Jianru Fu’s research while affiliated with Jiangxi Normal University and other places

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Publications (7)


Sliding window legend.
Sequence of price yields in the new energy and carbon markets.
New energy and carbon market Kernal density estimates.
Complexity analysis of new energy and carbon markets in different years.
Synchronization analysis of new energy and carbon markets in different years.

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Complexity and synchronization of carbon and new energy markets based on multiscale entropy
  • Article
  • Full-text available

October 2024

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12 Reads

Jianru Fu

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Ying Sun

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Xiaonan Liu

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[...]

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Shicheng Li

This study provides a comprehensive analysis of the dynamic evolution of complexity and synchrony between the carbon market and the new energy market from 2019 to 2023, employing multiscale sample entropy and cross‐sample entropy methods. The study shows that, both in the long term and short term, the complexity of the new energy market consistently exceeds that of the carbon market. Additionally, the carbon and new energy markets exhibit higher synchronization on smaller scales. As the time scale increases, interactions between the carbon and new energy markets become more complex and diverse. According to these findings, it is recommended that policymakers improve the transparency of the new energy market, optimize the operational mechanisms of the carbon market, and ensure that carbon reduction strategies and new energy policies are mutually coordinated. This holds significant importance for both carbon reduction targets and the development of new energy.

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Study on the spatial nonlinear impact of haze pollution on residents’ health: a epidemiological perspective

Environment Development and Sustainability

Regional haze pollution is a serious atmospheric environmental problem in China, it seriously affects residents’ health. This paper uses ArcGIS software to analyse the spatial and temporal distribution maps of haze pollution and residents’ health in China, and empirically examines the spatial non-linear effects of haze pollution on residents’ health by using spatial econometric models and threshold models. The results are shown as follows: First, the level of haze pollution in China is gradually decreasing, and the level of residents’ health is gradually improving. It is worth noting that the areas with high level of haze pollution are mainly located on the southeast side of the Hu line. Coincidentally, the areas with high level of residents’ health are also mainly located in the southeast side of the Hu line. Second, haze pollution has significant spatial spillover effect on residents’ health, with inter-regional spillover effect being much greater than intra-regional spillover effect. Third, economic development increases the health risk from haze pollution, while environmental regulation does not reduce the health risk from haze pollution. The effect of population agglomeration on the health risk from haze pollution shows a trend of improvement followed by deterioration, while the effect of industrial agglomeration on the health risk from haze pollution shows a trend of deterioration followed by improvement. Therefore, this paper provides valuable insights for the ongoing and comprehensive efforts to fight for a blue sky and promote the implementation of the national strategies of “Beautiful China” and “Healthy China”.



a–f Spatial distribution of air pollution, population migration, and residents’ health in China in 2010 and 2020. Note: Those maps are based on the standard map with the approval number of GS (2019) 1822 downloaded from the standard map service website of the Ministry of Natural Resources, and the base maps have not been modified
The impact of air pollution on residents’ health in China: the mediating effect of population migration

January 2024

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45 Reads

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5 Citations

Air Quality Atmosphere & Health

At present, air pollution remains a serious environmental issue with extensive attention in China. It may not only cause population outflow but also poses significant threats to residents’ health. Therefore, it has become an imperative initiative to explore the impact of air pollution on the residents’ health. In this paper, we map the spatial distribution of air pollution, population migration, and residents’ health between 2010 and 2020 based on panel data from 31 Chinese provinces. Theoretical analysis and empirical tests are then carried out to investigate the intrinsic logical relationships between the three. The research findings demonstrate the following: (1) Air pollution not only has a direct negative impact on residents’ health, but it also has an indirect impact on residents’ health through the mediating effect of population migration. (2) Air pollution has a significant negative spatial spillover effect on residents’ health, and neighboring residents are at greater health risk of being exposed to air pollution than local residents. (3) Economic development, environmental regulation, and their interaction term exhibit a single threshold effect on the health risk of air pollution. (4) From the perspective of regional heterogeneity, we find that the health risk of air pollution is greater in northern China and the southeast of the Hu Line. This paper provides valuable insights for promoting the implementation of the grand strategies of “Beautiful China” and “Healthy China.”



Evolutionary game analysis of rural public–private partnership older adult care project in the context of population aging in China

August 2023

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18 Reads

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5 Citations

Introduction Public–private partnership (PPP) older adult care project is an effective means to solve the dilemma of the aging population in China's rural areas, but there are some problems in the operation process, such as a low participation rate and poor service quality, resulting in the needs of rural older adult groups not being met. Methods To alleviate the pressure of the aging population in rural areas, this study establishes an evolutionary game model for the PPP older adult care project, then defines the interests of local government, the private sector, and rural older adult residents, based on which it discusses the strategic choices of the three parties in the evolutionary process, and finally analyzes the influencing factors of the strategic choices of the game parties through simulation. Results The results suggest that whether the private sector chooses to actively participate in the project will be influenced by the willingness of local government and rural older adult residents to participate in the project. Local government could play the role of supervisor through reward and punishment mechanisms. Whether older rural residents choose to participate in the project depends on the number of benefits they would receive. Discussion Based on these findings, local governments should clarify the responsibilities of relevant stakeholders, adopt a regulatory strategy combining subsidies and penalties, improve the participation efficiency of rural older adult residents, promote the effective operation of PPP older adult care projects, and improve the quality of rural older adult care services in the new era.


KNN method interpretation.
KNN algorithm flowchart.
Nonlinear mapping.
SVM optimal hyperplane schematic diagram.
Schematic diagram of the classification problem.
Internet Digital Economy Development Forecast Based on Artificial Intelligence and SVM-KNN Network Detection

June 2022

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17 Reads

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1 Citation

Computational Intelligence and Neuroscience

The development and spread of Internet technology have made it easier to find web servers. People can browse various websites to shop or pay for living expenses, which brings great convenience to life, but as a result, Internet security problems continue to appear. This article is based on a detailed theoretical analysis of mainstream algorithms, making an analysis of web logs which is of great significance and practical value. In addition, through reasoning analysis, technical support is provided for improving the weight factor of the KNN (K-nearest neighbor) algorithm, and the literature research method of the SVM-KNN hybrid algorithm and the KNN classifier is proposed. This paper conducts a detailed theoretical analysis based on the mainstream algorithms that are widely used in the current classification technology and integrates the mainstream classification algorithms in real-life applications and popularization, selecting the support vector machine and KNN calculation method. In the digital economy development model, although China has a large number of netizens, obvious late-comer advantages and institutional advantages as a guarantee, due to the constraints of two key factors, capital and technology, a series of social problems have also arisen. During the transformation of the digital economy, prominent digital security issues, high-risk vulnerabilities, and increasing number of cyber-attacks, along with uneven data quality levels and lagging laws and regulations, have brought many challenges and obstacles.

Citations (4)


... Evidently, air pollution can have a detrimental effect on residents' health. Through implementing environmental regulations such as policy constraints [23], increasing urban green spaces [24], and increasing environmental protection expenditures [25], air pollutants can be effectively controlled and reduced, which is beneficial for improving residents' health [26]. Meanwhile, from the perspective of water pollution, it not only threatens drinking -water safety [27], but toxic substances in water pollution may also negatively impact residents' health through the food chain [28]. ...

Reference:

Impact of environmental regulation, energy technology innovation on population health
Assessing the health risk impacts of urban green spaces on air pollution - Evidence from 31 China's provinces
  • Citing Article
  • February 2024

Ecological Indicators

... However, as two interdependent systems, EEC and RPH mutually influence and constrain each other. Current research primarily focuses on the unidirectional impact of EEC on RPH [22][23][24], with relatively few studies addressing their coupled and coordinated relationship. This study is structured around two key scientific questions: (1) How has the relationship between EEC and RPH in China evolved? ...

The impact of air pollution on residents’ health in China: the mediating effect of population migration

Air Quality Atmosphere & Health

... By engaging private enterprises, China can encourage a more diverse range of services and improve both the availability and quality of care options. Innovations in service delivery-such as technology-enabled care solutions (74), privatesector partnerships (75), and nonprofit initiatives (10)-are instrumental in meeting the growing demand for old-age care services. Nonetheless, the practical implementation of these plans still requires further optimization to address the diverse needs of older adults. ...

Evolutionary game analysis of rural public–private partnership older adult care project in the context of population aging in China