Research on Reconstruction Factor Model of Old Residential Area Based on Multi-Modal Data Fusion

The green transformation of old residential areas is a major livelihood project and development project to promote urban renewal and meet the needs of the people for a better life, and an important way to realize the sustainable development of stock buildings.Firstly, in the transformation elements, an adaptive modal weight updating mechanism is designed to dynamically adjust the modal weights in the process of coclustering fusion, so as to meet the dynamic change requirements of the modal influence on the fusion results and improve the scalability of the algorithm.Secondly, the evaluation index system of comprehensive elements of green transformation in old residential areas is established and improved, and the attribute hierarchy model is used to determine the index weights.Finally, taking the reconstruction elements of old residential areas as the basic unit of matters-element extension theory, the multi-modal data fusion reconstruction element model is constructed, which provides a new perspective and new ideas for the formulation of old residential areas reconstruction plan.

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Publication Details

Journal
Tehnicki vjesnik - Technical Gazette
Published
2024-12-31
DOI
https://doi.org/10.17559/tv-20240802001898
Primary Topic
Regional Development and Environment
Type
article
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article

Research on Reconstruction Factor Model of Old Residential Area Based on Multi-Modal Data Fusion

Tehnicki vjesnik - Technical Gazette
Regional Development and Environment
article

Research on Reconstruction Factor Model of Old Residential Area Based on Multi-Modal Data Fusion

article en

Abstract

The green transformation of old residential areas is a major livelihood project and development project to promote urban renewal and meet the needs of the people for a better life, and an important way to realize the sustainable development of stock buildings.Firstly, in the transformation elements, an adaptive modal weight updating mechanism is designed to dynamically adjust the modal weights in the process of coclustering fusion, so as to meet the dynamic change requirements of the modal influence on the fusion results and improve the scalability of the algorithm.Secondly, the evaluation index system of comprehensive elements of green transformation in old residential areas is established and improved, and the attribute hierarchy model is used to determine the index weights.Finally, taking the reconstruction elements of old residential areas as the basic unit of matters-element extension theory, the multi-modal data fusion reconstruction element model is constructed, which provides a new perspective and new ideas for the formulation of old residential areas reconstruction plan.

Tehnicki vjesnik - Technical GazetteVol. 32(1)
Weifang Medical University (CN), China University of Mining and Technology (CN), China Special Equipment Inspection and Research Institute (CN)
Sustainable cities and communities
Openalex Percentile: Top 60%
Regional Development and Environment
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