Abstract The Internet of Things (IoT) presents a chance to shift from traditional operations to intelligent operations, encompassing a wide range of tasks for ILRCs. By incorporating IoT technologies into ILRCs, there can be a significant enhancement in conventional information services, leading to improved user experiences and operational effectiveness. This article delves into the definition of IoT and its various applications within ILRCs, intending to... The Internet of Things (IoT) presents a chance to shift from traditional operations to intelligent operations, encompassing a wide range of tasks for ILRCs. By incorporating IoT technologies into ILRCs, there can be a significant enhancement in conventional information services, leading to improved user experiences and operational effectiveness. This article delves into the definition of IoT and its various applications within ILRCs, intending to understand its advantages and impacts comprehensively. Through an in-depth examination of existing literature, this study outlines its influence on ILRC services and suggests the paths for integrating IoT to better meet user needs. With the applications of IoT, ILRCs have the potential to transform into vibrant centers of innovation and interaction, addressing the varied requirements of modern users. Read More Read Less

Abstract This paper investigates how intelligent algorithms can improve the probability of learning acceptance in theory courses. The application of smart algorithms in education is becoming increasingly widespread. This research covers the principles and applications of intelligent algorithms and measurement methods for learning acceptance probability. Through experiments and data analysis, we conclude that intelligent algorithms positively impact the likelihood of learning acceptance, enhancing student engagement... This paper investigates how intelligent algorithms can improve the probability of learning acceptance in theory courses. The application of smart algorithms in education is becoming increasingly widespread. This research covers the principles and applications of intelligent algorithms and measurement methods for learning acceptance probability. Through experiments and data analysis, we conclude that intelligent algorithms positively impact the likelihood of learning acceptance, enhancing student engagement and effectiveness. Furthermore, we also identify trends and patterns in the changes of learning acceptance probability, which provides important insights for future teaching. As we advance, we suggest further research and optimization of intelligent algorithms to meet the needs of teaching better and give the students more personalized and efficient learning experiences. Read More Read Less

Abstract In response to the necessity of psychological counselling for college student's mental health, this paper proposes a psychological counselling and assessment system based on PGCapsNet. The system aims to achieve both college students' psychological health assessment and real-time online counseling, while improving the accuracy of predicting their mental health status. Having an experienced psychological counsellor is crucial for college students'... In response to the necessity of psychological counselling for college student's mental health, this paper proposes a psychological counselling and assessment system based on PGCapsNet. The system aims to achieve both college students' psychological health assessment and real-time online counseling, while improving the accuracy of predicting their mental health status. Having an experienced psychological counsellor is crucial for college students' mental health and crisis management. The simulation results demonstrate that compared to other models, using the PGCapsNet model can effectively improve the levels of precision, recall, F1-measure, and accuracy of the college student psychological counseling system, achieving 70%, 75%, 72%, and 74%, respectively. This validates the feasibility and superiority of this design. This paper discusses a novel algorithm that combines capsule networks and convolutional neural networks, incorporating dynamic routing algorithms and deep learning capabilities. Read More Read Less

Abstract In today's world, optimization problems are becoming increasingly prominent, and the progress in optimization technologies can not only bring considerable economic benefits but also highlight their outstanding social value, making significant contributions to the sustainable development of the ecological environment. Due to their educational positioning and disciplinary development needs, local application-oriented universities tend to overlook the optimization and development of... In today's world, optimization problems are becoming increasingly prominent, and the progress in optimization technologies can not only bring considerable economic benefits but also highlight their outstanding social value, making significant contributions to the sustainable development of the ecological environment. Due to their educational positioning and disciplinary development needs, local application-oriented universities tend to overlook the optimization and development of theory courses in their growth, leading to lagging reforms in education and suboptimal teaching outcomes. To enhance the teaching effects of courses in local applicationoriented universities, it is essential to scientifically design class contents, actively carry out practical teaching, adapt to the needs of the times, build an "Internet + Courses" online teaching platform, and continuously innovate teaching modes of courses. Read More Read Less