Environmental big data analysis and decision-making platform based on machine learning

Abstract

The invention discloses an environmental big data analysis and decision-making platform based on machine learning. A water environmental pollutant big data analysis comprehensive evaluation index, anenvironmental ecological profit and loss big data analysis algorithm and an environmental protection public opinion monitoring prediction big data analysis model are given; the platform supports remote access of environmental data such as basic data, business data, government affair data, monitoring data, video data and remote sensing data; through the modes of data acquisition and filtering, datamining, multi-dimensional analysis, a distributed computing framework, a full-text retrieval service engine, Internet of Things + cloud computing and the like, the MPPDB + Hadoop technology is adopted to realize storage, analysis and presentation of massive structured, semi-structured and unstructured data, and full-life-cycle management of the data is realized. Ecological environment big data can be collected, integrated, analyzed and presented, an environmental protection department is assisted in comprehensively mastering comprehensive conditions of water environment pollutants, environmental ecological profit and loss conditions and environmental protection public opinion information in a jurisdiction, and decision makers are assisted in making decisions.

Description

technical field

[0001] The invention relates to a machine learning-based environmental big data analysis and decision-making platform. Background technique

[0002] With the rapid development of science and technology, big data is more and more widely used in many fields. The application of data mining and cloud computing technology, and the effective management and utilization of data have a huge impact on people's work and life. Environmental protection is becoming a hot topic now, how to use big data technology to better protect the environment is a topic we have been researching. Although there are a lot of environmental data, these data are relatively scattered and independent of each other, like isolated islands without interconnection, and are not very helpful for environmental decision-making. The traditional environmental management information platform simply presents the various collected data without in-depth mining and big data analysis, and the data among vari...

Images