The sensitive dependence on initial conditions (SDIC) associated with nonlinear models imposes limitations on the models’ predictive power. We draw attention to an additional limitation than has been underappreciated, namely, structural model error (SME). A model has SME if the model dynamics differ from the dynamics in the target system. If a nonlinear model has only the slightest SME, then its ability to generate decision-relevant predictions is compromised. Given a perfect model, we can take the effects of SDIC into account (...) by substituting probabilistic predictions for point predictions. This route is foreclosed in the case of SME, which puts us in a worse epistemic situation than SDIC. (shrink)

Music is the carrier through which human beings express their emotions. It can clean up their hearts and seek emotional resonance. The combination of music and artificial intelligence, when music meets artificial intelligence, the mathematical logic part of data and algorithm replaces the image thinking, resulting in automatic music production. The basic principle of music creation is to use artificial intelligence technology to conduct in-depth training on a large number of songs, and then build a database. Then, within a certain (...) period of time, extract a segment from several songs, and then decompose it to form a new melody. The automatic music production is the collision of music and technology. With the flying of code and notes, it creates a different kind of beauty. Music culture is a new field of music application. With its refreshing audio-visual effect, it has made people have a new understanding of music and has become a hot topic in current mass cultural activities. The sound quality characteristics of music culture programs determine the characteristics of simple, fast and efficient design. However, the current audio and video design still stays in the traditional audio and video form design, with low design efficiency, long cycle, high cost and high requirements for designers. In view of the fact that the traditional audio and video design mode in China's music and cultural programs cannot meet the needs of performance programs at present, this paper proposes a design scheme of audio and visual effects of music and cultural programs with intelligent devices as the core, and develops a complete set of audio and visual effects aided design system on this basis. (shrink)

As global warming becomes increasingly prominent, countries worldwide advocate for a low-carbon economy to cope with the pressure to reduce greenhouse gas emissions. The Chinese government has proposed a “dual carbon” goal of peaking carbon emissions by 2030 and becoming carbon neutral by 2060. The disclosure of carbon information by Chinese enterprises has attracted widespread attention from society. This study selects the constituents of the Social Responsibility Index of China Shanghai Stock Exchange from 2016 to 2020 as samples to empirically (...) analyze the relationship between the level of carbon information disclosure and corporate value, and the moderating effect of greenwashing behavior. Results indicated that the quality of carbon disclosure is positively correlated with the enterprise value. Greenwashing behavior promotes the positive impact of carbon disclosure quality on enterprise value in the short run, but this promoting effect fades in the long run. We further found that the carbon information disclosure of non-heavy-pollution enterprises has a more obvious positive impact on enterprise value than that of heavily polluting enterprises. Additionally, the positive impact of carbon information disclosure on enterprise value is more visible among enterprises in a good legal environment than those in a poor legal environment. This study enriches the relevant literature on carbon information disclosure and enterprise “greenwashing” behavior and has practical significance for promoting China’s low-carbon development in the context of ecological civilization and improving the enthusiasm for the quality of enterprise carbon information disclosure. (shrink)

China was the first to produce tea and consumed the largest quantities and its craftsmanship was the finest. During the development of Chinese history, Chinese Tea culture came into being. In ancient China, drinking tea is not only a very common phenomenon but also an elegant taste for men of letters and officials. Chinese tea culture is extensive and profound and it is necessary for foreigners to understand Chinese tea culture for the purpose of smooth and deepen the communication with (...) the Chinese people. (shrink)

This paper combines domestic and international research results to analyze and study the difference between the attribute features of English phrase speech and noise to enhance the short-time energy, which is used to improve the threshold judgment sensitivity; noise addition to the discrepancy data set is used to enhance the recognition robustness. The backpropagation algorithm is improved to constrain the range of weight variation, avoid oscillation phenomenon, and shorten the training time. In the real English phrase sound recognition system, there (...) are problems such as massive training data and low training efficiency caused by the super large-scale model parameters of the convolutional neural network. To address these problems, the NWBP algorithm is based on the oscillation phenomenon that tends to occur when searching for the minimum error value in the late training period of the network parameters, using the K-MEANS algorithm to obtain the seed nodes that approach the minimal error value, and using the boundary value rule to reduce the range of weight change to reduce the oscillation phenomenon so that the network error converges as soon as possible and improve the training efficiency. Through simulation experiments, the NWBP algorithm improves the degree of fitting and convergence speed in the training of complex convolutional neural networks compared with other algorithms, reduces the redundant computation, and shortens the training time to a certain extent, and the algorithm has the advantage of accelerating the convergence of the network compared with simple networks. The word tree constraint and its efficient storage structure are introduced, which improves the storage efficiency of the word tree constraint and the retrieval efficiency in the English phrase recognition search. (shrink)

With a profound cultural crystalization, China was one of the first countries to brew wine in the world. As a Cultural carrier, wine ever performed the functions of religion, literature, art, and entertainment. To have a deep understanding of Chinese extensive and profound culture, it is necessary to pore over Chinese ancient wine’s various functions.

本书穿越时空的隧道,对中西美学思想做了深入的沉思积极的探索,本书充分吸纳中西理论资源,力求以理论思维上的锐意创新,体现出东方的睿智情采,以回应全球化浪潮带来的文化挑战。.

The “Chu shuo” 儲說 chapters of the Hanfeizi 韓非 子, attributed to Han Fei 韓非, encompass an extensive collection of anecdotes. The jing 經 sections of these chapters are traditionally understood to be a set of “canonical” teachings, to be explicated by the anecdotes in the shuo 說 sections. Eschewing this assumption, my analysis substantiates an alternative hypothesis that sees many of the jing texts as later superimpositions intended to serve as paratexts to existing anecdotal collections. By interpreting the jing (...) and shuo sections as paratexts and main texts, respectively, this study reveals how early compilers sought to organize and inventory information, as well as to guide future users’ understanding and memorization of the anecdotal materials. This approach not only facilitates the reconstruction of early frameworks of information management and knowledge acquisition, but also places the “Chu shuo” chapters in a comparative context. It also proffers new answers to several long-standing philological debates, such as the meaning and function of the label yi yue 一曰. In its conclusion, this study draws attention to potential continuities between the pre-imperial and imperial periods’ textual and bibliographical practices. (shrink)

Based on the social identity theory, the relationship and influencing mechanism between high-performance human resource practices and employees’ voice behavior were explored by constructing a moderated mediation model, and the relationship between the field of human resources and the field of organizational behavior was also established. Through 1,178 paired samples of supervisor-employee survey and multilevel linear model analysis technology, it was found that HPHRPs had a positive impact on employees’ voice behavior; perceived insider status played a mediating role between HPHRPs (...) and voice behavior; voice efficacy played a moderating role between perceived insider status and voice behavior; and voice efficacy played a mediating role in the relationship between “HPHRPs-perceived insider status-voice behavior.”. (shrink)

Actuator saturation phenomenon often exists in the actual control system, which could destroy the closed-loop performance of the system and even lead to unstable behavior. Our main contribution is to provide an antiwindup recursive dynamic surface control for a discrete-time system with an unknown state and actuator saturation. The fuzzy compensator is added to perform as an active disturbance rejection term in the feedforward path to avoid windup caused by input saturation. To construct output feedback control, the system is transformed (...) into the form of pure-feedback and an improved HOSM observer is designed to carry out future output prediction. Based on which RDSC is synthesized, only one fuzzy logic system is used and the controller singularity is completely avoided. In addition, the simulation and numeral examples using a continuous stirred tank reactors system with actuator saturation are provided and the results show that the strategy owns good robustness and effectively compensates for the disturbance caused by actuator saturation in the presence of a discrete-time system with an unmeasurable state. (shrink)