Optimizing Building Orientation and Roof Angle of a Typhoon-Resilient Single-Family House Using Genetic Algorithm and Computational Fluid Dynamics

被引:4
作者
Mata, Jun L. L. [1 ]
Orejudos, Jerson N. N. [2 ]
Opon, Joel G. G. [2 ]
Guirnaldo, Sherwin A. A. [3 ]
机构
[1] Mindanao State Univ, Iligan Inst Technol, Grad Sch Engn, Iligan 9200, Philippines
[2] Mindanao State Univ, Iligan Inst Technol, Dept Civil Engn & Technol, Iligan 9200, Philippines
[3] Mindanao State Univ, Iligan Inst Technol, Dept Mech Engn & Technol, Iligan 9200, Philippines
关键词
residential houses; low-rise buildings; typhoon resilience; genetic algorithm; evolutionary optimization; computational fluid dynamics; structural simulation; OPTIMIZATION; MODEL; SHAPE; CFD;
D O I
10.3390/buildings13010107
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
In the event of a typhoon, the majority of houses suffer from large amounts of damage because they were not built with typhoon resilience in mind. For instance, the Philippines is one of the world's most vulnerable countries to typhoons. Often, roof structures are ripped off during typhoons with average or more vigorous wind gustiness, and houses are easily ruined. This situation led us to search for the appropriate building orientation and roof angle of single-family residential houses through simulations using MATLAB's genetic algorithm (GA) and SolidWorks' computational fluid dynamics (CFD). The GA provides the set of design points, while CFD generates a fitness score for each design point. The goal of the optimization is to determine the orientation and roof angle while minimizing the drag force along the direction of a constant wind speed (315 km/h). The lower and upper bounds for house orientation are 0 degrees and 90 degrees, respectively; the roof angle is between 3 degrees and 60 degrees. After 100 generations, the GA converged to values equal to an 80 degrees orientation and 11 degrees roof angle. The final results provide a good standpoint for future experiments on physical structures.
引用
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页数:17
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