maximum power point and the open-circuit point which are calculated in this model cannot be equal to the data given... A popular explicit analytic Borowy 2C PV module model is proposed for power generation prediction.The maximum power point and the open-circuit point which are calculated in this model cannot be equal to the data given by manufacturers under standard test condition(STC).The derivation of this model has never been mentioned in any literatures.The parameter forms of 2C model in this paper are more simplified,and the model is decomposed into a STC sub-model and an incremental sub-model.The STC model is derived successfully from an ideal single-diode circuit model.Relative error estimations are developed to do the conformity error measurements.The analysis results showed that though the biases at those critical points are very small,the conformity will depend on both of the two ratio values I_(m)/I_(sc) and V_(m)/V_(oc),which can be used to verify whether 2C model is applicable for the PV module produced by a particular manufacturer. 展开更多
关键词 Photovoltaic module Analytic model Explicit model Implicit model Borowy model conformity check Derivation of the model conformity error measurement
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基于DRSN-Conformer的电力调度语音识别
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作者 韩亚旭 高鹭 +3 位作者 张飞 秦岭 王永平 张晓琳 《现代电子技术》 北大核心 2026年第6期112-119,共8页
针对基于Transformer网络的语音识别模型对电力调度噪声场景下音频特征提取能力不足、专业术语识别准确率较低以及鲁棒性较差等问题,提出一种结合深度残差收缩网络(DRSN)和Conformer网络的电力调度场景语音识别方法。首先,在DRSN中设计... 针对基于Transformer网络的语音识别模型对电力调度噪声场景下音频特征提取能力不足、专业术语识别准确率较低以及鲁棒性较差等问题,提出一种结合深度残差收缩网络(DRSN)和Conformer网络的电力调度场景语音识别方法。首先,在DRSN中设计通道阈值共享型和独立型两类收缩模块以学习音频信号的噪声阈值,减少噪声带来的干扰;然后,采用Conformer块将DRSN块输出的音频信号编码为音频特征,并使用交叉注意力融合文本编码器编码之后的文本特征,得到音频与文本的相关性表示;最后,结合CTC损失与Attention损失进行训练和解码。在公开数据集Aishell-1、Thchs30以及内蒙古自治区某电网公司内部电力调度数据集上的实验结果表明:相较于Transformer网络模型,所提方法最终字错误率降低了8.5%,专业术语识别字错误率降低了5.2%,验证了该方法在解决电力调度语音识别任务中的有效性和先进性。 展开更多
关键词 语音识别 DRSN CONFORMER 电力调度 注意力机制 BiLSTM
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基于Conformer-MoE的多设备迁移学习非侵入式负荷分解方法
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作者 程鹏举 樊艳芳 +1 位作者 侯俊杰 蔺红 《智慧电力》 北大核心 2026年第1期102-109,共8页
针对非侵入式负荷分解方法在多设备并发下分解精度低,且高度依赖大规模标签数据的问题,提出一种基于Conformer与混合专家(MoE)的多设备迁移学习负荷分解方法。该方法利用Conformer融合卷积的局部感知与自注意力机制的全局建模能力,引入... 针对非侵入式负荷分解方法在多设备并发下分解精度低,且高度依赖大规模标签数据的问题,提出一种基于Conformer与混合专家(MoE)的多设备迁移学习负荷分解方法。该方法利用Conformer融合卷积的局部感知与自注意力机制的全局建模能力,引入稀疏激活的MoE模块,以低计算成本扩展模型容量,增强对用电模式的表征能力。构建“主干-分支”式的迁移学习框架,通过源域预训练共享主干及在目标域微调特定电器分支,实现知识在不同数据集间的迁移。算例分析表明,所提方法显著提升了多设备并发场景下的分解精度与跨数据集迁移的泛化能力。 展开更多
关键词 非侵入式负荷分解 多设备 迁移学习 CONFORMER MOE
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