Analysis of Public Space in Historic Districts Based on Community Governance and Neural Networks

Ding Fan · Yunying Ren · Sotirios K. Goudos · Ya Zhao

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Urban Development and Cultural Heritage Urban Planning and Valuation Urban Design and Spatial Analysis

Abstract

Based on the perspective of community governance, this paper explores the research path of public space renewal in historic city districts. Taking the historical public space of Lhasa city as an example, this paper analyzes the causes of the characteristics of public space, analyzes the logical relationship between public space and urban renewal and community governance, applies the neural network evaluation model. Firstly employed cell rasterization, indicator classification, and population density estimation to calculate the score for each indicator. And then the principal component extracted by principal component analysis is used as the input node of the neural networkit determines the weight of each indicator by adopting the entropy method, based on which it built a multi-dimensional indicator system to evaluate public space satisfaction of historic District of Lhasa and finally, optimizes the pattern of historical public space of Lhasa city by improving the spatial structure. The aim is to create intelligent living blocks and optimize the life mode of historical blocks. Regarding significance, first, from the human-oriented perspective, the exploration of public space renewal in historic districts is in essence a process in which people develop continuously and their needs are continuously satisfied. This approach can meet the multilevel needs of residents at different stages. Second, from a social perspective, the innovative pattern of community governance can help achieve self-satisfaction within the district, radiate to the surrounding industries, and relieve the pressure of social employment. Third, from the perspective of urban renewal implementation, research on the public space renewal of historic districts can help promote the balance of the social-ecological environment, improve regional governance and promote the high-quality development of cities. The future outlook is presented.

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References

2001Examining the Effects of Community Satisfaction and Attachment on Individual Well‐Being*2022Colonialism and Modern Social Theory 2021ICT and environmental sustainability: Any differences in developing countries?2020Access to e-government services by citizens through public/community libraries in Namibia

Cited by

2025Historic District Conservation: A Critical Review of Global Trends, Development in the 21st Century, and Challenges Through CiteSpace Analysis 2024Exploring Non-Linear and Synergistic Effects of Street Environment on the Spirit of Place in Historic Districts: Using Multi-Source Data and XGBoost 2025A Study on the Perceptual Differences in Street Space in Historic and Cultural Districts from the Host–Guest Shared Perspective: A Case Study of the Sajinqiao Area in Xi’an, China 2024The Guidance of Public Value in China’s Historic Environment: Research on Regeneration Strategies Using Taiyuan’s Bell Tower Street as an Example

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