A high-rise residential area forced arrangement scheme generation design method based on a conditional generative adversarial network

Abstract

The invention provides a high-rise residential area forced arrangement scheme generation design method based on a conditional generative adversarial network. The method comprises the steps of constructing a high-rise residential area conditional generative adversarial network structure model according to a design task book; Generating a data set under supervised pairing training and calling a Python language to adjust the picture size; Performing alternate iterative training on the network until a Nash equilibrium state is reached, and taking the high-rise residential area contour picture to be planned as an input condition to obtain a high-rise residential area forced arrangement scheme total plane graph; Calling a Python language to obtain a pixel gray scale value of the total plane graph so as to construct a high-rise residential area building geometric model; And establishing a building sunshine, fire-fighting performance and urban skyline combined evaluation system through computer simulation analysis and an expert evaluation method. The high-rise residential area forced drainage design scheme can be supported to make a decision, and meanwhile subjective and objective joint evaluation is carried out on the high-rise residential area forced drainage design scheme through building sunshine, fire-fighting performance and urban skyline analysis.

Description

technical field [0001] The invention belongs to the technical field of architectural generative design, and in particular relates to a method for generating and designing a high-rise residential area strong drainage scheme based on a conditional generative confrontation network. Background technique [0002] In recent years, with the acceleration of the urbanization process and the improvement of the level of economic development, the scale of urban land use has continued to expand, and the problem of scarcity of land resources has become increasingly prominent. The increasing shortage of urban land has led to the gradual expansion of urban development from flat to three-dimensional, and the intensive use of land resources has become an inevitable trend. High-rise residential area is a favorable form to achieve intensive construction. In our country, there are mandatory regulations on sunshine, fire protection and other aspects in high-rise residential areas. Moreover, due...

AI Technical Summary

Problems solved by technology

Existing research has explored the use of conditional generative confrontation networks to assist urban design decision-making, but it has not been applied to the generation and design of strong drainage schemes in high-rise residential areas, and the generation models have problems of insufficient precision and lack of subjective and objective joint evaluation, making it difficult to apply them. Improving the precision of strong row design

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