Due to the outbreak of the Coronavirus Disease-2019 pandemic and consequent confinement measures, young people are vulnerable to mental health problems. The current study compared a group of 440 young adolescents and a group of 330 emerging adults to investigate the extent to which perceived social support and psychological capital were differentially associated with mental health problems. Participants were asked to report their current psychosocial adaptation status during the COVID-19 pandemic, and data were collected via online questionnaires during a relatively (...) severe period of COVID-19 in China. Results of the multi-group path analysis indicated that the effect of perceived social support on mental health problems was mediated by PsyCap for young adolescents, but not for emerging adults. These results were discussed with respect to the mechanism of how social support and PsyCap serve as protective mental health factors for youth in the context of the COVID-19 pandemic. (shrink)

Should studies of social history engage in questions of important socio-political changes? The answer is undoubtedly affirmative. So far as the important changes in 19th century China are concerned, some case studies in regional social history have presented a picture of greater complexity and diversity. The Ningbo case, for example, shows that when a port that has had a history of foreign trade becomes embroiled in conflict between Chinese and foreigners, this conflict may simply become one mode of interaction amongst (...) many between Chinese and foreigners. The case of Turmot is an important turning point in Chinese history, since it marks the reversal of 2000 years of frequent attempts by nomadic tribes to expand southward. This trend is completely reversed by the Han nationalities’ northward immigration and reclamation, a development as significant as the Western invasion of China in terms of consequent social transformations. These historical traces revealed from within regions deepen our comprehension of these social transformations; consequently, such studies in social history may manage to provide answers different from those offered by the traditional model of political history. (shrink)

This paper investigates the fixed-time coordinated control problem of six-degree-of-freedom dynamic model for multiple spacecraft formation flying with input quantization, where the communication topology is assumed directed. Firstly, a new multispacecraft nonsingular fixed-time terminal sliding mode vector is derived by using neighborhood state information. Secondly, a hysteretic quantizer is utilized to quantify control force and torque. Utilizing such a quantizer not only can reduce the required communication rate but also can eliminate the control chattering phenomenon induced by the logarithmic quantizer. (...) Thirdly, a 6-DOF fixed-time coordinated control strategy with adaptive tuning laws is proposed, such that the practical fixed-time stability of the controlled system is ensured in the presence of both upper bounds of unknown external disturbances. It theoretically proves that the relative tracking errors of attitude and position can converge into the regions in a fixed time. Finally, a numerical example is exploited to show the usefulness of the theoretical results. (shrink)

IGGA (Industrial Guidelines/policy statements for Generative AIs) is a comprehensive dataset comprising 160 guidelines and policy statements pertaining to the use of generative AIs and large language models across 14 industry sectors. These guidelines were systematically selected and gathered from official company websites and reliable sources spanning six continents. The dataset, containing 295,692 words, is designed to support various natural language processing tasks, including language modeling, sentiment analysis, semantic analysis, model synthesis, classification, and topic labeling. Additionally, it serves as a (...) benchmark for tasks such as ambiguity detection and requirements categorization. This resource aims to advance research in AI governance within industrial settings, fostering a deeper understanding of how AI technologies are integrated into industry practices. (2024-11-17). (shrink)

The relationship between bilingual language control and executive control is debated. The present study investigated the effect of short‐term language switching in a comprehension task on executive control performance in unbalanced bilinguals. Participants were required to perform a context task and an executive control task (i.e., flanker task) in sequence. A picture‐word matching task created different language contexts in Experiment 1 (i.e., L1, L2, and dual‐language contexts). By modifying the color‐shape switching task, we created different contexts that do not involve (...) language processing in Experiment 2 (i.e., color, shape, and dual context). Experiment 1 showed overall faster responses (in both congruent and incongruent trials) in the flanker task after a language switching context than after single (L1 or L2) contexts. This suggests that the language switching in a comprehension task affected general monitoring performance. By contrast, the nonlinguistic contexts in Experiment 2 did not affect flanker performance. This provides further evidence for the crucial role of language processing during switching to elicit short‐term adaptions on domain‐general conflict monitoring. Overall, our findings add to the previous studies by showing cross‐talk between bilingual language control and domain‐general conflict monitoring when language switching occurs in a comprehension task. (shrink)

After around four decades of fast growth, the cruise industry has become the most profitable and dynamic segment in the entire global leisure and tourism sector. Behind this growth is a significant shift in the profile of cruise consumers/passengers/tourists, with growth rates twice as fast as those of other types of tourists. China has become a strategic emerging market for the global cruise industry, quickly developing their cruise reception business and holding about 10% of the market share of global cruisers. (...) In this paper, we examine and categorize various travel motivations of Chinese cruise tourists by means of a questionnaire via factor analysis, mean analysis, and K-cluster analysis. The results of the study indicate that Chinese cruise tourists are primarily encouraged to participate in cruise tourism by the motivational dimensions of family leisure/relaxation, natural and cultural exploration, bond/communication, social respect, tourism shopping, and cruise-promotion information sources. The strongest motivations for Chinese cruise tourists were found to be family leisure/relaxation and natural/cultural exploration. We identify four types of cruisers using the K-means cluster method. We find that for all cruiser demographics, leisure/relaxation is the most important motivational factor. Based on these results, we propose some specific solutions for expanding the customer pool in the Chinese cruise market. (shrink)

The COVID-19 pandemic has caused major changes in the psychological capital structure of individuals and groups, especially among members of the upper echelons of Chinese mixed-ownership reform enterprises, who are more sensitive to the environment. Based on prospect theory. In order to further study the changes in the psychological capital structure of upper echelons of the mixed ownership reform of state-owned enterprises under the influence of the COVID-19, and what impact it has on the decision-making behavior of the upper echelons (...) and the development performance of the mixed ownership reform enterprises, this paper introduces the system dynamics research method into the research field of the upper echelons for the first time, and studies the psychological capital structure of the upper echelons through simulation. This paper puts forward new research ideas for the research on the psychological capital structure of upper echelons. Using the system dynamics method, this study investigates the changes induced by the COVID-19 pandemic, on the psychological capital structure of the upper echelons of Chinese mixed-ownership reform enterprises; and assesses the concept model of behavioral psychological capital adjustment. The impact of COVID-19 on communication strategies among upper echelons, directly affects the evolution results of the decision-making system. The psychological capital structure in the upper echelons has evolutionary stability strategies in three cases. In some cases, the system evolution presents periodic characteristics. The higher the probability of group communication, the more stable the psychological capital structure, and the greater the fluctuation of behavioral integration. There is a significant correlation between the level of efficacy and resilience of upper echelons psychological capital structure and upper echelons decision-making behavior. Under the condition of improving the communication probability among upper echelon members, there is a positive correlation between the level of hope and optimism of upper echelon and the power structure of upper echelon and the development performance of mixed reform enterprises. Develop the psychological capital structure of upper echelon of mixed reform enterprises, improve the level of financing development decision-making ability and improve decision-making performance. (shrink)

AGGA (Academic Guidelines for Generative AIs) is a dataset of 80 academic guidelines for the usage of generative AIs and large language models in academia, selected systematically and collected from official university websites across six continents. Comprising 181,225 words, the dataset supports natural language processing tasks such as language modeling, sentiment and semantic analysis, model synthesis, classification, and topic labeling. It can also serve as a benchmark for ambiguity detection and requirements categorization. This resource aims to facilitate research on AI (...) governance in educational contexts, promoting a deeper understanding of the integration of AI technologies in academia. (shrink)

This work aims to solve the complex problems of non-linearity, instability, and multiple economic factors in the tax forecast of the ceramic industry to ensure the sustainable development of the ceramic industry. The key influential indicators of the tax forecast are obtained by analyzing the principal components affecting the tax index. In addition, a human-computer interaction system is established based on cognitive psychology theory to improve the user-friendliness of tax analysis. At the same time, the tax data of the ceramic (...) industry in Jingdezhen City, Jiangxi Province in different years are used for the empirical analysis of the tax prediction of different prediction models, including particle swarm optimization algorithm, and fusion algorithm, and support vector machine. This work comprehensively analyzes the influence of the optimized tax supervision mode on the economic development of the ceramic industry and provides ideas for the development of the ceramic industry in Jingdezhen. The research results demonstrate that the main indicator affecting tax revenue is the added value of the primary and secondary industries. The optimized SVM based on grid search method can provide a comprehensive data base for tax forecasting. The optimization of the computer system based on cognitive psychology improves the model prediction accuracy by 10%, and the absolute error decreases from 6.9 to 1.8%. The tax forecast results indicate that the tax imbalance in Jingdezhen is increasing. Therefore, the government needs to attach great importance to the development of the ceramic industry and strictly implement the tax policy. The tax supervision model can alleviate the problems of low fiscal contribution rate, tax evasion, and management loopholes. In addition, the SVM tax prediction model optimized by grid search method will lay a theoretical foundation for the research and application of taxation in the ceramic industry. (shrink)

Whereas the effect of people’s motivations to give to traditional, off-line charities has been extensively investigated, their motivations to support online charitable crowdfunding projects are largely unexplored. The present study examines the influences of extrinsic motivations, intrinsic motivations, and social interactions on intentions to support charitable crowdfunding behaviors, namely, the willingness to share project information and the intention to donate money. Hierarchical multiple regression analyses on self-reported survey data from 617 respondents in China reveal support for the hypotheses. The results (...) show that intrinsic motivations and social ties are predictors for both supporting behaviors. Reputation and social influence motivate people to share projects, but have no significant effects on their ITD. Reciprocity is positively, and financial constraints are negatively, related to ITD but have no significant effects on WTS. These findings offer insights into the motivations driving individuals’ participation in charitable crowdfunding. The implications for both platforms and fundraisers are discussed. (shrink)

In order to improve our understanding of whether and how spiritual leadership promotes positive work-family outcomes from a resource perspective, this study proposed and tested for the first time a conceptual model incorporating job resources and psychological capital as the mediating factors between spiritual leadership and facilitation. We tested a theoretical model with date obtained from 529 Chinese workers who completed questionnaires in a four-wave survey. The results showed that the relationship between spiritual leadership and work-to-family facilitation was mediated by (...) job resources alone, as well as job resources and psychological capital in sequence. Thus, this research may also pave the way for future spiritual leadership research on follower outcomes in other domains by shifting the present spiritual leadership research focus from work outcomes to personal life. Implications for theory, managerial practices, limitation, and future research were discussed. (shrink)

Urban inclusive green growth (UIGG) refers to the synergetic enhancement of the economy, the environment, and the society in a city. Achieving such enhancement requires addressing a series of problems in the development of urbanization, such as unemployment, lack of access to education, insufficient medical resources, inequity, and environmental pollution. As firms are critical to city development and urbanization, whether they practice corporate social responsibility (CSR) plays a crucial part in UIGG. In this study, we focus on Chinese cities as (...) examples of UIGG and Chinese listed companies as CSR engagers, employing matched data on Chinese listed companies and cities to investigate how CSR affects UIGG. Specifically, the empirical results of a high-dimensional fixed effect model indicate that CSR significantly promotes UIGG. This finding remains valid after a set of robustness checks, including instrumental variable (IV) regression. CSR can promote UIGG by positively influencing enterprises’ economic performance, innovation, and employment. To promote firms’ substantive CSR actions, the government of Jiangsu Province, China, launched a pilot policy for CSR promotion by issuing an official guidance document, which can be considered a quasi-natural experiment to test the causality between CSR and UIGG. We find that the CSR pilot significantly promoted UIGG. The heterogeneity test results indicate that the influence of CSR on UIGG varies based on the audit company, the nature of the enterprise, and the structure of corporate leadership. (shrink)

This study aims to explore the relationship and mechanism between the preschool inclusive education teachers’ organizational support, teacher self-efficacy, and work engagement. This study adopted the organizational support scale, inclusive education efficacy scale, and work engagement scale, measured for 600 preschool inclusive education teachers, eventually obtained 568 effective questionnaires, established research model, and analyzed the data using the structural equation model. There are significantly more men than women, and the majority were public kindergarten. Organizational support significantly positively affects teachers’ self-efficacy (...) and work engagement in preschool inclusive education. Preschool teachers’ self-efficacy has a significant positive impact on work engagement. Preschool teachers’ self-efficacy plays a partial mediating role between organizational support and work engagement. Organizational support not only directly affects teachers’ self-efficacy and work engagement in preschool inclusive education but also indirectly affects their work engagement through preschool teachers’ self-efficacy, which provides theoretical and practical guidance for the research of inclusive education. (shrink)

本书梳理了中外公民、公民观念的发展历史和理论概况;探讨了公民道德概念及其历史定位、公民道德基本问题和公民道德的规范体系;以及市场经济与公民道德的关系等内容。.

Of the various debates surrounding harm reduction, a conceptual tension that perhaps has the most relevance for the provision of services is that of harm reduction as a technical solution versus a contextualized social practice. The aim of this paper was to examine this conceptual tension. First, the two perspectives will be presented through the use of examples. Second, philosophical drivers that serve to underpin and justify each perspective will be explicated at the level of the knowledge that we privilege; (...) the ideologies that we subscribe to; and the interests that we stand to serve. In this paper, I argue that the existing tension between technical and social approaches to harm reduction is embedded within discord pertaining to ways of knowing, paradigms of inquiry, prevailing ideologies, and notions of harm and risk. Building on these sources of tension, I suggest a means of philosophical reconciliation between the two approaches and ways forward, namely through acknowledging multiple sources of knowledge, through embracing paradigmatic incommensurability, through considering alternative conceptions of people who use drugs as political subjects, through involving service providers and end‐users in shared decision‐making, and lastly through reaffirming people who use drugs as the intended beneficiaries of services. (shrink)

Nanotechnology and nanosciences have recently gained tremendous attention and funding, from multiple entities and directions. In the last 10 years the funding for nanotechnology research has increased by orders of magnitude. An important part that has also gained parallel attention is the societal and ethical impact of nanotechnology and the possible consequences of its products and processes on human life and welfare. Multiple thinkers and philosophers wrote about both negative and positive effects of nanotechnology on humans and societies. The literature (...) has a considerable amount of views about nanotechnology that range from calling for the abandonment and blockage of all efforts in that direction to complete support and encouragement in hopes that nanotechnology will be the next big jump in ameliorating human life and welfare. However, amidst all this hype about the ethics of nanotechnology, relatively less efforts and resources can be found in the literature to help engineering professionals and educators, and to provide practical methods and techniques for teaching ethics of nanotechnology and relating the technical side of it to the societal and human aspect. The purpose of this paper is to introduce strategies and ideas for teaching ethics of nanotechnology in engineering in relation to engineering codes of ethics. The paper is neither a new philosophical view about ethics of nanotechnology nor a discussion of the ethical dimensions of nanotechnology. This is an attempt to help educators and professionals by answering the question of how to incorporate ethics of nanotechnology in the educational process and practice of engineering and what is critical for the students and professionals to know in that regard. The contents of the presented strategies and ideas focus on the practical aspects of ethical issues related to nanotechnology and its societal impact. It also builds a relation between these issues and engineering codes of ethics. The pedagogical components of the strategies are based on best-practices to produce independent life-long self-learners and critical thinkers. These strategies and ideas can be incorporated as a whole or in part, in the engineering curriculum, to raise awareness of the ethical issues related to nanotechnology, improve the level of professionalism among engineering graduates, and apply ABET criteria. It can also be used in the way of professional development and continuing education courses to benefit professional engineers. Educators and institutions are welcome to use these strategies, a modified version, or even a further developed version of it, that suits their needs and circumstances. (shrink)

Publications by Chinese researchers in scientific journals have dramatically increased over the past decade; however, academic misconduct also becomes more prevalent in the country. The aim of this prospective study was to understand the perceptions of Chinese biomedical researchers towards academic misconduct and the trend from 2010 to 2015. A questionnaire comprising 10 questions was designed and then validated by ten biomedical researchers in China. In the years 2010 and 2015, respectively, the questionnaire was sent as a survey to biomedical (...) researchers at teaching hospitals, universities, and medical institutes in mainland China. Data were analyzed by the Chi squared test, one-way analysis of variance with the Tukey post hoc test, or Spearman’s rank correlation method, where appropriate. The overall response rates in 2010 and 2015 were 4.5% and 5.5%, respectively. Data from 15 participants in 2010 were invalid, and analysis was thus performed for 1263 participants. Among the participants, 54.7% thought that academic misconduct was serious-to-extremely serious, and 71.2% believed that the Chinese authorities paid no or little attention to the academic misconduct. Moreover, 70.2 and 65.2% of participants considered that the punishment for academic misconduct at the authority and institution levels, respectively, was not appropriate or severe enough. Inappropriate authorship and plagiarism were the most common forms of academic misconduct. The most important factor underlying academic misconduct was the academic assessment system, as judged by 50.7% of the participants. Participants estimated that 40.1% of published scientific articles were associated with some form of academic misconduct. Their perceptions towards academic misconduct had not significantly changed over the 5 years. Reform of the academic assessment system should be the fundamental approach to tackling this problem in China. (shrink)

This research, focusing on the 'Oracle Bone Script' of Anyang City, China, holds significant academic value. It delves into the discovery of oracle bones and their use for divination and sacrifice during the Shang Dynasty, shedding light on the social, political, economic, and cultural aspects of the time, as well as local wisdom. The study investigates the connection between oracle bones and the lives and society of the local people in Anyang, including the construction of identity and the utilization of (...) oracle bones' value. The main findings of the study, titled 'Oracle Bone Script Culture of Anyang, China,' highlight the inseparable link between 'self-identity construction' and 'value utilization of inheritance.' These two elements interact to shape a distinctive oracle bone culture that mirrors the self-identity of the people of Anyang. The research's academic significance lies in its exploration of ancient cultural identity and its provision of crucial educational and informational value for the cultural development policies of various countries. (shrink)

The spirit of religious art has played an important role in different ideological and cultural changes, and has also made great contributions to the study of art and social history and culture. On the basis of sorting out the cultural and constitutive characteristics of religious art, this paper further explores the presentation form of the symbolic expression of visual communication design in religious art, with a view to clarifying the intertwined value and significance between the two. In addition, combining the (...) graphic context of visual communication design with the symbolic expression of religious art symbols, the specific ideas of visual design expression of religious art are proposed, the color network is established by extracting the visual colors of religious art, and the visual communication design process of religious art is constructed. From the visual color expression of religious art works, the RGB color peaks are mainly concentrated between 200°~240°, and the brightness and saturation in the HSV color model get peaks in low frequency and high frequency respectively. The color network established through the primary and secondary characteristic colors provides a visual color basis for the design of religious art cultural and creative products, and more than 90% of the audience is satisfied with the religious art cultural and creative products. It is feasible to use visual communication design to show the cultural connotation of religious art, and it also provides a new way to revitalize the cultural communication of religious art. (shrink)

Background:As a highly contagious disease, the COVID-19 pandemic has become a serious health threat and psychological burden for the global communities. From the conceptual perspective of affordances, this research examined the role of social media for health campaign and psychological support during the global crisis.Methods:Data from both social media and a nationwide survey were collected and analyzed. Face mask-related posts on Sina Weibo from January 1, 2020, to June 30, 2020, were retrieved and studied. Face mask wearing as a well-established (...) preventive measure was identified and examined from hashtag topics. A nationwide survey with a randomized experiment embedded was conducted to further investigate the mobilizing dynamics.Results:During the escalation phase in the first half of 2020, the hashtag topic “#national mask campaign#,” initiated by a celebrity, topped the ranking of mask-related topics on Weibo. The findings indicated that prevention activities, solidarity expression, and names of celebrity idols were frequently discussed. With celebrity idols as opinion leaders, millions of fandom publics actively participated in this hashtag health campaign. Results of the nationwide survey show the popularity of fan identity, and the experiment results demonstrate the strong mobilizing power of celebrity idol and fandom community in civic engagement and participation among young Chinese.Conclusions:The research demonstrates how the affordances of social media, such as liking, commenting, reposting, and hashtagging can be influential in promoting health behaviors and expressing solidarity. Implications for public health professionals and policymakers to raise awareness and understanding about health campaigns via social media are discussed. (shrink)

Green volunteering has gained significant attention in recent years, with research focusing on pro-environmental behaviors and the preservation of natural ecosystems. While much has been written about its societal benefits, such as community engagement, social responsibility, and sustainable development, there is less research into its impact on the professional growth of volunteers. As a result, we know surprisingly little about how participants can harness the skills they develop through green volunteering to enhance their performance in the workplace. Using self-determination theory, (...) we propose a serial mediation model in which managers’ participation in green volunteering fosters ethical leadership behavior in the workplace. Our analysis of time-lagged dyadic data from 798 managers and their direct reports reveal that green volunteering enhances ethical leadership by increasing managers’ sense of felt obligation and moral ownership. Furthermore, we find that the organization’s ethical climate plays a key moderating role, amplifying the positive effects of green volunteering in environments that emphasize ethical values. We conclude by discussing the theoretical and practical implications of our findings. (shrink)

The present study (N= 109) set out to examine the role of cross-linguistic differences as a source of potential difficulty in the acceptance and online interpretation of the English singulartheyby Chinese English as a Foreign Language (EFL) learners across two levels of second-language proficiency. Experiment 1 operationalized performance through an untimed acceptability judgment test and Experiment 2 through a self-paced reading task. Statistical analyses yielded an asymmetric pattern of results. Experiment 1 indicated that unlike native English speakers who generally accepted (...) the singulartheywith all antecedent types, two Chinese EFL groups consisting of English majors (higher level) and non-English majors (lower level) both rated it as the least acceptable pronoun regardless of their proficiency level. In contrast, Experiment 2 demonstrated that like native English speakers, both Chinese EFL groups were not disrupted in their reading by the use of the singulartheymost of the time, although its online interpretation was modulated by L2 proficiency levels of the participants. While the English majors were not affected by the use of the singularthey, the non-English majors spent a significantly longer time reading the latter region of the sentences where the singulartheywas used. In short, the results of the two experiments seem to indicate that under no time constraint, L2 speakers showed a heightened degree of grammar sensitivity, whereas when there was a time constraint, their grammatical sensitivity was reduced by a greater need to focus on meaning. The difficulty for Chinese EFL learners to acquire the singulartheymay be located at the restructuring of their existing knowledge of the plural feature ofthey[−PLURAL] in their mental lexicon and the adaptation to the sociocultural norms of the target language. The pedagogical implications of the findings are discussed. (shrink)

Mood and optimism have been demonstrated to influence risk-taking decisions; however, the literature on mood, optimism, and decision-making is mixed and conducted primarily with western samples. This study sought to address this gap in the literature by examining the impact of mood and dispositional optimism on risk-taking and whether these associations differed between undergraduate students from the United States and the People’s Republic of China. Both samples completed a dispositional optimism questionnaire and an autobiographical mood induction task. They were then (...) tasked with choosing to complete the Raven’s Advanced Progressive Matrices reasoning task on easy, medium, or hard difficulty for hypothetical money. Selecting harder difficulties was interpreted as more risk-taking due to a higher chance of failure. More positive mood and higher dispositional optimism were associated with decreased risk-taking, i.e., selecting easier puzzle difficulties, in the American sample but increased risk-taking decisions, i.e., selecting harder difficulties, in the Chinese sample. These findings suggest that the effect of mood and optimism on decision-making may differ by nationality and/or culture. (shrink)

Abusive supervision is quite common in the service industry. Employees’ proactive customer service performance is essential for the long-term development of service enterprises. This study enriches the antecedents of proactive customer service performance from a new theoretical perspective by incorporating the analysis of abusive supervision into the theoretical framework and fills the research gap between customer orientation and proactive customer service performance. Based on Affective Events Theory and Social Cognitive Theory, this study established the structure equation model between abusive supervision (...) and proactive customer service performance mediated by affective commitment and customer orientation. Utilizing structural equation modeling, a negative association between abusive supervision and proactive customer service performance was found, and affective commitment and customer orientation act as the mediators between abusive supervision and proactive customer service performance. In addition, the implications for future study were also discussed. (shrink)

The ever-debated question of triage and allocating the life-saving ventilator during the COVID-19 pandemic has been repeatedly raised and challenged within the ethical community after shortages propelled doctors before life and death decisions. The British Medical Association’s ethical guidance highlighted the possibility of an initial surge of patients that would outstrip the health system’s ability to deliver care “to existing standards,” where utilitarian measures have to be applied, and triage decisions need to maximize “overall benefit” In these emergency circumstances, triage (...) that “grades according to their needs and the probable outcomes of intervention” will prioritize or eliminate patients for treatment, and health professionals may be faced with obligations to withhold or withdraw treatments to some patients in favour of others. This piece is a response and extension to articles published on the manner of involvement for ethics and ethicists in pandemic triage decisions, particularly examining the ability and necessity of establishing triage committees to ameliorate scarce allocation decisions for physicians. (shrink)

Conventional methods for fault diagnosis typically require a substantial amount of training data. However, for equipment with high reliability, it is arduous to form a large-scale well-annotated dataset due to the expense of data acquisition and costly annotation. Besides, the generated data have a large number of redundant features which degraded the performance of models. To overcome this, we proposed a feature transfer scenario that transfers knowledge from similar fields to enhance the accuracy of fault diagnosis with small sample. To (...) reduces the redundant information, data were filtered according to manifold consistency. Then, features were extracted based on CNN and feature transfer was conducted. For adequate fitness, the joint adaptation of conditional distribution and marginal distribution was used between the two domains. Minimum structural risk and MMD of adaptation were two indicators weighted for training the model. To test the efficiency of the model, we built an airborne fuel pump testbed, and contributed a new dataset that contained 15 categories of fault data, which serves as the small sample dataset in this research. Then the proposed model was applied in our experimental data. As a result, the fault diagnosis rate increases by 28.6% through our proposed model, which is more precise than other classical methods. The results of feature visualization further demonstrate that the features are more distinguished through the proposed method. All code and data are accessible on my GitHub. (shrink)