Application of Big Data Technology to Promote Agricultural Structure Adjustment and High-Quality Development of Modern Agriculture

Abstract

The implementation of the strategy of rural revitalization is a major ministerial work made by the Nineteenth National Congress of the Communist Party of China and is the general grasp of contemporary agriculture, peasants, and rural work. In recent years, with the rapid development of remote sensing technology and deep learning technology, the demand for the technology for the classification of crops on satellite remote sensing images based on deep learning technology has increased in agricultural insurance and land survey. Therefore, this paper trains one, which is 85.9%–92.8%, the accuracy of corn classification is 77%–93%, and the accuracy of forest classification is 77%–87.6%. Subsequently, the overall accuracy of classifying all directories through the multi-temporal validation data set between May 2017 and October 2017 reached 92.6%. Such a multi-time combination method can be used for monthly, timely, and efficient iteration of agricultural insurance and crop yield estimation, which will be more accurate each time. These methods can also be further applied to the growth and change monitoring of large agricultural planting areas, adding bricks and tiles to China’s agricultural remote sensing. If the countryside is to be revitalized, agriculture must develop rapidly at the same time, industries must flourish, ecology must be livable, rural customs must be civilized, and life must be prosperous. Modern agriculture is a comprehensive circulation system with high yield, high quality, low consumption, ecology, environmental protection, and high efficiency. The development of modern agriculture is inseparable from the industrialization of agriculture, the globalization of agriculture, the digitization of agriculture, the integration of agriculture, the adjustment of agricultural structure, and agricultural innovation. Only the continuous development of modern agriculture can make rural revitalization enter a new journey.

The impact of the digital economy on high-quality agricultural development——Based on the regulatory effects of financial development

“…Savchenko IV (2019) discussed the development priorities of crop production in Russia and noted that high-yield and environmentally friendly crop cultivation relying on digital intelligent production technology is one of the country’s main development priorities [ 32 ]. Ju XX (2022) noted that big data technology can promote adjustments to the agricultural structure and the high-quality development of modern agriculture, and the development of modern agriculture cannot be separated from agricultural industrialization, agricultural globalization, agricultural digitalization, agricultural integration, agricultural structure adjustment and agricultural innovation [ 33 ]. Shen ZY (2022) studied the relationship between China’s agricultural digital transformation and green growth and found that China’s provincial agriculture has experienced significant green growth driven by technological progress, and the popularization of the internet and digital technology has indeed promoted sustainable agricultural development [ 34 ].…”

Study on the influence mechanism of adoption of smart agriculture technology behavior

“…SA has become a global trend in the development of agricultural modernization 4 , with developed countries using high-level agricultural technology and agricultural subsidy support as a carrier 3 and capital flows and market expansion as a backing, objectively forming a squeeze and control on the development of agricultural industries in developing countries. Therefore, for more than a decade in a row, China has had relevant documents dealing with SA, which is an important initiative to break through the current bottleneck of traditional agricultural development 5 , achieve high-quality, high-efficiency and sustainable development of agriculture 6 , 7 , and take the lead in modernising agriculture and rural areas.…”

Study on the Influence Mechanism of Adoption of Smart Agriculture Technology Behavior

“…Therefore, if China wants to safeguard the steady development of agriculture under the constraints of resources and environment, it must change the way of agricultural development, take the path of high-quality agricultural development, and hold the initiative of agricultural development rmly in its own hands, so as to achieve the transformation from a large agricultural country to a strong agricultural country. For more than a decade in a row, China has published documents related to SA, which is an important initiative to break through the current bottleneck of traditional agricultural development 5 , achieve high-quality, high-e ciency and sustainable development in agriculture 6,7 and take the lead in modernising agriculture and rural areas.…”