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Low-Rank Adapter Layers and Bidirectional Gated Feature Fusion for Multimodal Hateful Memes Classification
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作者 Youwei Huang Han Zhong +1 位作者 Cheng Cheng Yijie Peng 《Computers, Materials & Continua》 2025年第7期1863-1882,共20页
Hateful meme is a multimodal medium that combines images and texts.The potential hate content of hateful memes has caused serious problems for social media security.The current hateful memes classification task faces ... Hateful meme is a multimodal medium that combines images and texts.The potential hate content of hateful memes has caused serious problems for social media security.The current hateful memes classification task faces significant data scarcity challenges,and direct fine-tuning of large-scale pre-trained models often leads to severe overfitting issues.In addition,it is a challenge to understand the underlying relationship between text and images in the hateful memes.To address these issues,we propose a multimodal hateful memes classification model named LABF,which is based on low-rank adapter layers and bidirectional gated feature fusion.Firstly,low-rank adapter layers are adopted to learn the feature representation of the new dataset.This is achieved by introducing a small number of additional parameters while retaining prior knowledge of the CLIP model,which effectively alleviates the overfitting phenomenon.Secondly,a bidirectional gated feature fusion mechanism is designed to dynamically adjust the interaction weights of text and image features to achieve finer cross-modal fusion.Experimental results show that the method significantly outperforms existing methods on two public datasets,verifying its effectiveness and robustness. 展开更多
关键词 Hateful meme multimodal fusion multimodal data deep learning
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网络迷因理论下“memes梗图”的传播动因与机制研究 被引量:8
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作者 陈迅 《上海商业》 2021年第10期24-27,共4页
2019年初,一种被称为"memes"的图片开始在新浪微博等国内社交媒体平台上发布和传播。自此,"memes"开始被越来越多的网友制作、发布,形成了一股新的网络潮流。"memes"也被网友和博主们称为"梗图"... 2019年初,一种被称为"memes"的图片开始在新浪微博等国内社交媒体平台上发布和传播。自此,"memes"开始被越来越多的网友制作、发布,形成了一股新的网络潮流。"memes"也被网友和博主们称为"梗图""迷因图",其形式多为标注了简短说明性文字的图片,内容涵盖范围极广,风格幽默。制作和分享"memes"的人以"memers"互称。"memes"在国内互联网出现至今,催生了许多依靠其获取流量的博主及以"memes"为主要内容的微博话题。其中,以微博博主"今日memes"为例,其已经发布超过3万条以"memes"为主要内容的微博,而其创立的话题"今日memes"自2019年1月发布至今已经获得了超过30亿的浏览量以及超过108万的讨论数。"Memes梗图"被冠以"迷因"之名,其本质也为一种网络迷因的载体。文章引入网络迷因理论,对"memes"这个新的网络潮流进行分析,探讨其生成和传播机制,并挖掘其流行背后的心理动因,从而为理解这一网络文化现象提供切入点。 展开更多
关键词 memes梗图” 模仿 网络迷因
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On Strong Memes in Brand Names
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作者 王琳 《海外英语》 2014年第11X期253-255,共3页
Based on the memetics and through a large number of examples, this paper expounds several effective methods to create strong brand name memes. It's hoped that this paper will offer brand name designers some useful... Based on the memetics and through a large number of examples, this paper expounds several effective methods to create strong brand name memes. It's hoped that this paper will offer brand name designers some useful advice on how to create successful brand name memes. 展开更多
关键词 MEMETICS STRONG BRAND NAME memes METHODS
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On the Propagation, Application and Variation of Memes of Translation in Chinese Academic Circles
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作者 PAN Li-na ZHOU Ming-xia 《Journal of Literature and Art Studies》 2020年第12期1184-1186,共3页
After a famous Finland scholar Chesterman introducing memes of translation in his work, memes of translation,and a well-known Chinese Professor He Ziran bringing it into Chinese academic fields, it has successfully ar... After a famous Finland scholar Chesterman introducing memes of translation in his work, memes of translation,and a well-known Chinese Professor He Ziran bringing it into Chinese academic fields, it has successfully arousedmany Chinese scholars’ attention, which is sensational and popular in related researchs. This paper is to introducethe propagation, application and variation of memes of translation in Chinese academic circles, which shows thecharm and popularity of memes of translation naturally. 展开更多
关键词 PROPAGATION APPLICATION VARIATION memes of translation Chinese academics
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On the Application in Tao Yuan-ming’s Poems of Popperian Memes
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作者 PAN Li-na ZHOU Ming-xia 《Cultural and Religious Studies》 2020年第12期672-673,共2页
Popperian memes,which are as follows:P1→TT→EE→P2,have successfully accepted by us scholars and researchers,and then widely used in translation works in different fields especially in Chinese literary,such as in cha... Popperian memes,which are as follows:P1→TT→EE→P2,have successfully accepted by us scholars and researchers,and then widely used in translation works in different fields especially in Chinese literary,such as in charming poems.This paper is to introduce Popperian memes and their application in some of Tao Yuan-ming’s poems,who is a great poet in Chinese academics and also famous in worldwide range. 展开更多
关键词 Popperian memes Tao Yuan-ming’s poems APPLICATION
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Humorous memes on Nigeria’s economic downturn as “Èmi ló kàn’s,” what they will eat? cassava, eee! agbado, eee! corn and … manifests
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作者 Celestina Predia Kekai 《Language and Semiotic Studies》 2025年第3期368-400,共33页
Recently,there has been an unprecedented high cost of living,widespread frustration,and discontent among Nigerians who attribute their experiences to the high-handed leadership style of President Bola Ahmed Tinubu(PBA... Recently,there has been an unprecedented high cost of living,widespread frustration,and discontent among Nigerians who attribute their experiences to the high-handed leadership style of President Bola Ahmed Tinubu(PBAT),popularly calledÈmi lókàn.To mitigate the arduous experiences and emotional stress caused by PBAT’s impromptu stringent policies and self-imposed exchange rate brouhaha,individuals seek out social media platforms with user-generated humorous memes(HMs).This study,cast in the interpersonal theory of multimodality,multimodality,and uses and gratification theory,investigates how HMs are deployed as resources to evaluate themes that project indices of economic downturn in Nigeria.The data for the study comprises eighteen(18)purposively selected online memes analyzed by deploying theoretical concepts that are symbolic,interactional,analytic,reactional,etc.,to interpret the memes both in isolation and as ensembles.Eleven thematic classes of memes that project and accentuate current harsh economic realities were categorized.The study posits that memes evoke distinct reactions,which positively signal intersubjective engagements on the economic downturn,and do not only serve for humor but also to mitigate shared experiences,propagate public aware-ness,castigate and satirize government’s ineptitude,help users to make important lifestyle changes,and find moments of levity in adversity. 展开更多
关键词 Èmi lókàn humorous meme user-generated intersubjective interactional
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Directives and references in selected coronavirus-motivated internet memes 被引量:1
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作者 Ayo Osisanwo Toluwalope Mary Falade 《Language and Semiotic Studies》 2024年第2期245-266,共22页
The use of directives in communicating the nature of the pandemic and reference to social experiences were promoted using images on social media platforms.The images or memes are used to create awareness and reinforce... The use of directives in communicating the nature of the pandemic and reference to social experiences were promoted using images on social media platforms.The images or memes are used to create awareness and reinforce the criteria for safety during the pandemic.Previous studies on internet memes have concentrated on humor generation,speaker-hearer shared knowledge,neologism,and multimodality among others,with insufficient attention paid to the use of directives and references in such coronavirus-motivated memes.This paper,therefore,examines how directives and references are employed in conveying expected social responsibilities through coronavirus-motivated internet memes in Nigeria and other socio-cultural contexts.For data,one hundred coronavirus-motivated memes were purposively selected from Facebook,and eight representative memes were subjected to pragmatic analysis using aspects of Jacob Mey’s(2001.Pragmatics:An introduction,2nd edn.USA:Blackwell Publishing)pragmatic acts theory to unearth insights from them.The paper observes that the various spheres of life that are relatable to an online audience help to express what the pandemic is about and enhance the meaning of the pandemic with the context of the use of the memes,giving clearer perspectives on the pandemic.Directives and references are useful tools for conveying social responsibilities to online audience. 展开更多
关键词 DIRECTIVES REFERENCES CORONAVIRUS internet memes social responsibilities
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品牌传播的“memes梗图”
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作者 徐章程 蒋毓娴 《国际公关》 2024年第5期71-72,共2页
正如生物的不断进化,文化现象同样随着历史的发展而不断进化。处于同一文化领域中的群体,通过对他人不断的模仿、再造,使得领域中所产生的思想、观念得到不断的再编、发散、传播。这种方式传承下来的文化“基因”,被相关学者称之为模因。
关键词 品牌传播 模因 MEME
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The Trauma and the Crisis
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作者 Andrej Drapal 《Management Studies》 2025年第1期41-54,共14页
This paper explores the concept of crisis from a critical and interdisciplinary perspective,arguing that many contemporary crises-such as the coronavirus crisis and the climate crisis-are socially constructed and misu... This paper explores the concept of crisis from a critical and interdisciplinary perspective,arguing that many contemporary crises-such as the coronavirus crisis and the climate crisis-are socially constructed and misunderstood.Drawing from Thomas Kuhn’s paradigm shift theory,Nassim Nicholas Taleb’s Black Swan concept,and complexity science,it contends that crises are a normal part of systemic evolution rather than extraordinary disruptions.The paper critiques the shift in agency from individuals to macro-level institutions,which has led to crises being perceived as indefinite rather than finite.The work also examines how crises are often framed through memetics rather than physical reality.By analyzing historical and contemporary crises,the paper illustrates how crisis narratives shape societal behavior and policy.The role of antifragility,memetic warfare,and evolutionary stable strategies(ESS)is discussed,demonstrating how resilience emerges through localized,rather than globalized,responses.The study concludes by advocating for a shift away from progressivist macro-level interventions and toward individual agency as the fundamental unit of societal adaptation.This perspective reframes crises as necessary transitions within evolutionary progress,arguing that societal sustainability depends on decentralization and adaptation rather than centralized control and panic-driven reactions. 展开更多
关键词 evolution CRISIS EMERGENCE INDIVIDUAL SOCIETY memes TRAUMA
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VRCL: A Discrimination Detection Method for Multilingual and Multimodal Information
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作者 Kejun Zhang Meijiao Li +2 位作者 Jiahao Cheng Jun Wang Ying Yang 《Computers, Materials & Continua》 2025年第10期1019-1035,共17页
With the rapid growth of the Internet and social media, information is widely disseminated in multimodal forms, such as text and images, where discriminatory content can manifest in various ways. Discrimination detect... With the rapid growth of the Internet and social media, information is widely disseminated in multimodal forms, such as text and images, where discriminatory content can manifest in various ways. Discrimination detection techniques for multilingual and multimodal data can identify potential discriminatory behavior and help foster a more equitable and inclusive cyberspace. However, existing methods often struggle in complex contexts and multilingual environments. To address these challenges, this paper proposes an innovative detection method, using image and multilingual text encoders to separately extract features from different modalities. It continuously updates a historical feature memory bank, aggregates the Top-K most similar samples, and utilizes a Gated Recurrent Unit (GRU) to integrate current and historical features, generating enhanced feature representations with stronger semantic expressiveness to improve the model’s ability to capture discriminatory signals. Experimental results demonstrate that the proposed method exhibits superior discriminative power and detection accuracy in multilingual and multimodal contexts, offering a reliable and effective solution for identifying discriminatory content. 展开更多
关键词 MULTIMODAL MULTILINGUAL discriminatory content hate memes
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迷因理论视域下“猫meme”Vlog的传播机制与社会心理研究 被引量:5
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作者 晏菁菁 《视听》 2025年第2期116-120,共5页
数字化时代,网络文化呈现出多样化的发展趋势,“猫meme”Vlog作为一种新兴的网络视觉表达形式,以其独特的魅力迅速在青年群体中流行开来。本文从迷因理论视角出发,探讨“猫meme”短视频爆火背后的传播机制及其社会心理因素。研究发现,“... 数字化时代,网络文化呈现出多样化的发展趋势,“猫meme”Vlog作为一种新兴的网络视觉表达形式,以其独特的魅力迅速在青年群体中流行开来。本文从迷因理论视角出发,探讨“猫meme”短视频爆火背后的传播机制及其社会心理因素。研究发现,“猫meme”作为吸猫文化衍生的亚文化,为人们提供了分享经历、情绪宣泄的渠道,反映了青年群体的情感需求和社交习惯,但其中的潜在风险也不容忽视。 展开更多
关键词 “猫meme” 迷因理论 网络文化 青年亚文化
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网络模因猫meme的复制、传播与变异
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作者 范祎晗 《声屏世界》 2025年第3期126-128,共3页
猫meme是当下在短视频平台广泛传播的一种网络模因,文章结合模因理论,分析猫meme模因经历适者生存、优胜劣汰再到变异扩散的传播过程,探究猫meme模因爆火网络的原因。研究发现,猫meme模因首先适应了互联网短视频平台的特性,满足了用户... 猫meme是当下在短视频平台广泛传播的一种网络模因,文章结合模因理论,分析猫meme模因经历适者生存、优胜劣汰再到变异扩散的传播过程,探究猫meme模因爆火网络的原因。研究发现,猫meme模因首先适应了互联网短视频平台的特性,满足了用户与文化需求,从而确保了模因在复杂环境中的强势复制与生存。其以动态、复合的形式,进一步稳固了在与其他模因竞争中的传播优势。最终,通过不断变异与创新,猫meme模因生成了多种新的传播形态,成为青年群体表达自我情感与观点的重要媒介。 展开更多
关键词 猫meme 网络模因 模因理论 短视频
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On Lu Xun’s“Memes”——Taking the Example of the Tie between Lu Xun and Shaanxi
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作者 LI Jikai SUN Xu 《Frontiers of Literary Studies in China-Selected Publications from Chinese Universities》 2020年第1期134-156,共23页
It is of great necessity to observe Lu Xun from the human-geographical or cultural geographical perspective.Even the couple of corresponding case studies are able to reveal the whole picture.The“memes”of Lu Xun exis... It is of great necessity to observe Lu Xun from the human-geographical or cultural geographical perspective.Even the couple of corresponding case studies are able to reveal the whole picture.The“memes”of Lu Xun existed in the tie of Lu Xun with Shaanxi province,in the existential and imaginary relationships between him and the two cities of“An”(Xi’an and Yan’an),in Lu Xun studies conducted by Shaanxi’s academic community,and in a variety of cultural events and phenomena such as Shaanxi writers,publications,as well as conferences and calligraphy activities in Shaanxi,are hinting from the indirect aspects at the profound impacts of Lu Xun over the modern and contemporary culture in China.The transmission,reception and transformation of Lu Xun in Shaanxi during various historical stages also indicate the changes occurring to political ideology,aesthetic judgment,values and academic paradigms.To discuss Lu Xun’s“memes”in the regional culture of Shaanxi,which closely combines the region in the physical sense of cultural geography and Lu Xun study,is an important component of Lu Xun studies,as well as an effective path to delve into the research on the ties of Lu Xun with China,or even with the world,for the further attempt to comprehensively understand the significance and value of Lu Xun to the new culture in China,as well as to the modern and contemporary culture. 展开更多
关键词 the May FOURTH Movement Lu Xun memes SHAANXI
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青年亚文化视域下“猫meme”现象研究
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作者 张灵莉 《声屏世界》 2025年第11期114-116,共3页
“猫meme”是以猫咪为主要素材制作的短视频,也是活跃于青年群体中的一种亚文化现象。“猫meme”创作者结合自身生活实际,将猫咪形象进行角色替换,还原真实生活场景,折射出当下年轻人的心理变化。文章以“青年亚文化”相关理论为研究框... “猫meme”是以猫咪为主要素材制作的短视频,也是活跃于青年群体中的一种亚文化现象。“猫meme”创作者结合自身生活实际,将猫咪形象进行角色替换,还原真实生活场景,折射出当下年轻人的心理变化。文章以“青年亚文化”相关理论为研究框架,首先从文化、经济和技术三个层面分析“猫meme”现象兴起的原因,其次分析亚文化建构风格,挖掘其背后的社会学隐喻,最后总结“猫meme”现象的反思,试图为其他青年亚文化现象提供一些思考。 展开更多
关键词 青年亚文化 “猫meme”视频 柔性收编
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Memes as Ideological Representations in the 2019 Nigerian Presidential Campaigns: A Multimodal Approach
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作者 Olubunmi Oyemade Adeife Adeagbo 《Language and Semiotic Studies》 2020年第1期78-103,共26页
This paper explicates the linguistic and non-linguistic aspects of ideological representation in selected Nigerian political campaign advertisement memes on Instagram. Four memes pertaining to each of Muhammadu Buhari... This paper explicates the linguistic and non-linguistic aspects of ideological representation in selected Nigerian political campaign advertisement memes on Instagram. Four memes pertaining to each of Muhammadu Buhari and Atiku Abubakar’s presidential campaigns on Instagram were selected and analysed using a combination of Kress and van Leeuwen’s(2006) Social Semiotics and van Dijk’s(1998) Critical Discourse Analysis. Key ideological stances of positive self-presentation and negative otherpresentation were discovered in the memes and the aspirants largely deployed both stances. However, while aspirant Muhammadu Buhari maintained the positive selfpresentation strategy for continuity of government, aspirant Atiku Abubakar concentrated more on the negative other-presentation in order to undermine the incumbent candidate/party. All these were achieved with the reinforcement of social semiotic resources such as the meta-functions: facial and body gestures/expressions, and bright colours. 展开更多
关键词 positive self-presentation negative other-presentation memes social semiotics
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本体隐匿到“替身”发声:社交媒体匿名现象的演进分析
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作者 张晓寒 《新媒体研究》 2024年第20期78-80,85,共4页
为探讨社交媒体匿名现象的演进规律,通过抽样对社交媒体平台的相关视频采取文本分析及案例分析,发现网络上的匿名现象经历了“自述式”表达到集体匿名再到“超我式”呈现三个阶段,表现出强视觉、低情绪、重符号的特点,反映了现阶段新媒... 为探讨社交媒体匿名现象的演进规律,通过抽样对社交媒体平台的相关视频采取文本分析及案例分析,发现网络上的匿名现象经历了“自述式”表达到集体匿名再到“超我式”呈现三个阶段,表现出强视觉、低情绪、重符号的特点,反映了现阶段新媒体传播中的反沉默螺旋现象、赛博空间的情绪宣泄、工具理性与伦理道德的争鸣等新形式。 展开更多
关键词 鼠鼠文学 猫猫meme momo 社交媒体 匿名现象
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猫Meme风潮下的社会景观——社交货币新窗口与梗文化的共情互动
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作者 李沁璇 刘泽霖 《可持续发展》 2024年第8期1918-1927,共10页
基于社交货币理论框架,对以猫Meme为代表的网络梗文化在社交媒体平台上的传播动力学进行了深入剖析,并探讨了这些传播活动如何塑造并影响社会文化景观。通过综合既有文献的分析与逻辑推理,研究深入揭示了猫Meme作为当代青年亚文化的核... 基于社交货币理论框架,对以猫Meme为代表的网络梗文化在社交媒体平台上的传播动力学进行了深入剖析,并探讨了这些传播活动如何塑造并影响社会文化景观。通过综合既有文献的分析与逻辑推理,研究深入揭示了猫Meme作为当代青年亚文化的核心元素,如何凭借其蕴含的幽默感与共鸣力等独特社交价值,在网络社群中流通并积累社交资本,进而促进了个体身份的确认与群体凝聚力的形成。研究详细追踪了猫Meme从原创生成至广泛传播的完整链条,包括其在社交网络中的初次引爆点、传播链路中用户互动的动态机制,以及模仿与二次创作如何加速其扩散过程。同时,还深入考察了猫Meme作为社交货币在传播周期中的价值增减规律,并全面讨论了猫Meme文化对青年群体价值观念、社会行为规范乃至主流意识形态产生的深远影响及其复杂互动关系。Based on the theoretical framework of social currency, the study provides an in-depth analysis of the communication dynamics of online meme culture represented by cat meme on social media platforms, and explores how these communication activities shape and influence the socio-cultural landscape. Through a comprehensive analysis of existing literature and logical reasoning, the study reveals how cat meme, as a core element of contemporary youth subculture, circulates and accumulates social capital in online communities by virtue of its unique social values, such as its sense of humour and empathy, and thus contributes to the confirmation of individual identity and the formation of group cohesion. The study traces in detail the complete chain of cat meme from original generation to widespread dissemination, including its initial trigger point in the social network, the dynamic mechanism of user interaction in the dissemination chain, as well as how imitation and secondary creation accelerated its diffusion process. Meanwhile, it also examines in depth the law of value increase and decrease of cat meme as a social currency in the dissemination cycle, and discusses the profound impact of cat meme culture on the values, social behavioural norms, and even the mainstream ideology of the youth group, as well as its complex interactive relationship. 展开更多
关键词 社交货币 猫Meme 传播机制 文化影响力 青年亚文化
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How Rustic Videos Influence Youth’s Linguistic Expression: An Analysis Based on Semiotics, Meme Theory and Media Spectacle Theory
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作者 Jiaxin Yang 《Open Journal of Applied Sciences》 2024年第7期1648-1665,共18页
The surge in popularity of rustic videos has spawned a great number of Internet memes, such as Internet trendy words growing from dialects and strange pronunciations, picture memes made from video screenshots, and mes... The surge in popularity of rustic videos has spawned a great number of Internet memes, such as Internet trendy words growing from dialects and strange pronunciations, picture memes made from video screenshots, and mesmerizing music with a vernacular flavor. Due to their reproducibility, social interaction, and involvement, these rustic videos adhere to the fundamental logic of the propagation of online memes. Rustic videos are widely disseminated as online memes on TikTok (the Chinese version), are often reproduced and used by young people in social contact, and have become a unique linguistic symbol in modern internet culture. As a symbolic carrier that transports the consciousness of the video creator and viewer, it is widely employed in the communication and engagement of young people on a regular basis, progressively altering their linguistic expression. This specific semiotic interaction has deconstructed and recreated the conventional media culture spectacle. This research examines the influence of rustic videos on TikTok on the linguistic expressions of modern youth from the perspectives of meme theory and semiotics, as well as the impact of rustic videos on the media spectacle from the standpoint of media spectacle theory. It also examines in depth the effects of the popularity of rustic videos on China’s economy and culture. 展开更多
关键词 Rustic Videos Linguistic Expression SEMIOTICS MEME Media Spectacle
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三款MEMS车用油箱压力传感器工艺对比与改进
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作者 张允峰 卓义盛 莫梦婷 《现代机械》 2024年第3期45-47,共3页
温度漂移是MEMS半导体特性固有的常见问题,其不仅发生在芯片级,同样也会受传感器组装工艺水平影响。本文通过性能对比调查,发现传感器组装工艺中的Pin脚焊接环节引起的PCB不平、涂胶不均造成了温度漂移问题。通过工艺优化后,温度漂移问... 温度漂移是MEMS半导体特性固有的常见问题,其不仅发生在芯片级,同样也会受传感器组装工艺水平影响。本文通过性能对比调查,发现传感器组装工艺中的Pin脚焊接环节引起的PCB不平、涂胶不均造成了温度漂移问题。通过工艺优化后,温度漂移问题得到解决,产品精度显著提高。 展开更多
关键词 MEME 压力传感器 温度漂移 精度
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基于MEMS技术的矿用无线传感采集系统设计 被引量:8
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作者 程晓涵 李宗吾 +4 位作者 谢秉沁 阳辉 张涛 袁隆 赵林 《煤炭工程》 北大核心 2022年第3期26-32,共7页
针对煤矿设备状态有线监测系统的布线复杂、成本高、灵活性差等现状,为改善现有无线监测系统存在的通讯距离有限、抗干扰能力差、能耗高等问题,及解决已有监测系统数据无法接入共享的信息孤岛的问题,研究了一种基于MEMS技术的矿用无线... 针对煤矿设备状态有线监测系统的布线复杂、成本高、灵活性差等现状,为改善现有无线监测系统存在的通讯距离有限、抗干扰能力差、能耗高等问题,及解决已有监测系统数据无法接入共享的信息孤岛的问题,研究了一种基于MEMS技术的矿用无线传感采集系统。详细介绍了该系统的总体设计方案、采集器和集中器的硬件电路设计及软件实现(包括通讯报文的编制),并通过测试验证了系统的性能可靠。结果表明,该无线传感采集系统可灵活适应煤矿井上、井下复杂工作环境,实现煤矿设备的振动、温度信号的实时、远距离、无线传输,可为矿用设备的健康监测和故障诊断提供丰富的数据支撑。 展开更多
关键词 设备状态监测 memes技术 LoRa无线通信 采集器 集中器
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