This paper studies the state of charge estimation of supercapacitors and lithium batteries in the hybrid energy storage system of electric vehicles. According to the energy storage principle of the electric vehicle composite energy storage system, the circuit models of supercapacitors and lithium batteries were established, respectively, and the model parameters were identified online using the recursive least square method and Kalman filtering algorithm. Then, the online estimation of SOC was completed based on the Kalman filtering algorithm and unscented Kalman (...) filtering algorithm. Finally, the experimental platform for SOC estimation was built and Matlab was used for calculation and analysis. The experimental results showed that the SOC estimation results reached a high accuracy, and the variation range of estimation error was [−0.94%, 0.34%]. For lithium batteries, the recursive least square method is combined with the 2RC model to obtain the optimal result, and the estimation error is within the range of [−1.16%, 0.85%] in the case of comprehensive weighing accuracy and calculation amount. Moreover, the system has excellent robustness and high reliability. (shrink)

To better detect fish in an aquaculture environment, a high-accuracy real-time detection model is proposed. An experimental dataset was collected for fish detection in laboratory aquaculture environments using remotely operated vehicles. To overcome the inaccuracy of the You Only Look Once v3 algorithm in underwater farming environment, a suitable set of hyperparameters was obtained through multiple sets of experiments. Then, a real-time image recovery algorithm is applied before YOLOv3 to reduce the effects of both noise and light on images whilst (...) keeping the real-time capability, leading to a mean average precision of 0.85 and frame rate of 17.6 fps, respectively. Finally, compared with the base detection model using only the YOLOv3 algorithm, the enhanced detection model presented results in a reduction of miss detection rate from 23% to only 9% across different environments and with the detection accuracy of the target in different environments being improved from 8% to 37%. (shrink)

The current COVID-19 pandemic and the previous SARS/MERS outbreaks of 2003 and 2012 have resulted in a series of major global public health crises. We argue that in the interest of developing effective and safe vaccines and drugs and to better understand coronaviruses and associated disease mechenisms it is necessary to integrate the large and exponentially growing body of heterogeneous coronavirus data. Ontologies play an important role in standard-based knowledge and data representation, integration, sharing, and analysis. Accordingly, we initiated the (...) development of the community-based Coronavirus Infectious Disease Ontology in early 2020. -/- As an Open Biomedical Ontology (OBO) library ontology, CIDO is open source and interoperable with other existing OBO ontologies. CIDO is aligned with the Basic Formal Ontology and Viral Infectious Disease Ontology. CIDO has imported terms from over 30 OBO ontologies. For example, CIDO imports all SARS-CoV-2 protein terms from the Protein Ontology, COVID-19-related phenotype terms from the Human Phenotype Ontology, and over 100 COVID-19 terms for vaccines (both authorized and in clinical trial) from the Vaccine Ontology. CIDO systematically represents variants of SARS-CoV-2 viruses and over 300 amino acid substitutions therein, along with over 300 diagnostic kits and methods. CIDO also describes hundreds of host-coronavirus protein-protein interactions (PPIs) and the drugs that target proteins in these PPIs. CIDO has been used to model COVID-19 related phenomena in areas such as epidemiology. The scope of CIDO was evaluated by visual analysis supported by a summarization network method. CIDO has been used in various applications such as term standardization, inference, natural language processing (NLP) and clinical data integration. We have applied the amino acid variant knowledge present in CIDO to analyze differences between SARS-CoV-2 Delta and Omicron variants. CIDO's integrative host-coronavirus PPIs and drug-target knowledge has also been used to support drug repurposing for COVID-19 treatment. -/- CIDO represents entities and relations in the domain of coronavirus diseases with a special focus on COVID-19. It supports shared knowledge representation, data and metadata standardization and integration, and has been used in a range of applications. (shrink)

With the advancement of internet and the emergence of network globalization, security has always been a major concern. During the trial operation, the management control platform discussed in this article included more than 600 network security vulnerabilities in the industry, with dozens of incidents, which were promptly dealt with and rectified, effectively improving the level of network security management and protection in the industry. As networks are very much vulnerable to denial of service attacks, much more emphasis has been given (...) to security. By improving their network security, network administrators have often tried their best. To attempt penetration testing, it is the best way of ensuring the system security. With the development of information technology, the security requirement of information system is increasing day by day. The use of penetration testing technology is conducive to the realization of accurate positioning, accurate detection, and active alarm of security vulnerabilities, and the optimization of monitoring and rectification of the combination of network security management control system. Taking penetration testing technology as one of the core elements of management and control, the risk index model is optimized to make network security management controllable and efficient, and effectively achieve management and control objectives. (shrink)

This article presents an alternative rationale for corporate philanthropy based on managerial values of benevolence and integrity. On the one hand, top managers with benevolence and integrity values are more likely to spread their intrinsic concern for others into the wider society in the form of corporate philanthropy. On the other hand, top managers high in benevolence and integrity are likely to contribute to improved managerial credibility and trusting firm-stakeholder relationships, thereby improving corporate financial performance. Therefore, the article makes the (...) argument that both corporate philanthropy and corporate financial performance can better be interpreted as resulting from managers’ benevolence and integrity values. (shrink)

In Practical Philosophy Education, besides the learning of conceptual knowledge and working with an introspective method, students are actively engaged whereby they are played in a new form as a language game. The negative attitudes and the pretending performances were revised from the exercise of answering questions to asking question, and then to continue asking. 1957 Coffee proposes the “cross-questioning” model of using knowledge to play the “game” of philosophy. This playing experience is passed down intellectually in the form of (...) language game, which is to be replayed sentimentally in a theater game. As a pedagogic, the previous philosophical activities are exemplified in the younger generation’s way of learning and “replaying”. As a lifestyle, the historical classical thinking is continued, while the old games of philosophers are played with new and refreshing rules. (shrink)

Résumé: O design cultural integra o conteúdo cultural no processo de design. É um meio importante para perceber a inovação da cultura tradicional na herança. O comportamento do design cultural é sutilmente influenciado pela filosofia cultural. Especificamente, a análise do ambiente cultural, a associação semântica cultural e a extração de imagens culturais, na perspectiva da filosofia cultural, ajudam a perceber a explicitação do conhecimento implícito no processo de codificação e decodificação de genes culturais. Selecionamos Ningbo como uma amostra, aprofundamos os (...) genes culturais regionais, exploramos o modelo de geração de design cultural e ainda propusemos a estrutura para a construção de um sistema de serviços de conhecimento de design cultural para fornecer orientação metodológica, para a prática de design cultural regional, a fim de construir capacidades de design cultural sustentável. (shrink)

Wang Yi’s article deals with the role of house churches, that is, unregistered churches. In his evaluation of the different branches of house churches Wang Yi touches upon issues of identity and the future of China, and he also harshly criticizes the Chinese party-state, claiming that “China is becoming a tumor in the world.”.

In lieu of an abstract, here is a brief excerpt of the content:476 Feminist Studies 41, no. 2. © 2015 by Feminist Studies, Inc. Wang Zheng Detention of the Feminist Five in China On March 6 this year, just before International Women’s Day, the Chinese police in Beijing arrested five young women who had engaged in activism to protest sexual harassment on public transportation. The month-long detention of these five young feminists has changed the landscape of Chinese feminism. The (...) global feminist mobilization that emerged to appeal for their release also presents a fascinating example of a successful feminist response to authoritarianism. In this short piece, I open with a few personal snapshots to briefly illustrate the history of Chinese feminist engagement with sexist sexual norms. Next, I will situate the five young feminists’ actions within this historical context in order to illustrate significant changes in Chinese feminist practices as well as in Chinese society. Finally, I will discuss the political implications of the detention of the so-called Feminist Five as well as the global mobilization for their release. In 1985 I came from Shanghai to study US history at the University of California, Davis. I made quite a few American friends in the graduate program. They were very curious about my life in China, and I was very proud of being a liberated woman from socialist China. I acted like an ambassador, talking to different groups about the great accomplishments of women’s liberation under socialism in China. As a young, urban woman I enjoyed equal education, equal employment, equal pay, and equal opportunity for promotion. I had never experienced gender News and Views 477 inequality, I thought. One day I was telling my friends about how I once confronted a thief who had just snatched my wallet on a crowded bus in Shanghai and how I forced him to drop my wallet. My friends were very impressed: “Wow! You were so brave,” they said. A few days later, I happened to mention that on the same crowded Shanghai buses, men would frequently grope women, and my friend asked instantly, “How did you respond to them?” I replied without thinking, “What could I do? I just tried my best to move to another spot to avoid such rascals.” My friend then raised a question that shattered my self-perception as a brave and liberated woman: “Why did you dare to confront a thief but not a sexual harasser?” I answered, “Oh, I would be so ashamed if people around me noticed.” Immediately, I realized that my reply was highly problematic. That conversation set in motion a process of soul searching. Why would a liberated woman still continue to observe the patriarchal value of chastity? Why would women of my generation—the liberated Chinese women in socialist China—have no consciousness of the serious problems contained within these sexual norms? It was not only a personal reflection. From this point, I embarked on a long review and contemplation of women’s liberation in socialist China. I realized that in the realm of sexuality, while state feminists were able to transform the sexual double standard to a single standard for the general public (although some top male leaders continue double standards and engage in extramarital sexual relationships without being punished), puritanical sexual morality did not shake deeply entrenched masculinist cultural values of women’s chastity and virginity. As a result, a liberated woman such as myself could internalize such sexist values with no consciousness, let alone action, focused on changing such sexist culture. In 1992, I attended a conference by the Shanghai Women’s Federation. When a US feminist scholar asked if there were any cases of sexual harassment in China, the Chinese women participants all replied, “No, no, we don’t have sexual harassment.” I stood up and named things that happened to women every day on Shanghai buses as sexual harassment. By then I had long been empowered by my study of feminist history and theories. In 1995, at the NGO forum at the Fourth UN Conference on Women held in Beijing, feminists from inside and outside China openly challenged pervasive sexist sexual norms. Sexual violence and sexual harassment were clearly defined as violations of women’s human rights... (shrink)

This research focuses on the complex relationship between the musical narrative and emotional expression in piano works from a philosophical point of view. It aims at identifying how emotions are enacted within music and how they can influence and mold the listener’s experience. Building on the premises of important philosophical theories, the study explores the idea of musical narrative, its origins, and its impact on forming emotions within music. Emotional communication in piano works is also discussed in the study, with (...) an emphasis on how composers incorporate various musical features to portray certain emotions. Furthermore, this research elaborates on the philosophical perspective of musical narrative and emotional expression and contributes to the understanding of the aspects within the framework of piano music. The findings of this research are intended to add to the debates in the philosophy of music, with regard to performance and listener’s reception. (shrink)

The research study explores the philosophical viewpoints on cultural hybridity and considers how they affect the development of identities, moral behaviour, epistemological criticism, and real-world applications in a variety of fields. Cultural hybridity, which is defined as the blending of different cultural aspects, calls into question established ideas about identity and encourages us to reevaluate the flexibility and diversity that are fundamental to the human self. For measuring, the research study used the Smart PLS Algorithm Model related to variables through (...) this software run results included descriptive statistics, correlation coefficient, and the Smart PLS Algorithm Model between them. Philosophical investigations into cultural hybridity shed light on the dynamic interactions between identity and alterity, ethics and epistemology, and draw on the works of philosophers like Stuart Hall, Emmanuel Levinas, and Homi K. Bhabha. Cultural hybridity is an ethical imperative that requires us to shift our perspective towards the Other and welcome cultural variety with warmth and kindness. From an epistemological point of view, cultural hybridity upends hegemonic knowledge frameworks and creates pluralistic modes of knowledge creation that provide voice to underrepresented groups. Philosophical viewpoints on cultural hybridity have practical implications in urban planning, education, diplomacy, and intercultural communication. Overall result found that there is a direct and significant link between philosophical perspectives on the cultural hybridity related to dynamics of identity and alterity. These applications promote inclusive societies, social cohesion, and creativity. We began a revolutionary route towards a more globalized, compassionate, and linked society by accepting cultural hybridity. (shrink)

The concept of yinyang lies at the heart of Chinese thought and culture. The relationship between these two opposing, yet mutually dependent, forces is symbolized in the familiar black and white symbol that has become an icon in popular culture across the world. The real significance of yinyang is, however, more complex and subtle. This brilliant and comprehensive analysis by one of the leading authorities in the field captures the richness and multiplicity of the meanings and applications of yinyang, including (...) its visual presentations. Through a vast range of historical and textual sources, the book examines the scope and role of yinyang, the philosophical significance of its various layers of meanings and its relation to numerous schools and traditions within Chinese philosophy. By putting yinyang on a secure and clear philosophical footing, the book roots the concept in the original Chinese idiom, distancing it from Western assumptions, frameworks and terms, yet also seeking to connect its analysis to shared cross-cultural philosophical concerns. (shrink)

The present paper generalizes the notion of general overlap and grouping functions from the bounded lattices to the algebras of infinite-valued Łukasiewicz logic, providing some constructive methods of these functions by means of multiplicative and additive generators. Here we first introduce the notion of general overlap and grouping functions on MV-algebras, and provide some conditions under which an MV-algebra is a multiplicative and an additive integral by using two constructions of general overlap and grouping functions, respectively. Subsequently, we introduce the (...) concept of generators, including multiplicative and additive generators, of general overlap and grouping functions on MV-algebras, and provide the necessary and sufficient conditions of two one-place functions to be multiplicative and additive generators, respectively, discussing the relationship between multiplicative and additive generators of general overlap and grouping functions on MV-algebras. (shrink)

Given the cultural significance of the Silver Age religious renaissance in the history of Russian thought, it is important to examine how contemporary Russian philosophers, amidst increasing academic specialization, approach and categorize indigenous religious philosophy from this period. This article investigates contemporary Russian philosophical research and its evaluations of Sergei Nikolayevich Bulgakov, a key Silver Age figure. This study finds that, following the surge in research during the 1990s, Russian scholars have maintained consistent interest in Bulgakov. However, within the discipline (...) of philosophy these researchers may still be facing some structural problems. Bulgakov’s philosophical and theological ideas are intrinsically linked, which makes it difficult to pinpoint his disciplinary orientation. Researchers have been obliged to adjust their approaches to overcome misunderstandings. Not only philosophy of language but also philosophy of science and technology have been influenced by this new interest in Bulgakov. The overall trend in the examination of Bulgakov’s intellectual legacy has been toward careful and balanced deliberation and analysis. (shrink)

In 2024, new legislation introduced significant changes to the rules, procedures and institutions governing research ethics in Brazil. One of its objectives was to limit sponsors’ post-trial access (PTA) obligations. However, a presidential veto weakened this reform. This veto maintained the sponsors’ indefinite duty to provide the tested intervention until it becomes available in the National Health System. In Brazil, where courts often order the public funding for treatments not included in the health system’s lists and protocols, a substantial reduction (...) in the sponsors’ PTA obligations would likely increase litigation seeking state-funded PTA. This dynamic adds an extra layer of complexity to the ethical analysis of the regulation of PTA in Brazil, as its distributive impact on the public health system must be considered. Therefore, any argument for reducing sponsors’ PTA obligations must go beyond simply demonstrating that sponsors do not owe participants an ethical obligation to provide them with indefinite access to the tested intervention or that such obligation discourages research. It must also make a compelling case for why the state, rather than sponsors, should bear the responsibility for funding PTA. (shrink)

This article examines the issue of the paradoxicality of institution, de-institutionalization, or the counter-institutionalization in classical Chan thought by focusing on the texts of Hongzhou School. It first analyzes the problem of 20th century scholars in characterizing the Chan attitude toward institution as iconoclasts, and the problem of the recent tendency to return to images of the Chan masters as traditionalists, as opposed to iconoclasts. Both problems are examples of imposing an oppositional way of thinking on the Chan masters. The (...) essay then introduces a new paradigm for interpreting the Chan attitude toward institution, the model of de-institutionalization, which borrows certain insights from Derrida’s idea of the counter-institutional. However, the new model is supported by the Chan heritage of Mahayana Buddhist philosophy. This model can more consistently construe the Chan understanding of the paradoxicality of institution, the subtle Chan relationship of being “with and against” institution, and the Chan “middle way” to make institution remain open to its outside and to transformation. (shrink)

Cet article retrace les changements intervenus au sein du militantisme féministe chinois dans un climat de détérioration politique deux décennies après la Quatrième Conférence mondiale sur les femmes (QCMF) en 1995. Il met en lumière les actions novatrices menées par les jeunes féministes, de même que l’intense surveillance qu’exerce, sur le militantisme organisé, un État totalitaire qui craint de perdre son pouvoir. Bien que la sphère publique et le cyber espace ne laissent guère beaucoup de place à l’activisme, les féministes (...) chinoises se sont mobilisées pour continuer d’expérimenter de nouvelles façons d’exiger l’égalité de genre et de poursuivre des transformations sociales et culturelles. (shrink)

Drawing on social exchange theory, we examine the conditions under which employees’ good intentions motivate them to engage in unethical pro-organizational behavior (UPB) and the psychological mechanism behind this behavioral decision. Findings from a time-lagged field study and a scenario study indicate (1) an interactive effect between perceived organizational support and employee performance on UPB; (2) that low performers who perceive high levels of organizational support are more likely to engage in UPB; and (3) that feelings of indebtedness to the (...) organization mediate the interactive effect on UPB. Therefore, the paper highlights the importance of conditional factors in motivating UPB by combining employee ‘good intentions’ and ‘disadvantageous situations’ to understand the UPB decision process. The paper concludes with theoretical and practical implications. (shrink)

This study examined the extent to which the impact of green transformational leadership on employee green behavior through follower perceptions of value congruence. Path analyzing on data from 193 subordinate-leader dyads showed that followers’ value congruence with their leader mediated the effects of green transformational leadership on employee green behavior. Results also supported that green identity moderated the indirect effect of green transformational leadership on employee green behavior through value congruence, such that the indirect effect was more positive when green (...) identity was high than when it was low. These findings provided valuable contribution to green transformational leadership, value congruence and employee green behavior by exploring the relationship between them. Practical implications and directions for future research are also discussed. (shrink)

The number of articles published in open access journals has increased dramatically in recent years. Simultaneously, the quality of publications in these journals has been called into question. Few studies have explored the retraction rate from OAJs. The purpose of the current study was to determine the reasons for retractions of articles from OAJs in biomedical research. The Medline database was searched through PubMed to identify retracted publications in OAJs. The journals were identified by the Directory of Open Access Journals. (...) Data were extracted from each retracted article, including the time from publication to retraction, causes, journal impact factor, and country of origin. Trends in the characteristics related to retraction were determined. Data from 621 retracted studies were included in the analysis. The number and rate of retractions have increased since 2010. The most common reasons for retraction are errors, plagiarism, duplicate publication, fraud/suspected fraud and invalid peer review. The number of retracted articles from OAJs has been steadily increasing. Misconduct was the primary reason for retraction. The majority of retracted articles were from journals with low impact factors and authored by researchers from China, India, Iran, and the USA. (shrink)

While robots were traditionally built to achieve economic efficiency and financial profits, their roles are likely to change in the future with the aim to provide social support and companionship. In this research, we examined whether the robot’s proposed function (social vs. economic) impacts judgments of mind and moral treatment. Studies 1a and 1b demonstrated that robots with social function were perceived to possess greater ability for emotional experience, but not cognition, compared to those with economic function and whose function (...) was not mentioned explicitly. Study 2 replicated this finding and further showed that low economic value reduced ascriptions of cognitive capacity, whereas high social value resulted in increased emotion perception. In Study 3, robots with high social value were more likely to be afforded protection from harm, and such effect was related to levels of ascribed emotional experience. Together, the findings demonstrate a dissociation between function type (social vs. economic) and ascribed mind (emotion vs. cognition). In addition, the two types of functions exert asymmetric influences on the moral treatment of robots. Theoretical and practical implications for the field of social psychology and human-computer interaction are discussed. (shrink)

This study proposes a research model based on social identity theory, which examines the moderating role of organizational trust on the relationship between corporate citizenship and organizational commitment. In the model, organizational commitment is positively influenced by organizational trust and four dimensions of perceived corporate citizenship, including economic, legal, ethical and discretionary citizenship. The model paths are hypothesized to be moderated by organizational trust. Empirical testing using a survey of personnel from 12 large firms confirms most of our hypothesized effects. (...) Theoretical and managerial implications of our findings are discussed. (shrink)

In this study, we focus on the problem of information expiration when using the traditional collaborative filtering algorithm and propose a new collaborative filtering algorithm by integrating the time factor. This algorithm considers information influence attenuation over time, introduces an information retention period based on the information half-value period, and proposes a time-weighted function, which is applied to the nearest neighbor selection and score prediction to assign different time weights to the scores. In addition, to further improve the quality of (...) the nearest neighbor selection and alleviate the problem of data sparsity, a method of calculating users’ sentiment tendency by analysis of user review features is proposed to mine users’ attitudes about the reviewed items, which expands the score matrix. The time factor and sentiment tendency are then integrated into the K-means clustering algorithm to select the nearest neighbor. A hybrid collaborative filtering model based on the improved K-means clustering algorithm is then proposed, by combining item-based and user-based collaborative filtering. Finally, the experimental results show that the proposed algorithm can address the time effect and sentiment analysis in recommendations and improve the predictive performance of the model. (shrink)

The idea of conducting “upstream public engagement,” using nanotechnology as a test case, has been subject to criticism for its lack of any link to the political system. Drawing on the theoretical tools provided by Habermas, this article seeks to explore such a “link”, focusing specifically on the capacity of civil society organizations to distil, raise and transmit societal concerns in an amplified form to the public spheres at the European Union level. Based on content analysis and semi-structured interviews with (...) relevant actors, this article examines the evolution of CSO approaches towards nanotechnology over the past decade and investigates whether and how upstream public engagement could contribute to more vibrant public spheres and facilitate the formation of communicative power. The answer to these questions is twofold: on the one hand, moving public engagement “upstream” enables CSOs to be better informed and to become part of the debates more quickly. A “green alliance” is taking shape, which calls for more stringent regulation on nanomaterials. On the other hand, upstream public engagement has turned out to be unsuccessful in generating substantial and sustained interest. A number of CSOs have quit this field in frustration at the tokenistic engagement and out of fatigue after the intense lobbying battle for Registration, Evaluation, Authorisation and Restriction of Chemicals. (shrink)

In the Critique of Pure Reason, Kant presents the Principle of Anticipations of Perception as follows: ‘In all appearances the real, which is an object of the sensation, has intensive magnitude, i.e., a degree.’ This paper defends the tenability and coherence of Kant’s argument by solving three prominent difficulties identified by commentators. Firstly, on my interpretation, the schema of the category of ‘limitation’ presents an infinite sphere of possible realities, which provides the transcendental basis for the Principle. Secondly, I take (...) Kant’s otherwise problematic examples of intensive magnitudes to show how we determine a degree according to an ordinal sequence that is constituted by cardinal quantities. Thirdly, I distinguish in Kant’s writings the categorical continuity concerning the a priori principle and the empirical continuity concerning a posteriori sensations. While the former is necessary, the latter is merely possible; but we must nevertheless assume the latter as a cognitive aim. (shrink)

This essay presents an in-depth interpretation of the controversial dialogue in Analects 13.18 through careful and critical investigation of its historical background and philosophical significations. With a clarification of the multifaceted connotations of the word zhi (?, upright, forthright), my study brings out the play of irony in Confucius's words in Analects 13.18. According to my interpretation, not only is Confucius's reaction not inappropriate but it also demonstrates the art of early Confucian moral discretion that was informed by the teaching (...) of quan (? moral discretion). Accordingly, Confucius's judgment of the case embodied a high and bright middle way of moral choice originating in the openness and sincerity of heart. It epitomized a singular moment of deliberation and decision that was responsible for a sinuous opening of piety and individuality within the interplay of conflicting conditions and requisitions. (shrink)

The advent of the intelligence age has injected new elements into the development of literature. The synergic modification of Anglo-American traumatic narrative literature by artificial intelligence technology and interactive design psychology will produce new possibilities in literary creation. First, by studying natural language processing technology, this study proposes a modification language model based on the double-layered recurrent neural network algorithm and constructs an intelligent language modification system based on the improved LM model. The results show that the performance of the (...) proposed model is excellent; only about 30% of the respondents like AAL literature; the lack of common cultural background, appreciation difficulties, and language barriers have become the main reasons for the decline of reading willingness of AAL literature. Finally, AI technology and ID psychology are used to modify a famous TN work respectively and synergically, and the modified work is appreciated by respondents to collect their comments. The results corroborate that 62% of the respondents like original articles, but their likability scores have decreased for individually modified work by AI or ID psychology. In comparison, under the synergic modification efforts of AI and ID psychology, the popularity of the modified work has increased slightly, with 65% of the respondents showing a likability to read. Therefore, it is concluded that literary modification by single ID psychology or AI technology will reduce the reading threshold by trading off the literary value of the original work. The core of literary creation depends on human intelligence, and AI might still not be able to generate high-standard literary works independently because human minds and thoughts cannot be controlled and predicted by machines. The research results provide new ideas and improvement directions for the field of AI-assisted writing. (shrink)

Digital images of cultural heritage (CH) contain rich semantic information. However, today’s semantic representations of CH images fail to fully reveal the content entities and context within these vital surrogates. This paper draws on the fields of image research and digital humanities to propose a systematic methodology and a technical route for semantic enrichment of CH digital images. This new methodology systematically applies a series of procedures including: semantic annotation, entity-based enrichment, establishing internal relations, event-centric enrichment, defining hierarchy relations between (...) properties text annotation, and finally, named entity recognition in order to ultimately provide fine-grained contextual semantic content disclosure. The feasibility and advantages of the proposed semantic enrichment methods for semantic representation are demonstrated via a visual display platform for digital images of CH built to represent the Wutai Mountain Map, a typical Dunhuang mural. This study proves that semantic enrichment offers a promising new model for exposing content at a fine-grained level, and establishing a rich semantic network centered on the content of digital images of CH. (shrink)