bluuebunny/crossref_metadata_2025_split huggingface dataset:
Innovation and Practice of Educational Management System of Colleges and Universities under the Concept of Internet+ Education
Authors: Zhou Jing 
Published: December 2023

Abstract
Based on the data mining technology under the concept of Internet + education, this paper determined the type of clustering adopted, the type of clustering variables is discussed, and the division method and hierarchical method of clustering are utilized to divide the educational management work of counselors into management ability, management attitude, and management method, and the teaching quality of teachers is divided into teaching content, teaching art, classroom management, classroom structure, and teaching effect. Educational management countermeasures are proposed for clustering results, and developmental countermeasures and action paths are proposed. The values of management attitude, ability, method, and effect are 0.607, 0.566, 0.5528, and 0.5768, respectively. The scores of students’ education and management work are all above 0.55, which is a moderate level. The four attribute values indicate that management attitude has a strong role in the educational management work of college counselors.
Employment-oriented the education of ideologic and politic methods for college students in the context of deep learning
Authors: Yan Yun 
Published: December 2023

Abstract
Based on the advantages of the education of ideologic and politic in college students’ employment guidance, this paper puts forward the necessity of strengthening the path of the education of ideologic and politic in college students’ high quality and full employment. On the basis of the deep learning background, ID3 algorithm is selected to be applied to college students’ employment guidance, and ID3 algorithm is improved to obtain a classification model with better classification accuracy and decision tree streamlining, and then better provide employment guidance decision-making suggestions. It focuses on analyzing the structure of college students’ employment abilities and the methods of cultivating those abilities in the education of ideology and politics. Most of the students in the three majors of management, economics and engineering think that it is necessary to strengthen the education of ideologic and politic, and the proportion of students is 0.83, 0.94 and 0.80 respectively. The proportion of students in the three majors of literature, art and law who hold the attitude that it is very necessary is 0.40, 0.38 and 0.35 respectively. 74.2% of the students chose to enrich the methods and means of the education of ideologic and politic, and thus the methods of the education of ideologic and politic should be strengthened in order to improve the employment rate of college students.
Exploration and Practical Research on Physical Education Theory Innovation in Colleges and Universities under the Background of Internet
Authors: Bai Dan 
Published: December 2023

Abstract
This paper first analyzes the characteristics of the Internet “connecting everything”, gives the logical starting point for the research of physical education theory based on the Internet, and puts forward three major strategies for the innovation of physical education theory in colleges and universities. Secondly, it constructs the framework of physical education theory innovation in colleges and universities based on teaching and learning and uses the teaching and learning optimization algorithm to describe the teaching and learning phases of teaching and simulate the learning process of students. Finally, 99 students in college R are used as research subjects for comparative analysis of learning interest and performance. The results show that after the experiment, the intensity of students’ learning interest increased from 85.63 to 93.15 in the Experiment 1 class and from 88.89 to 92.43 in the Experiment 2 class, and there was no significant difference between the two experimental classes with P>0.05, and there was a significant increase in the overall learning interest of the students. The data show that the innovation of physical education theory can enhance students’ learning interest, which improves students’ academic performance and provides data support for the development of physical education in colleges and universities.
Analysis of the Cultivation Mechanism of Innovation and Entrepreneurship Ability of College Students in the Context of Information Age
Authors: He Liujian 
Published: December 2023

Abstract
In this paper, under the background of the information era, according to the control theory of education of Innovation and Creation in institutions of higher education, the evaluation index system of education of Innovation and Creation resources is constructed. In order to optimize the allocation of education of Innovation and Creation resources in institutions of higher education, multi-objective optimization analysis of education of Innovation and Creation resources in institutions of higher education is carried out and combined with the objective function and indicator weights as well as the MOPSO algorithm, which in turn completes the multi-objective optimization analysis model. We establish the research variables, analyze and research scheme, and carry out an empirical analysis of the education of Innovation and Development in higher education institutions against the backdrop of information technology. These form the basis of the study’s methodology for teaching Creative Thinking and Creation mechanisms in higher education institutions. The findings indicate that prior to the experiment, the model’s resource allocation efficiency for Innovation and Creation education varied significantly amongst schools, ranging from a minimum of 0.122 to a maximum of 0.186; after optimization, the allocation efficiency was 0.188, with a mean increase of 20.88%, thereby realizing the optimization of Innovation and Creation education resource allocation.Regarding the optimization of education for innovation and the creation of resource allocation. On education of Innovation and Creation, the interaction term of new entrepreneurship education and entrepreneurship includes the regression coefficient of education of Innovation and Creation*entrepreneurship is 0.038 (Model16: β = 0.038, p<0.001), and it is significant at the level of 0.001, and there is always a positive interaction effect between education of Innovation and Creation and entrepreneurship in the influence on intention. This study can provide a better platform for entrepreneurial practice for students, which is of great importance in enhancing their innovation consciousness and practical abilities in college.
Neural network-based fiber optic cable fault prediction study for power distribution communication network
Authors: Zhang Lixia , Yan Leifang , Shen Wendong , Li Fei , Wu Junyun , Liang Weiwei 
Published: December 2023

Abstract
As the foundation of communication networks, optical fiber carries huge network traffic, so the prediction of fiber optic cable faults is an important guarantee for the operation of communication networks. Based on the combination of fiber optic system networking technology and network management data, this study constructs an alarm correlation analysis method by using data mining technology to obtain the data set of the fault prediction model for the problem of low fault prediction accuracy of traditional communication networks. The dataset is used to balance the sample data by generating a small number of new samples through the generative adversarial network. The memory-based feature generation convolutional network is proposed to enhance the feature interaction to realize fault prediction in communication networks. The prediction model has a high prediction accuracy of 98.68%, which saves about 160 min for repair work through the application of fiber optic cable fault prediction, which compares well with other models. Fault prediction based on neural networks can provide assistance in the operation and maintenance of distribution communication networks.
Lightweight encryption of enterprise data and secure management of eventual graphical model construction
Authors: Liu Kunpeng , Zhu Longzhu , Xu Bin 
Published: December 2023

Abstract
In this paper, we use the event map as well as the even map reaction system, combined with the lightweight network data transmission encryption method of matrix tensor product, to establish the even map model for big data security management. The transmission data is compressed and reconstructed by matrix tensor compression perception, and the lightweight AES encryption of network transmission data is encrypted using the symmetric encryption method. In the end, the effectiveness of AES encryption and decryption while transmitting plaintext data is assessed for each department of Enterprise D in the service area of Edge Server Server. The results show that the lightweight AES encryption algorithm encrypts at an average of 85.33 ms less than the AES encryption algorithm, while the decryption time is 48.17 ms less, and the operation speed is faster. The algorithm demonstrates that it ensures the security of data transmission and enhances encryption and decryption performance simultaneously. In this paper, the research realizes the enterprise data transmission encryption college transmission, which provides a reference for data encryption.
Design and construction of age-friendly smart buildings based on BIM technology
Authors: He Yu 
Published: December 2023

Abstract
This paper explores the entry point of BIM technology in promoting intelligent construction and proposes an engineering safety accident prediction model for the construction of age-friendly intelligent buildings based on the gray prediction GM(1,1) method. Based on the physical condition of the elderly, the needs of the settlement, at the same time, the construction of an intelligent old-age design system, according to the needs of the corresponding response to the old-age building design, to facilitate the residence. The intelligent floor plate is identified as an example of the intelligent design results of age-friendly buildings by empirically analyzing their willingness to construct age-friendly intelligent buildings. In the willingness analysis, the survey results were analyzed for reliability validity and correlation; the reliability α coefficients were all greater than 0.7, the AVEs of the reliability were all higher than 0.5, the CRs were all higher than 0.7, and the reliability validity of the survey was high. The correlation coefficients were all >0, and there was a significant positive correlation between the survey variables. The vibration length was used as a criterion, and the accuracy, precision and recall were all 1. The experiments showed that the elderly have a high degree of intention to build age-appropriate intelligent buildings, and the buildings have a high accuracy in interpreting the state of the elderly, and they can detect problems in time and report them to the relevant personnel.
Leading the Innovative Development of Higher Vocational Teachers in the New Era with Craftsmanship in the Background of Internet
Authors: Liang Pengju 
Published: December 2023

Abstract
As an important part of the education system, higher vocational teachers should follow the trend of education reform and strive to improve themselves. This paper first explores the level of craftsmanship that higher vocational teachers have and constructs an evaluation index system for their craftsmanship level. Then, on the basis of FCM, combined with a mixed Gaussian model, the Gaussian collaborative fuzzy C-mean clustering algorithm, i.e., the GCFCM model, is constructed to classify and evaluate the level of craftsmanship that teachers have. Then, through the survey practice, after descriptive statistical analysis, data processing and clustering analysis were carried out, and the relationship between different types of values and the level of craftsmanship was explored. Finally, the innovative development strategy of higher vocational teachers under the leadership of craftsmanship is proposed from three aspects: cultivation mechanism, development path, and evaluation system. The results show that the cluster center of cluster number 0 is (0.74,0.59), the cluster center of cluster number 1 is (0.65,0.2), and the cluster center of cluster number 2 is (0.32,0.75), and the artisan spirit of the developmental type is lower than that of the excellent type and the comprehensive type of value by about 0.3 and 0.1, respectively. Existing higher vocational teachers have a low level of craftsmanship and need to lead the innovative development of teachers with craftsmanship.
Research on Optimizing the Path of education of ideologic and politic Combined with Multi-Objective Planning for the Cultivation of Innovative and Entrepreneurial Abilities
Authors: Qu Linlin 
Published: December 2023

Abstract
The co-development process between the two is enhanced by this study, which integrates the advancement of creativity and entrepreneurship skills with political and ideological instruction. The multi-objective planning model’s many benefits are utilized to accomplish this. Weak, medium, and strong levels are established based on internal, external, and environmental aspects in order to assess the extent to which political and ideological education has an impact on the development of creativity and entrepreneurial potential. Examine the relationship between national creation and entrepreneurship policies, creation and entrepreneurship courses, creation and entrepreneurship activities, creation and entrepreneurship competitions, and college students’ capacity for creation and entrepreneurship to determine the factors that influence this capacity. The examination of the institution of higher education determines the degree of creativity and entrepreneurship education by collecting data on demand, carrying out access channels, and the degree of cognition of creativity and entrepreneurship education. An optimization path for the education of creative and political students combined with multi-objective planning is suggested after the cultivation of the creation and entrepreneurial capacity of the students’ education is examined. The subjective cognition of creative and political students’ own creation and entrepreneurship capacity is not adequately taught; only 12.35% of them believe that their capacity for innovation is very good or very good, and 42.37% believe that it is not so good and needs to be strengthened.
Refined Urban Grid Simulation Planning Based on Low Carbon Goal Achievement
Authors: Tong Cuizhi , Zhang Hui , Wang Zhixin , Liu Yanzhi , Li Xiao 
Published: December 2023

Abstract
In this paper, a new grid planning combined with low-carbon operation simulation is proposed, a new grid planning and low-carbon operation simulation model is proposed, and the new grid planning model is investigated and illustrated from the four dimensions of constraints. For the new grid simulation planning model, the solution efficiency of the new grid planning model combined with low-carbon operation simulation is improved by the time series clustering method and the extreme scenario identification method based on the amount of lost load. Starting from the low-carbon benefit dynamics of the generation side and the consumption side, a refined urban new grid low-carbon benefit dynamic evaluation model is constructed, while the model parameters and table functions are set, and the low-carbon urban grid simulation planning based on low-carbon simulation is empirically analyzed by means of simulation analysis. The results show that in grid planning, when the carbon emission intensity is 1000gCO2/kWh, the S4 scenario only needs to add an extreme scenario in the iterative process to achieve a relative error accuracy of 0.1%, and the method of using the new grid planning and the low-carbon operation simulation model is sufficient to achieve the target of the loss of load rate and carbon emission intensity. In the evaluation of the low-carbon effect, with the increase in investment amount, the installed capacity of clean energy and the total CO2 emission reduction of the refined urban grid will show two relatively obvious upward trends.
Study on Energy Efficiency Improvement Strategies of Photovoltaic-Hybrid Energy Storage DC Microgrids under the Concept of Green Energy Conservation
Authors: Tong Cuizhi , Zhang Hui , Liu Hongbin , Tian Wei , Wang Chong 
Published: December 2023

Abstract
To improve the energy efficiency of a PV-hybrid energy storage DC microgrid, a series of management strategies are proposed in this paper. According to the working principle of photovoltaic cells, the variable step conductance increment method is used to track and control the output power of photovoltaic cells, and the time constant of the low-pass filter is dynamically adjusted according to the output characteristics of supercapacitors in different SOC intervals, so as to put forward a limit management strategy based on the supercapacitor’s SOC partitioning. An energy management strategy for PV DC microgrid based on hybrid energy storage is proposed to address the impact of internal power fluctuation on DC microgrid operation stability. Based on the voltage deviation range, the system is divided into five operation modes to achieve efficient distribution of system power. Through simulation verification, the charging state difference of the battery bank is reduced by 0.00537 after a charging process of 20 s under the withdrawal and addition of PV power, and the charging power ratio is 5.00:8.14:6.82 at steady state under the withdrawal and addition of the hybrid energy storage unit, U
dc
= 405.4V. This paper’s strategy makes the DC microgrid effective in improving energy efficiency and smoothing out power fluctuations in all operating modes.
Exploration of Strategies for Improving Brand Competitiveness of Agricultural Products in the Context of Digitization
Authors: Xu Meisi 
Published: December 2023

Abstract
Brand competitiveness of agricultural products has become an important source of agricultural production development. This paper proposes the source and generation mechanism of brand competitiveness through the analysis of brand equity differences, combined with enterprise and consumer levels. Based on the composition of brand competitiveness, brand cognition, quality perception, association and loyalty are selected as the influencing dimensions, and the initial hypothesis of competitiveness is initially constituted by applying relevant factors. Structural equation modeling was used to complete the measurement of the research data so that the model was revised, empirical research was conducted, and strategies for competitiveness enhancement were proposed through the discussion of the influence path coefficients. Brand awareness and brand quality perception have a direct positive effect on the competitiveness of regional brands of agricultural products, and the direct influence path coefficients of brand competitiveness are 0.294 and 0.195, respectively. The path coefficients of the influence of the regional natural environment on brand awareness reach 1.169, with an S.E. value of 0.725 and a C.R. value of 11.063, which are significant. The exploration of digitization shows a clear path for improving the competitiveness of agricultural product brands.
Digital Learning Models in Macro-Educational Reform
Authors: Guo Ying 
Published: December 2023

Abstract
This paper explores the digital learning model from the 4 paths of macro education reform. The four paths of macro education reform include improving the education system, changing the education model, updating education content, and establishing a comprehensive evaluation system. The construction of a learning port is based on the aspects of the learning environment and learning service, as well as research on the characteristics of digital learning modes. Based on BP neural networks, an evaluation model for community education digital resources has been established. The defects of the BP neural network are optimized by using an artificial fish school-frog jump hybrid algorithm, and 19 index factors are selected to construct the evaluation system of digital learning resources. Students’ digital learning abilities and the degree of innovation of digital learning resources in community education were separately analyzed using pre-and post-tests. The average performance of students in the experimental class improved by 9.89 points, and the score interval improved to [85,98], which was significantly better than the control class. The most obvious effect is the improvement of resource use performance, from 7.596 to 9.161. Improved learning ability and innovation of learning resources can be achieved through the use of digital learning modes.
Analysis of Teachers’ Discourse in the Digital Platform Mode of College English Teaching Based on the Information Diffusion Model
Authors: Hong Wenjing 
Published: December 2023

Abstract
This paper utilizes the information diffusion mechanism of the information extension model, which can act on the influence of students in the process of university English teaching to the information extension model to the diffusion ability that English information has. It examines the level of student activity and English information coverage in university English teaching and discusses the use of the information extension model in English teaching. According to the objectives of university English teaching, the functional requirements of the university English teaching platform are analyzed, the university English teaching platform based on the information diffusion model is designed through big data technology, and the English teaching platform combined with the information extension model is analyzed in an example study. The results show that on the model simulation analysis, the performance of this paper’s model is better than the User Rank model and UI-LR model when mining less than 30 information extensions. In the analysis of teachers’ discourse, the speech rate of teachers in the university English teaching platform is mainly concentrated in the range of 140-149 syllables/minute and 150-159 syllables/minute, and only one teacher’s speech rate exceeds 170-179 syllables/minute. This study has the potential to enhance students’ understanding of teachers’ discourse and establish a solid platform for communication between teachers and learners.
Feasibility of Strengthening Sandy Soils Using Industry Waste as Geo-Fiber
Authors: Kadhim Firas Jawad , Abed Musab Sabah , Almusawi Jwad K. 
Published: December 2023

Abstract
Re-using waste generated from daily domestic usage to improve weak soils such as dune sand gives a profitable solution to both environment and the construction sector. In this paper, weak sandy soil was modified with two types of fibers derived from daily domestic use. Plastic bottle waste fiber and tainted polypropylene sediment filter fiber were embedded in the sandy soil with a rate of (0.5%,1%,1.5%, and 2%) by weight of dry soil. Toward this, the direct shear test was conducted to confirm the optimum fiber content and evaluate other parameters such as shear strength, normalized ultimate shear strength, angle of internal friction, and adhesion. The results showed that the 1.5% fiber content showed higher values of angle of internal friction and the normalized ultimate shear strength for both types of fibers. The reinforcement with plastic bottle waste fiber and tainted polypropylene sediment filter fiber enhanced the shear strength parameters and normalized ultimate shear strength. Significant improvement was noticed in the adhesion value with the addition of 2% of tainted polypropylene sediment filter fiber. finally, the effect of fiber addition on the Mohr-coulomb failure envelope was discussed.