syedzayyan/paper_mill_benchmark huggingface dataset:
Nonheritage Creative Product Design and Development and Marketing Strategies for Computer Vision and User Experience

With the rapid development of economic and culture, intangible cultural heritage has gradually moved towards the public, and at the same time, many cultural and creative products have been derived.In the face of fierce market competition, nonheritage and creative products gradually occupied a certain market share with their unique cultural heritage and won the love of some consumers.However, at the same time, the development of nonheritage and creative products cannot keep up with the market that is changing with each other, and the design and development of cultural and creative products are far behind market changes.Moreover, the recognition of some consumers cannot improve the booming development of nonheritage creative products, and the future development of nonheritage and creative products is facing a serious crisis.Computer vision has absolute advantages in image processing, which can help nonheritage products for development and design, and further improve the quality of the product.In the process of designing and developing a certain product, our commonly used research method is user experience.User experience strategies can help us design cultural and creative products that fit the characteristics of the times from the perspective of consumers.This article introduces the basic architecture and guidelines of the user experience strategy.In addition, the main research object of this article is nonheritage and creative products, which aims to explore how to use various design thinking methods to develop more valuable products.On this basis, this article integrates computer vision technology in the process of designing and development of nonheritage cultural and creative products and supplemented by user experience strategies to further innovate the design concept of cultural and creative products.Experiments show that the design and development of intangible cultural heritage products based on computer vision and user experience can effectively improve product quality, and the product qualification rate basically reaches 90%.At the same time, this move can further stimulate consumers' desire to purchase, and their purchase intention can reach up to 72%.

Journal: Security and Communication Networks (2022)
Publication types: Research Article;
Molecular Basis of GABA Hypofunction in Adolescent Schizophrenia-Like Animals

Schizophrenia is a neurodevelopmental disorder that nmda receptor (nmdar) hypofunction appears centrally involved.Schizophrenia typically emerges in adolescence or early adulthood.Electrophysiological and several neurochemical changes have linked the gaba deficits to abnormal behaviors induced by nmdar hypofunction.However, few studies have systematically investigated the molecular basis of gaba deficits, especially during adolescence.To address this issue, we transiently administrated mk-801 to mice on pnd 10, which exhibited schizophrenia-relevant deficits in adolescence.Slice recording showed reduced gaba transmission and pvi+ hypofunction, indicating gabaergic hypofunction.Cortical proteomic evaluation combined with analysis of single cell data from the allen brain showed that various metabolic processes were enriched in top ranks and differentially altered in excitatory neurons, gabaergic interneurons, and glial cells.Notably, the gaba-related amino acid metabolic process was disturbed in both astrocytes and interneurons, in which we found a downregulated set of gaba-related proteins (gad65, synpr, dbi, gat3, sn1, and cpt1a).They synergistically regulate gaba synthesis, release, reuptake, and replenishment.Their downregulation indicates impaired gaba cycle and homeostasis regulated by interneuron-astrocyte communication in adolescence.Our findings on molecular basis of gaba deficits could provide potential drug targets of gabaergic rescue for early prevention and intervention.

Journal: Neural Plasticity (2021)
Publication types: Research Article;
Logistics Information Intelligent Platform Based on Dynamic Network Data

In order to reduce the carbon emissions of cold chain logistics and promote the construction of ecological civilization, a logistics distribution path optimization model with the minimum total cost as the objective function under the carbon tax system was proposed.The model comprehensively considers the technical advantages of the internet of things and the characteristics of cold chain logistics; introduces soft time window, customer satisfaction, and carbon emissions as the main constraint conditions; uses the improved genetic algorithm to solve the mathematical model; uses matlab to encode; and shows the effectiveness and rationality of the model and algorithm through examples.The experimental results show that: the total cost is 9917.12 yuan, customer satisfaction is 97.07%, carbon emission is 161.06 kg, carbon tax is 5.64 yuan/ton, fixed cost is 600 yuan, transportation cost is 72.72 yuan, refrigeration cost is 8811.73 yuan, cargo damage cost is 427.03 yuan, penalty cost is 0 yuan, the validity of the algorithm and the rationality of the model are verified.When enterprises add a carbon tax constraint, the total cost of cold chain distribution is reduced, and the carbon emission is reduced compared with that without carbon tax.The research can provide a reference for enterprise cold chain logistics distribution decisions.

Journal: Security and Communication Networks (2022)
Publication types: Research Article;
Analysis of Key Indicators Related to the Teaching of Floral Art Skills Competition Based on Fuzzy Hierarchical Model

The art of floral arrangement has become an essential part of the curriculum to enhance students’ professionalism.By studying the connotation of academic style construction and disciplinary skill competitions and the promotion of disciplinary skill competitions to academic style construction based on the fuzzy hierarchy model, we propose to keep abreast of the times and attach importance to the significance of disciplinary skill competitions; to deepen and improve the organizational structure; improve the evaluation and incentive mechanisms to create a brand; and to gradually form a multilevel management and long-term mechanism to build a disciplinary skill competition system.The aim is to deepen the construction of the university academic style and provide a solid platform for promoting the cultivation of skilled and comprehensive talents.

Journal: Scientific Programming (2022)
Publication types: Research Article;
A Quantitative Enhancement Mechanism of University Students’ Employability and Entrepreneurship Based on Deep Learning in the Context of the Digital Era

This paper adopts a deep learning approach to analyze and study the mechanism of quantitative enhancement of college students’ employment and entrepreneurial abilities in the context of the digital era.The deep learning connotation is predetermined as five abilities, which are metacognitive ability, active communication and cooperation ability, deep processing ability, creative practice ability, and learning empathy experience, and, based on this, the deep learning questionnaire is designed, and it is reclassified by exploratory factor analysis to reduce the dimensionality, and the specific indicators and scientific connotation dimensions of the deep learning questionnaire are determined; and, through the deep learning of each dimension, the problems of deep learning of college students are examined and in-depth analysis is conducted, and the inner relationship and correlation among the dimensions of deep learning of college students are derived through correlation analysis.The success of innovation and entrepreneurship depends on the innovation and entrepreneurial ability of college students, and the formation of the ability influenced various factors.Therefore, not only is studying the influencing factors of college students’ innovation and entrepreneurship ability in line with the requirements of the times and social development, but also it can solve real problems.This thesis adopts a combination of two methods, qualitative research and quantitative research, to study the influencing factors of college students’ innovation and entrepreneurship ability and tries to ensure the scientificity, accuracy, and comprehensiveness of the conclusion.In this paper, we analyzed the requirements of the employment prediction system for graduating secondary school students, carried out the software framework and database design of the employment analysis and prediction system for secondary school students, and designed the system modularly based on the analysis results.By applying the proposed deep feedforward neural network prediction model to the prediction system, a software system applicable to the employment prediction and guidance of secondary school students is implemented.

Journal: Scientific Programming (2021)
Publication types: Research Article;
Application of VR Virtual Reality in the Course of Later Stage and Special Effect Production

Special effect production (sfp) is a picture or sound that is generated in television, radio, or movies to depict something genuine (such as an explosion) or fictional (such as a monster), a movie featuring stunning special effects.It is a moment when the organization or product is nearing its completion of development, referred to as late-stage.Virtual reality (vr) uses computer technology to produce interactive virtual experiences that may be watched via a head-mounted display.The ability to immerse users within a virtual environment has the potential to provide a more immersive experience than what can be achieved with a “conventional” flat screen.Some problems are pyrotechnics, prosthetic makeup, animatronics, and live-action weather elements.All the drawbacks are rectified by the method of sfp-vr computer-generated world in which the user’s activities have a small significant impact on what occurs around them; the virtual reality used to construct or get access to virtual reality.When it comes to showcasing your products, high-quality vr/ar material elevates the experience to new heights.Showing off your goods and services in this manner is a fun approach to engage customers and make purchasing a more enjoyable experience for everyone involved.Customers are able to experience the information in a more immersive and emotional way because of this.Various steps of the manufacturing process, such as original design, fabrication, and testing, were incorporated into a desktop vr demonstration application intended to show how a consumer product is made.Demonstrations of the programmer are given in detail, and user feedback is included.It is incredible how quickly virtual worlds have gained traction as a viable tool for manufacturing and other sectors of the economy.As a result, curriculum implementation refers to the teacher’s translation of the planned or formally designed course of study into syllabuses, schemes of work, and lessons for consumers.The planned adjustments are brought into life as a necessary aspect of curriculum development throughout implementation.Must evaluate and enhance vr’s potential as a specialism-free integrating medium within a concurrent engineering methodology to maximize its industrial applicability.It is possible to train in a safe, yet realistic, setting using virtual reality.In addition to providing real advantages to learners and improving the efficiency of work processes, it contributes to a safer and more productive workplace by facilitating team training.

Journal: International Transactions on Electrical Energy Systems (2022)
Publication types: Research Article;
Motion Capture Technology of Digital Animation Art Based on Machine Learning

With the progress of society and the increasing development of science and technology, digital animation technology is also constantly innovating.Motion capture technology is widely used in film, television, media, and other fields and has the characteristics of the times.The use of motion capture technology in animation production can greatly improve the accuracy and professionalism of animation performances.It plays an important role in the development of animated character activities, especially in the creation of martial arts and professional dance performances.It uses motion capture technology to create animated character performances and composite effects.In this paper, four feature selection algorithms such as document frequency (df), information gain (ig), mutual information (mi), and the chi-square test (chi) were used, and they were used to capture action features and feature selection application steps based on the support vector machine (svm) algorithm and the naive bayes (nb) algorithm.The results of the experimental study showed that the tf-chi algorithm in the improved algorithm had an accuracy rate of 89%, and the feature selection accuracy it made was better than the traditional algorithm.Therefore, the effectiveness of the animation motion capture technology based on the machine learning motion improvement algorithm has been confirmed.

Journal: International Transactions on Electrical Energy Systems (2022)
Publication types: Research Article;
Application of Functional Nanomaterials in Process Design and Art Design

Coating is a kind of decorative material with decorative function, protection function, adjustment function, and various special functions.In recent years, with the continuous improvement of people’s material living standards, the relationship between environmental protection and health, environment and future development, and environment and nature has been increasingly deepened.The coating industry has developed rapidly in recent years.Nanomaterials have received much attention for their unique physical and chemical properties.Using nanomaterials to modify traditional coatings is a way to rapidly improve the development of the coating industry.In this paper, the properties and preparation technology of nano-ti o2 and nano-zn o are reviewed, the photocatalytic mechanism of ti o2 and zn o nanomaterials is discussed, and the two are applied in traditional coating systems to develop nanocomposite coatings.The nano-ti o2 and nano-zn o components were added to the pure acrylic and silicon acrylic coatings according to a certain proportion to explore the influence of different proportions of nanomaterials on the performance of the above coatings.The results showed a significant improvement in the main performance of the coating at the addition amount of 0.4%.Overall, the modification effect of the nanocomposite component was the most significant, and the nano-zn o was better than the nano-ti o2, and silicon propylene paint is better performance than pure propylene paint.The ratio of coating pairs prepared in the experiment was 0.98, the brush resistance number was 1990, the adhesion level was level 1, and the reflectance was decreased by 8.58%.The introduction of functional nanomaterials can significantly improve the contrast ratio, scrub resistance, and adhesion of coatings.

Journal: International Transactions on Electrical Energy Systems (2022)
Publication types: Research Article;
Maintenance of Network Security in Hospital Information Construction Based on the Internet of Things

With the continuous deepening of chinese medical and health system reform, hospital informatization construction is advancing by leaps and bounds, especially in the context of “internet of things + medical,” hospital informatization construction has made significant progress.However, computer network security management and maintenance work still face many contradictions and problems, and we need to pay attention to them.Based on the analysis of the current situation of computer network security management and maintenance in hospital information construction, this paper focuses on the problems of computer network security management and maintenance and proposes targeted optimization countermeasures.Based on the current problems faced by the medical industry in our country and the state’s support for the medical internet of things, this paper studies the application of the internet of things in hospital information management at home and abroad.This article uses hospital information network security maintenance evaluation methods and evaluation indicators to conduct an empirical analysis of the information security maintenance level of these 12 hospitals, from the risk assessment of hospital information network security, the establishment of strategies, the level of information security software and hardware equipment, and the information security personnel.Experiments show that 58.33% of the hospitals surveyed have only done part of the work on risk analysis and risk assessment of their own network information security, and 41.67% of the hospitals have not done this work at all.This shows that hospitals should incorporate computer network security management and maintenance into the information construction system, focusing on the outstanding problems and possible risks faced by the arm’s computer network security management and maintenance, and vigorously promote the reform and innovation of computer network security management and maintenance.

Journal: International Transactions on Electrical Energy Systems (2022)
Publication types: Research Article;
Effects of Nitrogen and Phosphorus Nutrients on the Proliferation of Heterosigma Akashiwo under the Background of Mobile Big Data

In the era of information explosion, mobile data is developing rapidly, and many fields are facing the challenges of data collection, analysis and operation.Heterosigma akashiwo is a kind of wide temperature and wide salt algae, belonging to the class echinococcus and the genus heterobenthos.It is widely distributed in the coastal waters of the world.It has formed harmful red tides for many times in many countries, causing a large number of fish deaths, causing great economic losses and serious damage to aquatic resources.If toxic red tides break out frequently, they will pose a great threat to public health.Seawater eutrophication is the main environmental inducement for the formation of red tide by heterosigma akashiwo.In particular, the content of nutrients in seawater significantly affects the reproduction of heterosigma akashiwo and the excessive proliferation of plankton such as algae.At the same time, a large number of planktons will devour the dissolved oxygen in the water, thus affecting the photosynthesis of the water body, resulting in the deterioration of the water quality and the damage to the functions of ecology and water resources.As for the effects of nitrogen, phosphorus, iron and different vitamins on the growth of heterosigma akashiwo, this paper takes heterosigma akashiwo as the research object, and focuses on the analysis of the effects of ammonium chloride, urea and sodium dihydrogen phosphate on the proliferation of heterosigma akashiwo.The results showed that the higher or lower the concentration of nitrogen and phosphorus, the slower the proliferation rate of heterosigma akashiwo; heterosigma akashiwo had the maximum proliferation rate under the nitrogen concentration of 300–500 μmol/l; at the concentration of 10∼15 μmol/l phosphorus, its growth rate is the fastest and its proliferation level is the highest.The selected nitrogen and phosphorus have a very significant impact on the proliferation of microalgae.

Journal: International Transactions on Electrical Energy Systems (2022)
Publication types: Research Article;
NSGA-II-Based Microchannel Structure Optimization Problem Study

A multiobjective genetic algorithm is used to optimize the structure of circular concave cavities and microchannels.The objective functions of thermal resistance and pumping power are constructed by the response plane approximation method according to the simulation results, and then a mathematical model of multiobjective genetic optimization with the structural parameters of microchannels as variables is established.The pareto optimized solution sets of thermal resistance and pumping power are calculated by the nondominated ranking genetic algorithm nsga-ii, and the comprehensive heat transfer performance is evaluated by the enhanced heat transfer factor.The results show that the multivariate statistical coefficients r 2 of the thermal resistance and pumping power objective functions are 0.932 9 and 0.996 6, respectively, indicating the high accuracy of the fitted functions.The optimized channel structure ( e 1 = 0.036.8 mm , e 2 = 0.019.3 mm ) was used to achieve a more uniform temperature field distribution and better integrated heat transfer performance (enhanced heat transfer factor η = 1.23 ).When the thermal resistance is larger or the pump work is larger, the comprehensive heat transfer effect is not as good as the working condition when the thermal resistance and pump work are more uniform.

Journal: Scientific Programming (2022)
Publication types: Research Article;
Application of Chinese Traditional Elements in Furniture Design Based on Wireless Communication and Internet of Things Technology

The chinese nation has a history of 5,000 years and has accumulated countless precious cultures in this long history.The chinese element is the main body that integrates the long-standing similar culture of the chinese nation into the traditional chinese culture in a better way.It is the crystallization of the chinese nation’s pursuit and wisdom for a better life.Furniture is a necessity for people’s lives and an important carrier and channel for the spread of chinese art and culture.Chinese culture has experienced thousands of years of accumulation, and the accumulated traditional art and culture are inexhaustible treasures of modern furniture design.The purpose of this article is to study the application of traditional chinese elements in furniture design based on wireless communication and internet of things technology.This article analyzes the wireless communication technology and the internet technology in detail and then combines them with the furniture to become the smart furniture we are familiar with.Then, from the perspective of traditional chinese elements, it combines traditional chinese elements with furniture design and explains the origin of the influence range of traditional chinese elements in furniture design and the content contained in traditional chinese elements.Then through a large number of survey market data and a large-scale questionnaire survey, the influence of chinese traditional elements in the market and the authenticity of this article are proved.According to the questionnaire in this article, it proves the prosperity of our country’s market and the development trend of furniture.In this article, the application of chinese traditional elements in furniture design is analyzed in detail, and the tenon and tenon structure and the culture of the mean are integrated into the furniture design.Then the connection between the intelligent furniture system that controls the furniture and the furniture was tested.According to the test results in this article, zig bee technology is used for the connection signal of furniture in the indoor environment, which has the advantages of short distance, low complexity, low power consumption, low speed, and low cost.And after 500 sending and receiving experiments, detailed data was obtained.When the distance from the furniture is 70 m, the packet loss rate is about 31.6%, but when the distance from the furniture is 30 m, the packet loss rate is almost 0, which meets the daily routine use.This research not only provides realistic cases for the application of traditional cultural elements, but also opens up new ideas for its integration with people’s daily life.

Journal: Scientific Programming (2022)
Publication types: Research Article;