Land proposing project prediction method and system based on one-dimensional convolutional neural network

A technology of convolutional neural network and prediction method, which is applied in the field of prediction of proposed land projects, can solve problems such as land project prediction, and achieve the effect of saving manpower and material resources and facilitating scientific development

Pending Publication Date: 2022-06-28
GUANGDONG GUANGYU SCI & TECH DEV
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Problems solved by technology

[0005] The present invention provides a method and system for predicting proposed land projects based on one-dimensional convolutional neural network to solve the technical problem of how to predict land projects

Method used

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  • Land proposing project prediction method and system based on one-dimensional convolutional neural network
  • Land proposing project prediction method and system based on one-dimensional convolutional neural network
  • Land proposing project prediction method and system based on one-dimensional convolutional neural network

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Embodiment 1

[0044] see figure 1 , the prediction method of the proposed land project based on the one-dimensional convolutional neural network of the present invention includes:

[0045] S1: Determine the land attributes that affect the type of land project;

[0046] S2: Preprocess the data of the land project type and land attribute respectively based on the prediction model of the proposed land project;

[0047] S3: Take the land attribute data as the input of the prediction model of the proposed land project, and output the prediction result of the land project type.

[0048] In this embodiment, the type of the proposed land project can be predicted through the prediction model of the proposed land project, and a reasonable prediction result of the land project type can be obtained to guide the development of the land project. Through the above method, not only can the land project be predicted quickly and accurately , to make a reasonable selection of the proposed land project, and ...

Embodiment 2

[0092] A computer system includes a memory, a processor, and a computer program stored on the memory and executable on the processor, the processor implementing the steps of the above method when the processor executes the computer program.

[0093] The system can implement the above-mentioned various embodiments of the prediction method for the proposed land construction project based on the one-dimensional convolutional neural network, and can achieve the same beneficial effect, which will not be repeated here.

[0094] To sum up, the present invention preprocesses the data of the land project type and the land attribute respectively based on the prediction model of the proposed land project by determining the land attribute that affects the land project type, and uses the land attribute data as the land. The input of the prediction model of the proposed project and the output of the prediction result of the land project type can scientifically obtain the most reasonable type...

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Abstract

The invention discloses a prediction method and system for a land proposing project based on a one-dimensional convolutional neural network. According to the method, the data of the land attributes influencing the land project types are determined, the land project types and the data of the land attributes are preprocessed based on the land proposed project prediction model, the data of the land attributes serve as input of the land proposed project prediction model, and the land project type prediction result is output. According to the method, the most reasonable type of the to-be-predicted land project can be scientifically obtained, manpower and material resources needed for land project prediction by a land evaluator are saved, effective guarantee is brought to development and utilization of urban land, convenience is brought to healthy development of cities and scientific development of the urban land, and the method is worthy of popularization and application. The technical problem of how to predict the land project is solved.

Description

technical field [0001] The invention relates to the field of civil engineering, in particular to a prediction method and system for a proposed land construction project based on a one-dimensional convolutional neural network. Background technique [0002] In the development of urban land projects, the wrong type of land project development will lead to a series of adverse consequences, such as poor anti-risk level after the project is completed, low or even negative returns. Therefore, accurate prediction of the project types of the land to be developed not only brings effective guarantee for the development and utilization of urban land, but also makes a great contribution to the healthy development of the city and the scientific development and utilization of urban land. [0003] The current project type judgment is mainly determined by the land appraiser relying on experience and a series of sampling surveys. Although it has a certain accuracy and consumes a lot of manpow...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q10/04G06Q10/10G06N3/04G06N3/08
CPCG06Q10/04G06Q10/103G06N3/084G06N3/045
Inventor 陈建生黄文澜植挺生吴玉书
Owner GUANGDONG GUANGYU SCI & TECH DEV
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