The floor plan layout of museum exhibition spaces is the skeleton network of the museum, which determines the internal circulation and spatial form of the museum. This paper studies the method and practice of using artificial intelligence technology to assist in the space design of exhibition halls in urban cultural museums. First, it introduces the limitations of traditional space design methods for exhibition halls in urban cultural museums and the superiority and application prospects of the CGAN (conditional generative adversarial network) model in space design. Second, the principle and training process of the CGAN model are explained in detail, and the experimental results and analysis are given. By learning 100 floor plans of exhibition halls of urban culture museums, the CGAN model can generate a new floor plan design for an exhibition hall, which provides a new idea and innovative method for this design task. Finally, the limitations and future research directions of the CGAN model in the space design of urban cultural museum exhibition halls are discussed. The study shows that using the CGAN model to learn the floor plans of exhibition halls of urban cultural museums can effectively improve the innovation and practicability of space design and has the following advantages: (1) It can quickly generate a large number of exhibition hall floor plans, shorten the design cycle, and improve design efficiency. (2) The generated floor plan designs of the exhibition hall are diverse and personalized, meeting the design requirements of different scenarios and needs. (3) The method promotes the deep integration of space design and artificial intelligence technology and provides new possibilities and ideas for space design. These conclusions provide new ideas and methods for the space design of exhibition halls of urban cultural museums and provide a reference and inspiration for space design and intelligent applications in other fields, such as office space design, home decoration space design, landscape space design, and historical arcade and building renovation design.

This research takes Cuiwei Village located in Qianshan District of Zhuhai City as an example. The village is investigated and analyzed through field research, and the street scale, spatial structure, functional characteristics of streets, internal commercial distribution forms, and functions in the Cuiwei Historic Block are studied and analyzed. Based on the convex space analysis method and the line of sight analysis method in the space syntax theory, with the help of the Depthmap software, the complex street nodes, that is, the space of the two nodes A and B analyzed. Through the establishment of a viewshed model, including the analysis of the viewport integration degree, the viewport agglomeration degree, the viewport connection value and the spatial characteristics of the historical area, the most representative traditional buildings in the village, namely the Sanwang Temple and the Weishi Mansion, are selected. =N and when the radius R=3, observe the changes of the two parameters, the integration of the visual field and the visual depth of the two historical buildings. And with the help of Baidu time machine photos in different periods to observe and record the store's changes and people's behavioural characteristics. The results show that: at the present stage, the coordination of villages is poor, people's recognition in the village space is weak, and people cannot use local perception to reflect the overall space. There are obvious sub-interfaces between the interior of the village and the outside world—good but poor global intelligibility. After an on-the-spot investigation and analysis, it can be seen that although people can walk out of Cuiwei Village, they are always in a state of confusion, and it is difficult to grasp the spatial form of the overall area. Therefore, the space syntax analysis results are consistent with the field survey results, so this research method has good reference value and reference significance in the study of village space.

Space syntax is one of the important methods of city analysis and calculation. Based on the theory of space syntax, this research takes two important commercial and financial buildings of Bank of China Tower and Edificio Comercial Si Toi in Macau as examples to analyze their internal spatial structure and import Depthmap for calculation. Combining with related topological calculation methods, by analyzing the topological values of the overall integration degree, local integration degree, global depth and selectivity of the space, quantitatively explore the structure of the space, understand the relationship between the overall space and local space of commercial buildings, and discover the spatial structure And proposed corresponding optimization strategies to provide a reference for the future reconstruction of the typical commercial building space in Macau from the 1980s to the 1990s.

Historical buildings are the carriers of urban appearance and culture, and it is of practical significance to renew and activate in accordance with modern needs. Taking the historical buildings in Foshan Lingnan Xintiandi as an example, based on the space syntax calculation and analysis of the old residential space, the spatial pattern characteristics of the traditional Lingnan residential buildings in the sheltered style are analyzed, and the space syntax is used to optimize the space to meet the needs of catering operations. In order to provide a reference for the renewal and activation of historical buildings under the equal emphasis on function and humanity.

The campus buildings carry the reading time and historical stories, while the dormitories carry the memories and dreams of college students. This article takes the Wushan Dormitory of SCAU University as an example. By digging into the main narrative elements of the internal space of the Wushan Dormitory, the relationship between its space and events is analyzed. Based on the perspective of narratology, the convex space analysis method using Depthmap software technology under the space syntax theory is used to analyze the dormitory narrative space from the three main levels of the bedroom space, corridor space and staircase space. Analyze and explore the connection value of the horizon and the depth of the vision so as to effectively and reasonably combine the qualitative theory of narratology with the quantitative analysis of space syntax. By observing the logical relationship between the internal space and space of the dormitory building, the relationship between the dormitory building and the campus, it is theoretically and systematically explained, and people’s understanding of the space narrative theory is deepened. Reference suggestions are given for the activation and protection of the inner and outer spaces of the Wushan Dormitory in the future.

Space syntax is one of the important methods for urban analysis and calculation. Based on the theory of space syntax, this study takes the Macau Conservatory of Music, an important Portuguese historical building, as an example, to first analyze the particularity of its development history in urban heritage, followed by the internal spatial structure, and import Depthmap for operation, combined with topology-related calculation methods. By analyzing the topological values such as the overall integration, local integration, global depth and selectivity of the space, we can quantitatively explore the structure of the space, understand the relationship between the overall space and the local space of the Macau Conservatory of Music, discover the deficiencies in the space structure, and propose corresponding optimization strategies are proposed to provide ideas and reference for the future renovation of the typical performing arts architectural space in the urban heritage of Macau.