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Once a neural network has been properly configured and trained, it can easily generate results for building configurations that have not been tested experimentally, based on the patterns it has derived from the available wind-tunnel data.
There are four building configurations in Co-op City: 10 structures in the 26-story Triple Core style, which has 3 entrances and 500 units; 10 in the 24-story Chevron style, with 414 units; 15 in the Tower style, which has 33 stories and 384 units; and the 7 town-house clusters, each individual building with a one-bedroom on the ground floor and a three-bedroom duplex above.
Complex building configurations must be schematised to their main dimensions.
Our method is based on an optimization algorithm that generates building configurations.
The aerodynamic characteristics of various super-tall building configurations have been studied by Tamura et al. (2010, 2011).
The current structural load coefficients prescribed by the ASCE 7-02 capthis this well for the building configurations considered.
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Building simulation software programs, including eQUEST and DOE-2 were used to build and simulate individual building configuration that were generated using Monte Carlo simulation techniques.
Building simulation software including eQUEST and DOE-2 was used to build and simulate individual building configuration that were generated using Monte Carlo simulation techniques.
Those formulations are subsequently employed to assess the financial profits for each building configuration.
The optimization results show that the across wind load can be effectively reduced with certain building configuration.
Those properties are obviously related to the outdoor climate condition, internal heat source intensity, building configuration, ventilation mode etc.
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