Retracted: Green intelligent financial system construction paradigm based on deep learning and concurrency models

Abstract

Green finance represents a new trend and new direction for future financial development, and it is an innovation and change in the financial field. The role of the financial market in environmental protection has gradually become the consensus of the financial community. Although the total amount of environmental protection investment in China shows a growing trend, the actual environmental protection investment still has a large gap compared with the increasing capital demand for environmental protection work. Financial resources play a key role in resource allocation. As long as funds are gradually withdrawn from polluting industries, they will be more invested in green and environmental industries, and resources such as land and labor will be optimally allocated. Faced with the complex international and domestic economic environment and increasing environmental pressures, this article proposes the green intelligent financial system construction paradigm based on deep learning and concurrency models.The deep learning model specialized on convolutional neural networks (CNN) is applied to preprocess the information, the data cleaning and vision models are integrated to extract the structure data. The concurrency model is applied to guarantee the efficiency of the system. The experimental results compared with the state-of-the-art models have reflected the robustness of the proposed framework. K E Y W O R D Sconcurrency model, deep learning model, interaction design, neural network, structural design INTRODUCTIONSince the industrial revolution, the developed countries and newly industrialized countries have experienced rapid economic growth and their living standards have been greatly improved, but they have followed serious environmental problems. Under the traditional development model, economic growth is at the cost of huge resource consumption, neglecting the control of pollutant emissions, making resources increasingly tight, environmental pollution is serious, the ecological environment is deteriorating, and human living environment is facing great challenges. In order to solve this problem, the World Environment and Development Committee officially proposed the concept of sustainable development in 1987 and advocated the protection of the ecological environment while promoting economic growth. This concept has become a common claim of all countries in the world. [1][2][3] In 2014, only eight of China's 74 major cities achieved air quality standards. The average annual concentration of PM2.5 in Chinese cities is 65 μg/m 3 , and the PM2.5 levels in some northern cities are above 100 μg/m 3 , far exceeding the World Health Organization Phase II standard (25 μg/m 3 ). The water pollution in China's drinking water sources exceeds 75%, and more than 19% of the cultivated land area is over-contaminated.China's severe environmental pollution is largely related to highly polluting industrial structures, energy structures, and transportation structures.

[Retracted] Empirical Analysis of Financial Depth and Width Based on Convolutional Neural Network

“…Feng et al proposed the relationship between the financial system and financial development. Financial integration is regarded as a key indicator to adapt to the relevance of different market segments and realize the complementary relationship in finance [ 6 ].…”

Green Bonds in Climate Finance and Forecasting of Corporate Green Bond Index Value With Artificial Intelligence

“…Although mitigating the effects of climate change is of critical significance for our world, the green bond market has not developed enough yet. Since green bonds are a much newer asset class compared to the conventional bond market, there are much less academic studies based on artificial intelligence, although they are becoming more popular (Debrah et al, 2022;Fang et al, 2021;Feng et al, 2021). While this clearly represents an opportunity for our study, it is also one of the challenges of this research.…”

IFIs undertake financing when their environmental and social quality criteria are met

“…The main content of this article is to describe "climate finance" and "green finance" actions [1][2][3][4][5][6][7][8][9][10][11][12] to allow for innovation and growth [13][14][15][16][17][18][19][20][21][22][23][24][25][26][27][28][29]. Such green financing is undertaken by International Financial Institutions (IFIs) and their pertinent and relevant environmental and social project quality criteria in great detail.…”