Financial Accounting Information Data Analysis System Based on Internet of Things

Abstract

In order to meet the intelligent demand of modern financial data analysis, this paper proposes a financial accounting information data analysis system based on the Internet of things. Based on the central reinforcement learning architecture, the model uses multiple execution modules to enhance the computing and generalization ability of the single-agent reinforcement learning algorithm. In the selection of reinforcement learning algorithm, the instantaneous time difference algorithm is introduced. The algorithm can synchronize the experience of the previous iteration state in the learning process and does not depend on the final prediction value, which greatly saves the storage cost. In the establishment of the financial data analysis index system, the paper comprehensively considers the enterprise’s operation, development, debt repayment, and other capabilities, ensuring the integrity and rationality of the index system. In order to evaluate the performance of the algorithm, this paper takes the real financial data as the sample and uses BP neural network to conduct a comparative experiment. The experimental results show that the recognition accuracy of the model is better than that of the BP neural network in each experimental scenario, and the recognition accuracy of Experiment 3 is improved by 4.6%. Conclusion. The performance of the distributed reinforcement learning algorithm is better than that of the common back-propagation neural network in the real data set scenario.

Investigating Accounting Factors through Audited Financial Statements in Businesses toward a Circular Economy: Why a Sustainable Profit through Qualified Staff and Investment in Technology?

“…According to (Bebbington et al 2007) and (Lulaj and Iseni 2018), profit sustainability assessment models should be proposed according to cost-volume-profit analysis. According to (Zhang et al 2021), business solvency, profitability, and development ability are closely related to profit sustainability, fulfilling the intelligent demand for modern financial data analysis in the cloud servers (Bi 2022), and in recent years, businesses have paid more and more attention to business data in the cloud server (Yang 2021). According to (Chen 2022), the lines between financial and managerial accounting to investigate sustainable profit are constantly being mixed as a result of the new economic norm, which is bringing this relationship closer every day, but the continuous progress of economic globalization through science and technology for sustainable profit has become an important direction for the development of businesses to detect entrepreneurial problems and prevent risks (Hou 2022;Panait et al 2022), since in the current competitive environment, businesses pay the market great importance on financial performance evaluation research, paying attention to workers' talents to increase sustainable profit (Chen 2021).…”