In this project, we propose the fully automated method outlined above and validate it with the help of several complex pilot projects. Existing software tools, including CAALA, are used to calculate the life cycle costs and life cycle assessment of renovation scenarios, thus ensuring practical implementation. The point clouds of the pilot projects are translated

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